diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..04dba5bf294e7694d5dc0bbb224f81fc2eb9b703 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,13 @@ 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_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.stdout.txt filter=lfs diff=lfs merge=lfs -text +fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.stdout_v1.txt filter=lfs diff=lfs merge=lfs -text +fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.stdout.txt filter=lfs diff=lfs merge=lfs -text +fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.stdout_v1.txt filter=lfs diff=lfs merge=lfs -text +fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.stdout.txt filter=lfs diff=lfs merge=lfs -text +fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.stdout_v1.txt filter=lfs diff=lfs merge=lfs -text +fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.stdout.txt filter=lfs diff=lfs merge=lfs -text +fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.stdout_v1.txt filter=lfs diff=lfs merge=lfs -text +fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.stdout.txt filter=lfs diff=lfs merge=lfs -text +fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.stdout_v1.txt filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..795d725b110e6c6900216b966d79e0f568fa7384 --- /dev/null +++ b/README.md @@ -0,0 +1,120 @@ +--- +license: mit +library_name: chrombpnet +tags: + - encode + - chrombpnet + - chromatin-accessibility + - DNASE + - t-cell + - 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 trophoblast cell (ENCSR964MZQ) +- Model: ChromBPNet +- Assay: DNASE-seq +- Experiment: [ENCSR964MZQ](https://www.encodeproject.org/experiments/ENCSR964MZQ/) +- Model annotation: [ENCSR740KCQ](https://www.encodeproject.org/annotations/ENCSR740KCQ/) +- Biosample: trophoblast cell (Full name: Homo sapiens trophoblast cell embryo (39 weeks) and embryo (40 weeks)) +- Cell slim(s): None +- Organ slim(s): embryo,extraembryonic-component +- Developmental slim(s): None +- System slim(s): None +- 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.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.args.json b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.args.json new file mode 100644 index 0000000000000000000000000000000000000000..be9cfe0b3a9a822b85721150790d110847a06d7a --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.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/ENCSR964MZQ//preprocessing/bigWigs/ENCSR964MZQ.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.batch_loss.tsv b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..5e713fd7392f6966b0befe9594b8c48634845179 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.batch_loss.tsv @@ -0,0 +1,45487 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 3.218550682067871 2197.50146484375 1932.9365234375 None None None +0 1 241.9430389404297 21864.87109375 1977.1534423828125 None None None +0 2 162.72377014160156 15519.75 2143.855224609375 None None None +0 3 123.04605102539062 12293.4921875 2179.10693359375 None None None +0 4 99.16422271728516 10332.072265625 2180.77392578125 None None None +0 5 83.22032165527344 9005.36328125 2164.653076171875 None None None +0 6 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3.4234790802001953 2108.799072265625 1827.388671875 None None None +0 1826 3.422039747238159 2108.66650390625 1827.374267578125 None None None +0 1827 3.4206314086914062 2108.387939453125 1827.2115478515625 None None None +0 1828 3.4191479682922363 2108.282958984375 1827.228515625 None None None +0 1829 3.4177491664886475 2108.06494140625 1827.12548828125 None None None +0 1830 3.416450023651123 2107.866943359375 1827.0343017578125 None None None +0 1831 3.414846897125244 2107.583251953125 1826.8824462890625 None None None +0 1832 3.413444757461548 2107.36181640625 1826.776123046875 None None None +0 1833 3.4119176864624023 2107.2080078125 1826.7479248046875 None None None +0 1834 3.4104554653167725 2106.9638671875 1826.6239013671875 None None None +0 1835 3.408867835998535 2106.716064453125 1826.506591796875 None None None +0 1836 3.4074039459228516 2106.6259765625 1826.536865234375 None None None +0 1837 3.4058761596679688 2106.364501953125 1826.401123046875 None None None +0 1838 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3.3671865463256836 2101.992431640625 1825.2095947265625 None None None +0 1865 3.3659253120422363 2102.054443359375 1825.3753662109375 None None None +0 1866 3.364478588104248 2101.930419921875 1825.3699951171875 None None None +0 1867 3.363101005554199 2101.724365234375 1825.2772216796875 None None None +0 1868 3.3616538047790527 2101.646484375 1825.318359375 None None None +0 1869 3.360200881958008 2101.404541015625 1825.1959228515625 None None None +0 1870 3.3587570190429688 2101.259521484375 1825.1693115234375 None None None +0 1871 3.3574795722961426 2101.232666015625 1825.24755859375 None None None +0 1872 3.3561418056488037 2101.068359375 1825.1932373046875 None None None +0 1873 3.354752779006958 2100.964599609375 1825.2037353515625 None None None +0 1874 3.3533644676208496 2100.78076171875 1825.134033203125 None None None +0 1875 3.3520381450653076 2100.606689453125 1825.069091796875 None None None +0 1876 3.3505704402923584 2100.30419921875 1824.88720703125 None None None +0 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None +0 1890 3.3305892944335938 2097.56591796875 1823.79150390625 None None None +0 1891 3.32919979095459 2097.467041015625 1823.8067626953125 None None None +0 1892 3.3278589248657227 2097.1796875 1823.6297607421875 None None None +0 1893 3.3263797760009766 2096.989990234375 1823.5615234375 None None None +0 1894 3.32496976852417 2096.793212890625 1823.4805908203125 None None None +0 1895 3.3235671520233154 2096.590087890625 1823.392822265625 None None None +0 1896 3.3222250938415527 2096.30859375 1823.2216796875 None None None +0 1897 3.320866823196411 2096.133056640625 1823.15771484375 None None None +0 1898 3.3193492889404297 2095.852783203125 1823.0023193359375 None None None +0 1899 3.3179211616516113 2095.715087890625 1822.98193359375 None None None +0 1900 3.316617012023926 2095.552734375 1822.927001953125 None None None +0 1901 3.315103054046631 2095.285888671875 1822.7845458984375 None None None +0 1902 3.3136565685272217 2095.1494140625 1822.7669677734375 None None None +0 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None +0 1929 3.2764081954956055 2090.235107421875 1820.9146728515625 None None None +0 1930 3.2750585079193115 2090.04296875 1820.8333740234375 None None None +0 1931 3.2737860679626465 2089.8193359375 1820.7142333984375 None None None +0 1932 3.272434711456299 2089.587646484375 1820.5938720703125 None None None +0 1933 3.2710206508636475 2089.4140625 1820.5364990234375 None None None +0 1934 3.2698240280151367 2089.156494140625 1820.377197265625 None None None +0 1935 3.268423080444336 2088.976806640625 1820.3128662109375 None None None +0 1936 3.2670891284942627 2088.78466796875 1820.230224609375 None None None +0 1937 3.2658629417419434 2088.748779296875 1820.2952880859375 None None None +0 1938 3.264460563659668 2088.566162109375 1820.2279052734375 None None None +0 1939 3.2631149291992188 2088.350830078125 1820.123046875 None None None +0 1940 3.261805772781372 2088.1171875 1819.997314453125 None None None +0 1941 3.2604827880859375 2088.009521484375 1819.9981689453125 None None None +0 1942 3.259214162826538 2087.815185546875 1819.9083251953125 None None None +0 1943 3.2578139305114746 2087.682373046875 1819.890625 None None None +0 1944 3.256377696990967 2087.374267578125 1819.7005615234375 None None None +0 1945 3.2549967765808105 2087.13525390625 1819.574951171875 None None None +0 1946 3.2537147998809814 2087.029296875 1819.574462890625 None None None +0 1947 3.252331495285034 2086.880859375 1819.53955078125 None None None +0 1948 3.2509543895721436 2086.712890625 1819.48486328125 None None None +0 1949 3.249622106552124 2086.47021484375 1819.3516845703125 None None None +0 1950 3.2483513355255127 2086.246337890625 1819.232421875 None None None +0 1951 3.2470147609710693 2086.1484375 1819.2442626953125 None None None +0 1952 3.2456161975860596 2086.018310546875 1819.2293701171875 None None None +0 1953 3.2443604469299316 2085.88525390625 1819.1995849609375 None None None +0 1954 3.243077039718628 2085.752685546875 1819.17236328125 None None None +0 1955 3.2417798042297363 2085.56103515625 1819.08740234375 None None None +0 1956 3.24051570892334 2085.48681640625 1819.1170654296875 None None None +0 1957 3.239262342453003 2085.220703125 1818.9539794921875 None None None +0 1958 3.237976551055908 2084.958740234375 1818.7977294921875 None None None +0 1959 3.23664927482605 2084.897216796875 1818.845458984375 None None None +0 1960 3.23532772064209 2084.809814453125 1818.86669921875 None None None +0 1961 3.2341527938842773 2084.59765625 1818.7510986328125 None None None +0 1962 3.2328128814697266 2084.40625 1818.6697998046875 None None None +0 1963 3.2316126823425293 2084.162841796875 1818.525146484375 None None None +0 1964 3.2302465438842773 2083.968017578125 1818.442626953125 None None None +0 1965 3.228950023651123 2083.734130859375 1818.3153076171875 None None None +0 1966 3.227673292160034 2083.53173828125 1818.2177734375 None None None +0 1967 3.226283311843872 2083.303466796875 1818.1036376953125 None None None +0 1968 3.224998950958252 2083.14453125 1818.0504150390625 None None None +0 1969 3.223667860031128 2083.034423828125 1818.0498046875 None None None +0 1970 3.2223424911499023 2082.935791015625 1818.06005859375 None None None +0 1971 3.2210404872894287 2082.676025390625 1817.907470703125 None None None +0 1972 3.2199008464813232 2082.519775390625 1817.844970703125 None None None +0 1973 3.2186248302459717 2082.427001953125 1817.85693359375 None None None +0 1974 3.2173774242401123 2082.31787109375 1817.8504638671875 None None None +0 1975 3.216191053390503 2082.21435546875 1817.8443603515625 None None None +0 1976 3.214810609817505 2081.960693359375 1817.704345703125 None None None +0 1977 3.2135729789733887 2081.81201171875 1817.6573486328125 None None None +0 1978 3.2124104499816895 2081.7763671875 1817.7174072265625 None None None +0 1979 3.2110989093780518 2081.552978515625 1817.601806640625 None None None +0 1980 3.2098441123962402 2081.417724609375 1817.5697021484375 None None None +0 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3.1920933723449707 2079.076416015625 1816.6871337890625 None None None +0 1995 3.190828323364258 2078.93408203125 1816.64892578125 None None None +0 1996 3.189711093902588 2078.8359375 1816.6427001953125 None None None +0 1997 3.188399314880371 2078.699462890625 1816.6141357421875 None None None +0 1998 3.1872315406799316 2078.440185546875 1816.450927734375 None None None +0 1999 3.186095952987671 2078.34423828125 1816.4482421875 None None None +0 2000 3.1847891807556152 2078.214111328125 1816.425537109375 None None None +0 2001 3.1835455894470215 2078.109619140625 1816.423095703125 None None None +0 2002 3.182400703430176 2078.011962890625 1816.419677734375 None None None +0 2003 3.1811540126800537 2077.781005859375 1816.291259765625 None None None +0 2004 3.1799185276031494 2077.724609375 1816.33642578125 None None None +0 2005 3.1786251068115234 2077.55224609375 1816.270263671875 None None None +0 2006 3.1773674488067627 2077.310546875 1816.1318359375 None None None +0 2007 3.176185369491577 2077.076904296875 1815.9954833984375 None None None +0 2008 3.1750285625457764 2076.865234375 1815.8790283203125 None None None +0 2009 3.1737637519836426 2076.685302734375 1815.8028564453125 None None None +0 2010 3.172502279281616 2076.506591796875 1815.72802734375 None None None +0 2011 3.171128749847412 2076.250732421875 1815.5850830078125 None None None +0 2012 3.16980242729187 2076.11962890625 1815.562744140625 None None None +0 2013 3.168567419052124 2075.93798828125 1815.482666015625 None None None +0 2014 3.167290687561035 2075.750732421875 1815.400390625 None None None +0 2015 3.166064500808716 2075.695068359375 1815.4454345703125 None None None +0 2016 3.164774179458618 2075.55712890625 1815.413818359375 None None None +0 2017 3.163475275039673 2075.4326171875 1815.39599609375 None None None +0 2018 3.162273406982422 2075.30224609375 1815.3643798828125 None None None +0 2019 3.1610186100006104 2075.1259765625 1815.291259765625 None None None +0 2020 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0.5573749542236328 1665.6273193359375 1619.8134765625 None None None +2 1980 0.5572839975357056 1665.54296875 1619.736572265625 None None None +2 1981 0.5572035312652588 1665.420166015625 1619.620361328125 None None None +2 1982 0.5572429299354553 1665.4644775390625 1619.661376953125 None None None +2 1983 0.5571293234825134 1665.4678955078125 1619.6741943359375 None None None +2 1984 0.5570517182350159 1665.3819580078125 1619.5946044921875 None None None +2 1985 0.5569255352020264 1665.3331298828125 1619.55615234375 None None None +2 1986 0.5568957328796387 1665.4359130859375 1619.6614990234375 None None None +2 1987 0.5568811893463135 1665.3699951171875 1619.5966796875 None None None +2 1988 0.5567872524261475 1665.3243408203125 1619.558837890625 None None None +2 1989 0.556776762008667 1665.323974609375 1619.559326171875 None None None +2 1990 0.556745171546936 1665.3466796875 1619.5845947265625 None None None +2 1991 0.5567411184310913 1665.2786865234375 1619.516845703125 None None None +2 1992 0.5567851066589355 1665.163330078125 1619.39794921875 None None None +2 1993 0.5567960143089294 1665.23046875 1619.464111328125 None None None +2 1994 0.5567311644554138 1665.2091064453125 1619.4481201171875 None None None +2 1995 0.5567094683647156 1665.139404296875 1619.3802490234375 None None None +2 1996 0.55669766664505 1665.1153564453125 1619.357177734375 None None None +2 1997 0.5566348433494568 1665.169677734375 1619.416748046875 None None None +2 1998 0.5566340684890747 1665.1346435546875 1619.3818359375 None None None +2 1999 0.5565961003303528 1665.13916015625 1619.3895263671875 None None None +2 2000 0.5565993189811707 1665.1568603515625 1619.406982421875 None None None +2 2001 0.556586742401123 1665.2276611328125 1619.478759765625 None None None +2 2002 0.5565071105957031 1665.2352294921875 1619.492919921875 None None None +2 2003 0.5565521717071533 1665.171875 1619.42578125 None None None +2 2004 0.5565598011016846 1665.1690673828125 1619.4224853515625 None 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1619.2451171875 None None None +2 2018 0.5564818978309631 1664.894287109375 1619.154052734375 None None None +2 2019 0.556423544883728 1664.82177734375 1619.08642578125 None None None +2 2020 0.5564790368080139 1664.853271484375 1619.11328125 None None None +2 2021 0.5565736889839172 1664.9134521484375 1619.1656494140625 None None None +2 2022 0.556522011756897 1664.898193359375 1619.154541015625 None None None +2 2023 0.5564755201339722 1664.8642578125 1619.12451171875 None None None +2 2024 0.556510865688324 1664.8341064453125 1619.09130859375 None None None +2 2025 0.5565141439437866 1664.811279296875 1619.068115234375 None None None +2 2026 0.5563976168632507 1664.737548828125 1619.0040283203125 None None None +2 2027 0.5564281344413757 1664.6895751953125 1618.95361328125 None None None +2 2028 0.5565089583396912 1664.7039794921875 1618.9613037109375 None None None +2 2029 0.5565189719200134 1664.736572265625 1618.9930419921875 None None None +2 2030 0.556521475315094 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1617.871337890625 1577.2515869140625 None None None +4 1992 0.4941520690917969 1617.8826904296875 1577.2637939453125 None None None +4 1993 0.49411964416503906 1617.81201171875 1577.19580078125 None None None +4 1994 0.49411293864250183 1617.84765625 1577.2320556640625 None None None +4 1995 0.4940173625946045 1617.8487548828125 1577.2410888671875 None None None +4 1996 0.49407872557640076 1618.005615234375 1577.3929443359375 None None None +4 1997 0.4941321611404419 1618.03955078125 1577.4224853515625 None None None +4 1998 0.49406370520591736 1618.07177734375 1577.4603271484375 None None None +4 1999 0.4940289556980133 1618.08544921875 1577.4769287109375 None None None +4 2000 0.4940224289894104 1618.141845703125 1577.5338134765625 None None None +4 2001 0.4941401779651642 1618.0640869140625 1577.4464111328125 None None None +4 2002 0.4941292107105255 1618.0494384765625 1577.4326171875 None None None +4 2003 0.494004487991333 1618.0430908203125 1577.4366455078125 None None None +4 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0.47514867782592773 1606.2821044921875 1567.2239990234375 None None None +5 1846 0.4750886857509613 1606.2545166015625 1567.201416015625 None None None +5 1847 0.47512391209602356 1606.2445068359375 1567.1883544921875 None None None +5 1848 0.4751293957233429 1606.26708984375 1567.2105712890625 None None None +5 1849 0.47510990500450134 1606.2567138671875 1567.201904296875 None None None +5 1850 0.47516894340515137 1606.1510009765625 1567.09130859375 None None None +5 1851 0.4752024710178375 1606.2855224609375 1567.2230224609375 None None None +5 1852 0.47523608803749084 1606.313720703125 1567.248291015625 None None None +5 1853 0.4752000570297241 1606.358642578125 1567.29638671875 None None None +5 1854 0.4751972556114197 1606.4254150390625 1567.36328125 None None None +5 1855 0.47522491216659546 1606.36328125 1567.298828125 None None None +5 1856 0.475276917219162 1606.4149169921875 1567.34619140625 None None None +5 1857 0.4752632975578308 1606.372314453125 1567.3046875 None None None +5 1858 0.4752906858921051 1606.3843994140625 1567.3145751953125 None None None +5 1859 0.47529590129852295 1606.3587646484375 1567.2884521484375 None None None +5 1860 0.4752626121044159 1606.3714599609375 1567.3038330078125 None None None +5 1861 0.475334107875824 1606.4366455078125 1567.3631591796875 None None None +5 1862 0.4754510819911957 1606.3905029296875 1567.307373046875 None None None +5 1863 0.475425124168396 1606.4112548828125 1567.330322265625 None None None +5 1864 0.4753791391849518 1606.3919677734375 1567.314697265625 None None None +5 1865 0.4753294587135315 1606.3214111328125 1567.2481689453125 None None None +5 1866 0.4752945303916931 1606.2393798828125 1567.1690673828125 None None None +5 1867 0.47538208961486816 1606.3436279296875 1567.26611328125 None None None +5 1868 0.47539496421813965 1606.2423095703125 1567.163818359375 None None None +5 1869 0.47533002495765686 1606.271484375 1567.1983642578125 None None None +5 1870 0.4753296971321106 1606.2637939453125 1567.190673828125 None None None +5 1871 0.47546112537384033 1606.1529541015625 1567.0689697265625 None None None +5 1872 0.4754607677459717 1606.1614990234375 1567.07763671875 None None None +5 1873 0.4754360616207123 1606.10693359375 1567.025146484375 None None None +5 1874 0.47544240951538086 1606.0858154296875 1567.0035400390625 None None None +5 1875 0.47540923953056335 1606.123291015625 1567.043701171875 None None None +5 1876 0.47533974051475525 1606.0828857421875 1567.0089111328125 None None None +5 1877 0.47532400488853455 1606.1392822265625 1567.066650390625 None None None +5 1878 0.4752791225910187 1606.116943359375 1567.048095703125 None None None +5 1879 0.4753294885158539 1606.173828125 1567.1009521484375 None None None +5 1880 0.4752785265445709 1606.1285400390625 1567.0599365234375 None None None +5 1881 0.4752376079559326 1606.11572265625 1567.0504150390625 None None None +5 1882 0.4752824008464813 1606.2381591796875 1567.169189453125 None None None 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1567.1641845703125 None None None +5 1896 0.4750479459762573 1606.20361328125 1567.154052734375 None None None +5 1897 0.4750162363052368 1606.2120361328125 1567.1650390625 None None None +5 1898 0.47510644793510437 1606.1895751953125 1567.1351318359375 None None None +5 1899 0.47511523962020874 1606.098388671875 1567.043212890625 None None None +5 1900 0.47514456510543823 1606.056640625 1566.9991455078125 None None None +5 1901 0.4751097857952118 1606.0321044921875 1566.9775390625 None None None +5 1902 0.4751474857330322 1606.0516357421875 1566.993896484375 None None None +5 1903 0.47519728541374207 1606.0257568359375 1566.9639892578125 None None None +5 1904 0.4753279685974121 1606.0009765625 1566.9285888671875 None None None +5 1905 0.47534415125846863 1605.8828125 1566.80908203125 None None None +5 1906 0.4752669334411621 1605.8973388671875 1566.8299560546875 None None None +5 1907 0.4752335250377655 1606.0 1566.935302734375 None None None +5 1908 0.4752366244792938 1606.0546875 1566.9898681640625 None None None +5 1909 0.475218802690506 1606.0487060546875 1566.9853515625 None None None +5 1910 0.47521311044692993 1606.029296875 1566.96630859375 None None None +5 1911 0.4751962721347809 1606.0098876953125 1566.9483642578125 None None None +5 1912 0.4751446545124054 1606.000244140625 1566.94287109375 None None None +5 1913 0.4751646816730499 1606.0426025390625 1566.9835205078125 None None None +5 1914 0.4751591682434082 1605.9337158203125 1566.875 None None None +5 1915 0.475166380405426 1605.96728515625 1566.907958984375 None None None +5 1916 0.4752272367477417 1605.920166015625 1566.8558349609375 None None None +5 1917 0.4752596914768219 1605.921630859375 1566.8546142578125 None None None +5 1918 0.47528064250946045 1605.978759765625 1566.9100341796875 None None None +5 1919 0.47528818249702454 1605.994873046875 1566.9256591796875 None None None +5 1920 0.47530534863471985 1605.98876953125 1566.9180908203125 None None None +5 1921 0.47540873289108276 1605.9295654296875 1566.850341796875 None None None +5 1922 0.475411057472229 1605.884521484375 1566.80517578125 None None None +5 1923 0.47546762228012085 1605.945068359375 1566.861083984375 None None None +5 1924 0.4754403233528137 1605.9453125 1566.8636474609375 None None None +5 1925 0.4754745066165924 1605.93896484375 1566.8544921875 None None None +5 1926 0.47548583149909973 1605.96875 1566.8831787109375 None None None +5 1927 0.47549745440483093 1606.013671875 1566.92724609375 None None None +5 1928 0.47553491592407227 1605.95947265625 1566.869873046875 None None None +5 1929 0.47551229596138 1606.0111083984375 1566.9234619140625 None None None +5 1930 0.4755546748638153 1606.072998046875 1566.9818115234375 None None None +5 1931 0.4756074845790863 1606.10546875 1567.0098876953125 None None None +5 1932 0.4756099283695221 1606.0430908203125 1566.947265625 None None None +5 1933 0.47566932439804077 1606.0498046875 1566.9490966796875 None None None +5 1934 0.4756534993648529 1605.993896484375 1566.8946533203125 None None None +5 1935 0.4756541848182678 1605.8902587890625 1566.791015625 None None None +5 1936 0.47560355067253113 1605.7911376953125 1566.6961669921875 None None None +5 1937 0.4755844473838806 1605.7694091796875 1566.676025390625 None None None +5 1938 0.47545772790908813 1605.712890625 1566.6298828125 None None None +5 1939 0.4754808843135834 1605.7335205078125 1566.648681640625 None None None +5 1940 0.4754975736141205 1605.7459716796875 1566.6597900390625 None None None +5 1941 0.47551655769348145 1605.788330078125 1566.70068359375 None None None +5 1942 0.47547680139541626 1605.678955078125 1566.594482421875 None None None +5 1943 0.4755280017852783 1605.7105712890625 1566.6219482421875 None None None +5 1944 0.4754566252231598 1605.67578125 1566.593017578125 None None None +5 1945 0.4754268527030945 1605.719970703125 1566.6396484375 None None None +5 1946 0.47545111179351807 1605.814453125 1566.7320556640625 None None None +5 1947 0.4755072593688965 1605.872802734375 1566.785888671875 None None None +5 1948 0.47543928027153015 1605.7691650390625 1566.68798828125 None None None +5 1949 0.4753873646259308 1605.79296875 1566.7159423828125 None None None +5 1950 0.4753687083721161 1605.77001953125 1566.694580078125 None None None +5 1951 0.47536274790763855 1605.7921142578125 1566.7171630859375 None None None +5 1952 0.4753084182739258 1605.7711181640625 1566.70068359375 None None None +5 1953 0.47530877590179443 1605.736328125 1566.665771484375 None None None +5 1954 0.47527846693992615 1605.625244140625 1566.5572509765625 None None None +5 1955 0.4752635359764099 1605.617919921875 1566.5511474609375 None None None +5 1956 0.47524961829185486 1605.6937255859375 1566.6280517578125 None None None +5 1957 0.4752609431743622 1605.5499267578125 1566.483154296875 None None None +5 1958 0.4752388894557953 1605.5113525390625 1566.4464111328125 None None None +5 1959 0.4751763343811035 1605.5257568359375 1566.466064453125 None None None +5 1960 0.47519156336784363 1605.4990234375 1566.4381103515625 None None None +5 1961 0.47519057989120483 1605.5247802734375 1566.4639892578125 None None None +5 1962 0.4751150608062744 1605.43896484375 1566.38427734375 None None None +5 1963 0.47505712509155273 1605.5028076171875 1566.452880859375 None None None +5 1964 0.4750500023365021 1605.4739990234375 1566.4248046875 None None None +5 1965 0.4750262498855591 1605.58056640625 1566.5333251953125 None None None +5 1966 0.4751218259334564 1605.603759765625 1566.5487060546875 None None None +5 1967 0.47511833906173706 1605.632568359375 1566.5777587890625 None None None +5 1968 0.47511449456214905 1605.68505859375 1566.6307373046875 None None None +5 1969 0.47516685724258423 1605.7169189453125 1566.6583251953125 None None None +5 1970 0.4751065969467163 1605.7374267578125 1566.6837158203125 None None None +5 1971 0.47499874234199524 1605.75732421875 1566.7125244140625 None None None +5 1972 0.4749312102794647 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0.4748309552669525 1606.2479248046875 1567.2171630859375 None None None +5 1986 0.47485610842704773 1606.2802734375 1567.247314453125 None None None +5 1987 0.4748457074165344 1606.1708984375 1567.138671875 None None None +5 1988 0.4748448133468628 1606.1903076171875 1567.158203125 None None None +5 1989 0.4748391807079315 1606.2137451171875 1567.18212890625 None None None +5 1990 0.4748208522796631 1606.115234375 1567.0850830078125 None None None +5 1991 0.47481569647789 1606.09130859375 1567.0616455078125 None None None +5 1992 0.47481030225753784 1606.181640625 1567.15234375 None None None +5 1993 0.47480571269989014 1606.0867919921875 1567.0577392578125 None None None +5 1994 0.4747788906097412 1606.055419921875 1567.0286865234375 None None None +5 1995 0.47474750876426697 1605.9661865234375 1566.942138671875 None None None +5 1996 0.4746597111225128 1605.9288330078125 1566.912109375 None None None +5 1997 0.4748958349227905 1605.8043212890625 1566.76806640625 None None None +5 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1546.3138427734375 None None None +7 1933 0.4416731297969818 1582.613525390625 1546.30615234375 None None None +7 1934 0.4416421055793762 1582.5850830078125 1546.2802734375 None None None +7 1935 0.44165515899658203 1582.7261962890625 1546.42041015625 None None None +7 1936 0.4417019188404083 1582.743896484375 1546.4342041015625 None None None +7 1937 0.44171616435050964 1582.77880859375 1546.4678955078125 None None None +7 1938 0.4416508078575134 1582.7156982421875 1546.4100341796875 None None None +7 1939 0.44163623452186584 1582.725830078125 1546.42138671875 None None None +7 1940 0.4416458308696747 1582.7784423828125 1546.4732666015625 None None None +7 1941 0.4416775107383728 1582.756591796875 1546.448974609375 None None None +7 1942 0.44166091084480286 1582.783447265625 1546.4771728515625 None None None +7 1943 0.4416266679763794 1582.7672119140625 1546.4637451171875 None None None +7 1944 0.44163596630096436 1582.7353515625 1546.43115234375 None None None +7 1945 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1958 0.4415420889854431 1582.6392822265625 1546.3427734375 None None None +7 1959 0.44170424342155457 1582.70654296875 1546.3968505859375 None None None +7 1960 0.44174203276634216 1582.6998291015625 1546.386962890625 None None None +7 1961 0.4416869282722473 1582.6533203125 1546.3450927734375 None None None +7 1962 0.44168251752853394 1582.7073974609375 1546.3994140625 None None None +7 1963 0.44178521633148193 1582.7362060546875 1546.419677734375 None None None +7 1964 0.4417556822299957 1582.7718505859375 1546.4576416015625 None None None +7 1965 0.44169187545776367 1582.7767333984375 1546.4678955078125 None None None +7 1966 0.44162285327911377 1582.8577880859375 1546.554443359375 None None None +7 1967 0.44159287214279175 1582.749267578125 1546.448486328125 None None None +7 1968 0.44157570600509644 1582.630859375 1546.3314208984375 None None None +7 1969 0.4415927231311798 1582.5947265625 1546.2939453125 None None None +7 1970 0.44157302379608154 1582.5333251953125 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1582.61376953125 1546.3343505859375 None None None +7 1984 0.44130343198776245 1582.5611572265625 1546.2840576171875 None None None +7 1985 0.44128546118736267 1582.6085205078125 1546.3330078125 None None None +7 1986 0.4412557780742645 1582.671142578125 1546.39794921875 None None None +7 1987 0.4412572681903839 1582.782958984375 1546.5096435546875 None None None +7 1988 0.4412451982498169 1582.838623046875 1546.5662841796875 None None None +7 1989 0.4412591755390167 1582.8934326171875 1546.6199951171875 None None None +7 1990 0.4412159025669098 1582.9339599609375 1546.6640625 None None None +7 1991 0.44118979573249817 1582.9068603515625 1546.6390380859375 None None None +7 1992 0.4411720335483551 1582.920654296875 1546.654296875 None None None +7 1993 0.44115206599235535 1582.9046630859375 1546.6400146484375 None None None +7 1994 0.4411761164665222 1582.9957275390625 1546.7291259765625 None None None +7 1995 0.4412437379360199 1583.062255859375 1546.7900390625 None None None +7 1996 0.4412187933921814 1583.1728515625 1546.9027099609375 None None None +7 1997 0.44119885563850403 1583.17578125 1546.9072265625 None None None +7 1998 0.44118061661720276 1583.109130859375 1546.8419189453125 None None None +7 1999 0.4411621391773224 1583.1177978515625 1546.8521728515625 None None None +7 2000 0.44112449884414673 1583.1260986328125 1546.8636474609375 None None None +7 2001 0.44104084372520447 1583.0078125 1546.752197265625 None None None +7 2002 0.4411173164844513 1582.904052734375 1546.6422119140625 None None None +7 2003 0.44106525182724 1583.0155029296875 1546.7579345703125 None None None +7 2004 0.4410659074783325 1583.084228515625 1546.82666015625 None None None +7 2005 0.44110268354415894 1583.0574951171875 1546.7967529296875 None None None +7 2006 0.44107314944267273 1583.1275634765625 1546.8692626953125 None None None +7 2007 0.4410553276538849 1583.1221923828125 1546.865478515625 None None None +7 2008 0.4410090744495392 1583.1363525390625 1546.8834228515625 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1541.2080078125 None None None +8 1975 0.43273136019706726 1576.8270263671875 1541.256103515625 None None None +8 1976 0.4327510893344879 1576.73486328125 1541.1624755859375 None None None +8 1977 0.43278759717941284 1576.8070068359375 1541.2314453125 None None None +8 1978 0.4328445494174957 1576.730712890625 1541.1505126953125 None None None +8 1979 0.4328326880931854 1576.6622314453125 1541.0828857421875 None None None +8 1980 0.4328935444355011 1576.6585693359375 1541.07421875 None None None +8 1981 0.4329887926578522 1576.657470703125 1541.0653076171875 None None None +8 1982 0.43305641412734985 1576.6484375 1541.05078125 None None None +8 1983 0.43301066756248474 1576.6470947265625 1541.05322265625 None None None +8 1984 0.43298208713531494 1576.77783203125 1541.186279296875 None None None +8 1985 0.4330175518989563 1576.84619140625 1541.2515869140625 None None None +8 1986 0.4330635666847229 1576.8870849609375 1541.2886962890625 None None None +8 1987 0.43303945660591125 1576.891357421875 1541.2947998046875 None None None +8 1988 0.43306270241737366 1576.905517578125 1541.3072509765625 None None None +8 1989 0.433170884847641 1576.9481201171875 1541.3409423828125 None None None +8 1990 0.43320196866989136 1576.9603271484375 1541.3505859375 None None None +8 1991 0.43326830863952637 1576.99609375 1541.3809814453125 None None None +8 1992 0.4332287311553955 1576.9908447265625 1541.3790283203125 None None None +8 1993 0.43327298760414124 1577.0269775390625 1541.4114990234375 None None None +8 1994 0.43325456976890564 1577.12939453125 1541.5155029296875 None None None +8 1995 0.43328890204429626 1577.165771484375 1541.549072265625 None None None +8 1996 0.43332260847091675 1577.2672119140625 1541.647705078125 None None None +8 1997 0.4333043396472931 1577.255126953125 1541.6370849609375 None None None +8 1998 0.43327659368515015 1577.2696533203125 1541.65380859375 None None None +8 1999 0.4332289695739746 1577.2169189453125 1541.60498046875 None None None 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1541.4461669921875 None None None +8 2013 0.4331972599029541 1577.063232421875 1541.4539794921875 None None None +8 2014 0.43319571018218994 1577.032958984375 1541.423828125 None None None +8 2015 0.43325212597846985 1577.2073974609375 1541.5936279296875 None None None +8 2016 0.43324169516563416 1577.180419921875 1541.5673828125 None None None +8 2017 0.43329569697380066 1577.1204833984375 1541.5030517578125 None None None +8 2018 0.43333154916763306 1577.0494384765625 1541.4288330078125 None None None +8 2019 0.43330320715904236 1577.0443115234375 1541.4261474609375 None None None +8 2020 0.4333746135234833 1577.064697265625 1541.440673828125 None None None +8 2021 0.43349650502204895 1577.0701904296875 1541.436279296875 None None None +8 2022 0.4335217773914337 1577.0814208984375 1541.4454345703125 None None None +8 2023 0.43347808718681335 1577.11669921875 1541.484375 None None None +8 2024 0.4334937036037445 1577.070556640625 1541.43701171875 None None None +8 2025 0.43345925211906433 1577.138916015625 1541.508056640625 None None None +8 2026 0.43344664573669434 1577.1109619140625 1541.481201171875 None None None +8 2027 0.43341660499572754 1577.0401611328125 1541.4129638671875 None None None +8 2028 0.43344295024871826 1577.0604248046875 1541.4310302734375 None None None +8 2029 0.43340277671813965 1577.045654296875 1541.419677734375 None None None +8 2030 0.4333989918231964 1577.0126953125 1541.386962890625 None None None +8 2031 0.4334028661251068 1577.0626220703125 1541.4366455078125 None None None +8 2032 0.43343573808670044 1577.0079345703125 1541.3792724609375 None None None +8 2033 0.4334537982940674 1577.02685546875 1541.396728515625 None None None +8 2034 0.43345290422439575 1577.1029052734375 1541.4727783203125 None None None +8 2035 0.4333988130092621 1577.14501953125 1541.5194091796875 None None None +8 2036 0.4333859086036682 1577.1414794921875 1541.5169677734375 None None None +8 2037 0.4333302676677704 1577.1053466796875 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1577.025390625 1541.396484375 None None None +8 2051 0.4334143400192261 1577.070068359375 1541.443115234375 None None None +8 2052 0.4334251284599304 1577.068359375 1541.440673828125 None None None +8 2053 0.4333924949169159 1577.1201171875 1541.4949951171875 None None None +8 2054 0.43340161442756653 1577.0799560546875 1541.4541015625 None None None +8 2055 0.43335220217704773 1577.0838623046875 1541.462158203125 None None None +8 2056 0.4333083927631378 1577.0228271484375 1541.4046630859375 None None None +8 2057 0.4332503080368042 1576.996826171875 1541.3834228515625 None None None +8 2058 0.43329867720603943 1576.97216796875 1541.354736328125 None None None +8 2059 0.43326911330223083 1576.9716796875 1541.356689453125 None None None +8 2060 0.4332338571548462 1577.0745849609375 1541.46240234375 None None None +8 2061 0.4333118796348572 1576.9879150390625 1541.369384765625 None None None +8 2062 0.4333121180534363 1576.9920654296875 1541.3734130859375 None None None +8 2063 0.43325889110565186 1576.970458984375 1541.356201171875 None None None +8 2064 0.4332832992076874 1576.971923828125 1541.3555908203125 None None None +8 2065 0.4332641363143921 1576.947265625 1541.33251953125 None None None +8 2066 0.43328991532325745 1576.93994140625 1541.3231201171875 None None None +8 2067 0.4332455098628998 1576.9014892578125 1541.2882080078125 None None None +8 2068 0.43324121832847595 1576.9339599609375 1541.321044921875 None None None +8 2069 0.43330028653144836 1576.9154052734375 1541.2974853515625 None None None +8 2070 0.43324920535087585 1576.8778076171875 1541.26416015625 None None None +8 2071 0.4332536458969116 1576.8818359375 1541.267822265625 None None None +8 2072 0.43324217200279236 1576.941162109375 1541.328125 None None None +8 2073 0.43319764733314514 1576.982177734375 1541.372802734375 None None None +8 2074 0.43321365118026733 1576.84619140625 1541.235595703125 None None None +8 2075 0.433243989944458 1576.89794921875 1541.284912109375 None None None +8 2076 0.43329736590385437 1576.8001708984375 1541.1826171875 None None None +8 2077 0.43325719237327576 1576.935546875 1541.3212890625 None None None +8 2078 0.4332858622074127 1577.01171875 1541.395263671875 None None None +8 2079 0.43334221839904785 1576.968994140625 1541.3477783203125 None None None +8 2080 0.43339037895202637 1577.0220947265625 1541.3968505859375 None None None +8 2081 0.43340179324150085 1577.061767578125 1541.435546875 None None None +8 2082 0.43337932229042053 1577.0704345703125 1541.446044921875 None None None +8 2083 0.43330568075180054 1577.198486328125 1541.5802001953125 None None None +8 2084 0.43330177664756775 1577.1749267578125 1541.556884765625 None None None +8 2085 0.43326476216316223 1577.26708984375 1541.652099609375 None None None +8 2086 0.43318265676498413 1577.30419921875 1541.6959228515625 None None None +8 2087 0.43315643072128296 1577.2806396484375 1541.674560546875 None None None +8 2088 0.43315598368644714 1577.24169921875 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None +9 1957 0.4149837791919708 1570.45166015625 1536.340087890625 None None None +9 1958 0.41497802734375 1570.37353515625 1536.26220703125 None None None +9 1959 0.4150390625 1570.2486572265625 1536.1324462890625 None None None +9 1960 0.4150495231151581 1570.1728515625 1536.0556640625 None None None +9 1961 0.415031760931015 1570.1683349609375 1536.0526123046875 None None None +9 1962 0.41504770517349243 1570.2342529296875 1536.1173095703125 None None None +9 1963 0.4150340259075165 1570.2197265625 1536.1038818359375 None None None +9 1964 0.41504767537117004 1570.1998291015625 1536.0830078125 None None None +9 1965 0.41499990224838257 1570.2491455078125 1536.13623046875 None None None +9 1966 0.4150308668613434 1570.247314453125 1536.1318359375 None None None +9 1967 0.41502299904823303 1570.252197265625 1536.1373291015625 None None None +9 1968 0.41504451632499695 1570.2470703125 1536.1302490234375 None None None +9 1969 0.41503527760505676 1570.271240234375 1536.1553955078125 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1561.8802490234375 1528.7861328125 None None None +10 1912 0.40261054039001465 1561.9473876953125 1528.85205078125 None None None +10 1913 0.4025585949420929 1562.0330810546875 1528.942138671875 None None None +10 1914 0.40258342027664185 1562.0501708984375 1528.957275390625 None None None +10 1915 0.40267080068588257 1562.0035400390625 1528.903564453125 None None None +10 1916 0.4027335047721863 1562.0587158203125 1528.9537353515625 None None None +10 1917 0.4027237892150879 1562.1300048828125 1529.0257568359375 None None None +10 1918 0.40270671248435974 1562.075927734375 1528.9732666015625 None None None +10 1919 0.4028088450431824 1562.060791015625 1528.94970703125 None None None +10 1920 0.4028630554676056 1562.0955810546875 1528.9801025390625 None None None +10 1921 0.40283501148223877 1562.0859375 1528.972900390625 None None None +10 1922 0.4029170870780945 1562.1824951171875 1529.0626220703125 None None None +10 1923 0.4029111862182617 1562.3160400390625 1529.196533203125 None None None +10 1924 0.4028947353363037 1562.32666015625 1529.20849609375 None None None +10 1925 0.40291059017181396 1562.225341796875 1529.10595703125 None None None +10 1926 0.4029856324195862 1562.2181396484375 1529.092529296875 None None None +10 1927 0.40300655364990234 1562.2467041015625 1529.1192626953125 None None None +10 1928 0.40294864773750305 1562.3084716796875 1529.185791015625 None None None +10 1929 0.4029984474182129 1562.3038330078125 1529.177001953125 None None None +10 1930 0.4030051827430725 1562.3448486328125 1529.2176513671875 None None None +10 1931 0.40300893783569336 1562.3629150390625 1529.2353515625 None None None +10 1932 0.40297582745552063 1562.4119873046875 1529.2872314453125 None None None +10 1933 0.40294891595840454 1562.4224853515625 1529.300048828125 None None None +10 1934 0.4029061198234558 1562.4384765625 1529.319580078125 None None None +10 1935 0.4029022455215454 1562.455078125 1529.3365478515625 None None None +10 1936 0.40286070108413696 1562.4525146484375 1529.33740234375 None None None +10 1937 0.40286481380462646 1562.4405517578125 1529.3250732421875 None None None +10 1938 0.4028301537036896 1562.396484375 1529.283935546875 None None None +10 1939 0.40283268690109253 1562.463134765625 1529.350341796875 None None None +10 1940 0.40289536118507385 1562.4228515625 1529.3048095703125 None None None +10 1941 0.4029306173324585 1562.4798583984375 1529.35888671875 None None None +10 1942 0.4029372036457062 1562.5142822265625 1529.3929443359375 None None None +10 1943 0.4029286205768585 1562.530517578125 1529.4097900390625 None None None +10 1944 0.4028718173503876 1562.5020751953125 1529.3861083984375 None None None +10 1945 0.4028334617614746 1562.4688720703125 1529.35595703125 None None None +10 1946 0.40278172492980957 1562.371826171875 1529.2633056640625 None None None +10 1947 0.40276458859443665 1562.3125 1529.205322265625 None None None +10 1948 0.4027552902698517 1562.301025390625 1529.194580078125 None None None 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1562.7320556640625 1529.6131591796875 None None None +10 1962 0.4029404819011688 1562.7095947265625 1529.587646484375 None None None +10 1963 0.4029584527015686 1562.7205810546875 1529.5972900390625 None None None +10 1964 0.40286985039711 1562.6510009765625 1529.534912109375 None None None +10 1965 0.40284407138824463 1562.6065673828125 1529.49267578125 None None None +10 1966 0.40280404686927795 1562.6602783203125 1529.549560546875 None None None +10 1967 0.402794748544693 1562.6678466796875 1529.5579833984375 None None None +10 1968 0.40276646614074707 1562.72216796875 1529.614501953125 None None None +10 1969 0.40281450748443604 1562.7777099609375 1529.6661376953125 None None None +10 1970 0.4027809798717499 1562.6849365234375 1529.576171875 None None None +10 1971 0.4028641879558563 1562.693603515625 1529.578125 None None None +10 1972 0.4028567373752594 1562.6973876953125 1529.5823974609375 None None None +10 1973 0.40286579728126526 1562.756103515625 1529.6405029296875 None None None +10 1974 0.402822881937027 1562.7899169921875 1529.677734375 None None None +10 1975 0.4028993546962738 1562.853515625 1529.735107421875 None None None +10 1976 0.40293943881988525 1562.8687744140625 1529.7470703125 None None None +10 1977 0.40296152234077454 1562.9898681640625 1529.8663330078125 None None None +10 1978 0.4030052423477173 1563.103271484375 1529.9761962890625 None None None +10 1979 0.4030131697654724 1563.1644287109375 1530.0367431640625 None None None +10 1980 0.40296468138694763 1563.202880859375 1530.0791015625 None None None +10 1981 0.40299710631370544 1563.1986083984375 1530.072265625 None None None +10 1982 0.40302953124046326 1563.1761474609375 1530.047119140625 None None None +10 1983 0.4030302166938782 1563.11279296875 1529.9837646484375 None None None +10 1984 0.4030510187149048 1563.0928955078125 1529.962158203125 None None None +10 1985 0.4030036926269531 1563.109375 1529.982421875 None None None +10 1986 0.4029831290245056 1563.0701904296875 1529.9449462890625 None None None +10 1987 0.4029519557952881 1563.0672607421875 1529.944580078125 None None None +10 1988 0.40289306640625 1563.0054931640625 1529.8876953125 None None None +10 1989 0.4029252529144287 1563.1165771484375 1529.99609375 None None None +10 1990 0.4029242694377899 1563.25 1530.1297607421875 None None None +10 1991 0.40291205048561096 1563.2789306640625 1530.15966796875 None None None +10 1992 0.4028840661048889 1563.302001953125 1530.18505859375 None None None +10 1993 0.40286093950271606 1563.275146484375 1530.16015625 None None None +10 1994 0.402871310710907 1563.316162109375 1530.2003173828125 None None None +10 1995 0.4029129147529602 1563.3370361328125 1530.2178955078125 None None None +10 1996 0.40296706557273865 1563.3759765625 1530.25244140625 None None None +10 1997 0.4029794931411743 1563.4462890625 1530.3216552734375 None None None +10 1998 0.40301084518432617 1563.3988037109375 1530.271484375 None None None +10 1999 0.4030520021915436 1563.4677734375 1530.3372802734375 None None None +10 2000 0.40298911929130554 1563.5135498046875 1530.38818359375 None None None +10 2001 0.4030071496963501 1563.4085693359375 1530.2816162109375 None None None +10 2002 0.4030349850654602 1563.427001953125 1530.2978515625 None None None +10 2003 0.40301939845085144 1563.49658203125 1530.36865234375 None None None +10 2004 0.40301549434661865 1563.5855712890625 1530.4580078125 None None None +10 2005 0.40312743186950684 1563.550537109375 1530.413818359375 None None None +10 2006 0.40311944484710693 1563.51953125 1530.38330078125 None None None +10 2007 0.40313419699668884 1563.4730224609375 1530.335693359375 None None None +10 2008 0.4031740725040436 1563.5322265625 1530.3916015625 None None None +10 2009 0.40317675471305847 1563.4912109375 1530.3505859375 None None None +10 2010 0.40321099758148193 1563.4000244140625 1530.2564697265625 None None None +10 2011 0.40319913625717163 1563.3958740234375 1530.2532958984375 None None None +10 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0.3848608136177063 1552.087646484375 1520.451416015625 None None None +12 1926 0.3848227858543396 1552.173828125 1520.540771484375 None None None +12 1927 0.38483935594558716 1552.202880859375 1520.5684814453125 None None None +12 1928 0.38482192158699036 1552.222900390625 1520.58984375 None None None +12 1929 0.38479211926460266 1552.27978515625 1520.6490478515625 None None None +12 1930 0.3848072290420532 1552.359130859375 1520.7271728515625 None None None +12 1931 0.3847791850566864 1552.31884765625 1520.689208984375 None None None +12 1932 0.3847475051879883 1552.34033203125 1520.7132568359375 None None None +12 1933 0.38478216528892517 1552.3614501953125 1520.7315673828125 None None None +12 1934 0.384816974401474 1552.3563232421875 1520.7235107421875 None None None +12 1935 0.3847969174385071 1552.3179931640625 1520.6868896484375 None None None +12 1936 0.3848021626472473 1552.2857666015625 1520.654052734375 None None None +12 1937 0.3848695755004883 1552.243408203125 1520.6063232421875 None None None +12 1938 0.38483282923698425 1552.203857421875 1520.5697021484375 None None None +12 1939 0.384865403175354 1552.168212890625 1520.531494140625 None None None +12 1940 0.38489070534706116 1552.169677734375 1520.53076171875 None None None +12 1941 0.38488996028900146 1552.163818359375 1520.525146484375 None None None +12 1942 0.3848748505115509 1552.1484375 1520.510986328125 None None None +12 1943 0.3849141001701355 1552.1285400390625 1520.48779296875 None None None +12 1944 0.3848772943019867 1552.2021484375 1520.564453125 None None None +12 1945 0.38492101430892944 1552.2244873046875 1520.5830078125 None None None +12 1946 0.38491201400756836 1552.218994140625 1520.578369140625 None None None +12 1947 0.38487085700035095 1552.2115478515625 1520.5740966796875 None None None +12 1948 0.38490185141563416 1552.1844482421875 1520.5445556640625 None None None +12 1949 0.3848429024219513 1552.093505859375 1520.4583740234375 None None None +12 1950 0.3848612606525421 1552.18701171875 1520.5501708984375 None None None +12 1951 0.3849043548107147 1552.12646484375 1520.4862060546875 None None None +12 1952 0.3848865032196045 1552.14990234375 1520.5111083984375 None None None +12 1953 0.3850054144859314 1552.09228515625 1520.4437255859375 None None None +12 1954 0.3850066363811493 1552.0860595703125 1520.4373779296875 None None None +12 1955 0.38504597544670105 1552.1383056640625 1520.486328125 None None None +12 1956 0.385039359331131 1552.138427734375 1520.487060546875 None None None +12 1957 0.385076642036438 1552.1253662109375 1520.470947265625 None None None +12 1958 0.3850288987159729 1552.0726318359375 1520.4219970703125 None None None +12 1959 0.3850235641002655 1552.1649169921875 1520.5147705078125 None None None +12 1960 0.3850068151950836 1552.1123046875 1520.463623046875 None None None +12 1961 0.3850381374359131 1552.1480712890625 1520.496826171875 None None None +12 1962 0.3850615322589874 1552.1240234375 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1520.9669189453125 None None None +12 1988 0.38507604598999023 1552.589111328125 1520.9349365234375 None None None +12 1989 0.3850618004798889 1552.5118408203125 1520.8587646484375 None None None +12 1990 0.38506099581718445 1552.450439453125 1520.7974853515625 None None None +12 1991 0.3850560188293457 1552.475830078125 1520.8232421875 None None None +12 1992 0.3850245177745819 1552.43994140625 1520.7900390625 None None None +12 1993 0.38498735427856445 1552.464599609375 1520.81787109375 None None None +12 1994 0.38500261306762695 1552.458251953125 1520.8101806640625 None None None +12 1995 0.3850241005420685 1552.4320068359375 1520.7821044921875 None None None +12 1996 0.38501542806625366 1552.41455078125 1520.7652587890625 None None None +12 1997 0.3850649893283844 1552.2491455078125 1520.5958251953125 None None None +12 1998 0.3850395977497101 1552.249755859375 1520.5985107421875 None None None +12 1999 0.38506144285202026 1552.330078125 1520.67724609375 None None None +12 2000 0.3849831819534302 1552.3028564453125 1520.6563720703125 None None None +12 2001 0.3849468529224396 1552.3328857421875 1520.689453125 None None None +12 2002 0.38497886061668396 1552.2552490234375 1520.609130859375 None None None +12 2003 0.38500675559043884 1552.2445068359375 1520.5960693359375 None None None +12 2004 0.38501212000846863 1552.217041015625 1520.5682373046875 None None None +12 2005 0.3849937915802002 1552.220703125 1520.5733642578125 None None None +12 2006 0.38497447967529297 1552.23291015625 1520.5872802734375 None None None +12 2007 0.38492685556411743 1552.1881103515625 1520.54638671875 None None None +12 2008 0.38494977355003357 1552.203857421875 1520.5601806640625 None None None +12 2009 0.3849116265773773 1552.1627197265625 1520.522216796875 None None None +12 2010 0.38487231731414795 1552.0594482421875 1520.42236328125 None None None +12 2011 0.38485366106033325 1552.0699462890625 1520.4344482421875 None None None +12 2012 0.38487672805786133 1552.00634765625 1520.368896484375 None None None +12 2013 0.3848644196987152 1552.0565185546875 1520.419921875 None None None +12 2014 0.3849647045135498 1552.1083984375 1520.463623046875 None None None +12 2015 0.3849169909954071 1552.0123291015625 1520.3714599609375 None None None +12 2016 0.3849197328090668 1552.0174560546875 1520.37646484375 None None None +12 2017 0.38489702343940735 1552.09033203125 1520.4510498046875 None None None +12 2018 0.3849036991596222 1552.066162109375 1520.42626953125 None None None +12 2019 0.38496077060699463 1552.1025390625 1520.4580078125 None None None +12 2020 0.38495540618896484 1552.091064453125 1520.4468994140625 None None None +12 2021 0.3849266767501831 1552.1126708984375 1520.470947265625 None None None +12 2022 0.3849532902240753 1552.13623046875 1520.4923095703125 None None None +12 2023 0.38492879271507263 1552.14794921875 1520.5062255859375 None None None +12 2024 0.3848876357078552 1552.0771484375 1520.438720703125 None None None +12 2025 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None +16 99 0.29293033480644226 1483.7476806640625 1459.6689453125 None None None +16 100 0.29358211159706116 1484.9456787109375 1460.8134765625 None None None +16 101 0.29311031103134155 1485.2855224609375 1461.19189453125 None None None +16 102 0.2944086194038391 1486.148193359375 1461.9478759765625 None None None +16 103 0.2947942316532135 1486.6534423828125 1462.42138671875 None None None +16 104 0.29535481333732605 1487.0433349609375 1462.765380859375 None None None +16 105 0.29517024755477905 1487.3487548828125 1463.0859375 None None None +16 106 0.29532989859580994 1486.0042724609375 1461.728271484375 None None None +16 107 0.2961738407611847 1486.6844482421875 1462.339111328125 None None None +16 108 0.2965892255306244 1486.77978515625 1462.4002685546875 None None None +16 109 0.2968876361846924 1486.5806884765625 1462.176513671875 None None None +16 110 0.2967459261417389 1486.99365234375 1462.60107421875 None None None +16 111 0.29643043875694275 1487.8125 1463.4459228515625 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None +17 1978 0.2714039981365204 1486.93310546875 1464.6214599609375 None None None +17 1979 0.2713586091995239 1486.9290771484375 1464.6212158203125 None None None +17 1980 0.2713259160518646 1486.872314453125 1464.567138671875 None None None +17 1981 0.2712933123111725 1486.8758544921875 1464.5732421875 None None None +17 1982 0.2712559401988983 1486.93212890625 1464.632568359375 None None None +17 1983 0.2712472975254059 1486.9156494140625 1464.616943359375 None None None +17 1984 0.2712400555610657 1486.8306884765625 1464.5325927734375 None None None +17 1985 0.27121567726135254 1486.879638671875 1464.58349609375 None None None +17 1986 0.27119970321655273 1486.91552734375 1464.620849609375 None None None +17 1987 0.271166056394577 1486.9185791015625 1464.626708984375 None None None +17 1988 0.2711426019668579 1486.9368896484375 1464.6468505859375 None None None +17 1989 0.27111855149269104 1486.873046875 1464.5849609375 None None None +17 1990 0.27111515402793884 1486.912841796875 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1460.49658203125 None None None +18 2392 0.2585390508174896 1481.7335205078125 1460.4810791015625 None None None +18 2393 0.25855016708374023 1481.7152099609375 1460.4617919921875 None None None diff --git a/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.bias_formatting.stderr.txt b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c0c844901a93fbb868ea1f2a0e784be27cceff0 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.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 +2023-07-17 00:27:38.120560: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:41.771135: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:41.777648: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 00:27:41.835166: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:82:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.77GiB deviceMemoryBandwidth: 607.97GiB/s +2023-07-17 00:27:41.835260: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:41.865136: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:41.865273: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:41.881045: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:41.888330: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:41.915366: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:41.922418: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:41.924027: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:41.946532: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:41.947030: 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. +2023-07-17 00:27:41.948140: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:41.949345: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:82:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.77GiB deviceMemoryBandwidth: 607.97GiB/s +2023-07-17 00:27:41.949392: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:41.949435: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:41.949463: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:41.949488: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:41.949513: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:41.949539: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:41.949564: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:41.949590: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:41.951731: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:41.953361: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:44.213725: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 00:27:44.213822: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 00:27:44.213842: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 00:27:44.217638: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10907 MB memory) -> physical GPU (device: 0, name: NVIDIA TITAN V, pci bus id: 0000:82:00.0, compute capability: 7.0) +2023-07-17 00:27:45.187894: 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.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.bias_formatting.stdout.txt b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..af5b57db0622d64506472100a3a4f81aab62458d --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/new_model_formats/bias_model_scaled diff --git a/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet.params.json b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..62c22592e428a2b0027230457170bf6365b53615 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "82.2", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/bias_model_scaled.h5", + "inputlen": "2114", + "outputlen": "1000", + "max_jitter": "500", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json", + "negative_sampling_ratio": "0.1" +} \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_data_params.tsv b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..26ad76bac7f956d7468730b767f730d41b901ba5 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 65.0 +counts_sum_max_thresh 8431.0 +trainings_pts_post_thresh 167031 diff --git a/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_formatting.stderr.txt b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ff7907022685d7e7868ee05d66e17960cf4ce7a --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.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 +2023-07-17 14:02:25.087836: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:27.760841: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:02:27.764429: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 14:02:28.415070: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:4b:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-17 14:02:28.415191: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:28.436931: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:02:28.437063: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:02:28.447736: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:02:28.452868: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:02:28.470586: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:02:28.475414: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:02:28.476459: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:02:28.506845: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:02:28.507273: 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. +2023-07-17 14:02:28.508271: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:02:28.528451: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:4b:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-17 14:02:28.528521: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:28.528563: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:02:28.528581: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:02:28.528597: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:02:28.528612: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:02:28.528627: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:02:28.528642: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:02:28.528657: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:02:28.558729: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:02:28.560495: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:31.486174: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 14:02:31.486305: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 14:02:31.486320: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 14:02:31.492959: 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: 0000:4b:00.0, compute capability: 8.0) +2023-07-17 14:02:34.037696: 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.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_formatting.stdout.txt b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..44a64acec9e1591e92371a61701cc306580e4848 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/new_model_formats/chrombpnet diff --git a/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_model_params.tsv b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..fd0268de0eca160dff98c8ee67bad1d81928ecac --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 82.2 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/bias_model_scaled.h5 +inputlen 2114 +outputlen 1000 +max_jitter 500 +chr_fold_path /scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_0.json +negative_sampling_ratio 0.1 \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..72d10e657ec914ef155fe7eca2a1b22759d73b13 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/new_model_formats/chrombpnet_wo_bias diff --git a/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..72d10e657ec914ef155fe7eca2a1b22759d73b13 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias/new_model_formats/chrombpnet_wo_bias diff --git a/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.epoch_loss.csv b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..2b8ec58e241b791c3ff11f9fdc13d3a96689bc58 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.epoch_loss.csv @@ -0,0 +1,20 @@ +epoch,logcount_predictions_loss,logits_profile_predictions_loss,loss,val_logcount_predictions_loss,val_logits_profile_predictions_loss,val_loss +0,2.769904136657715,1795.167236328125,2022.8509521484375,0.5808759927749634,1744.8543701171875,1792.603515625 +1,0.6094057559967041,1653.3375244140625,1703.4334716796875,0.5273655652999878,1681.134033203125,1724.4830322265625 +2,0.5516359806060791,1616.2054443359375,1661.5477294921875,0.571430504322052,1662.8734130859375,1709.845458984375 +3,0.5170370936393738,1592.44384765625,1634.9439697265625,0.4757712185382843,1668.758544921875,1707.866943359375 +4,0.49312824010849,1576.7001953125,1617.2347412109375,0.45577335357666016,1644.8204345703125,1682.285888671875 +5,0.4752640426158905,1566.224365234375,1605.2894287109375,0.4483244717121124,1650.5794677734375,1687.43212890625 +6,0.45900022983551025,1554.85107421875,1592.580322265625,0.4248027205467224,1618.8626708984375,1653.781494140625 +7,0.44191017746925354,1546.65478515625,1582.9822998046875,0.42058348655700684,1630.448974609375,1665.0216064453125 +8,0.43391644954681396,1540.460205078125,1576.1285400390625,0.41475674510002136,1632.50341796875,1666.5965576171875 +9,0.41526806354522705,1535.7235107421875,1569.8580322265625,0.4221581518650055,1606.6368408203125,1641.337890625 +10,0.4066048264503479,1530.661865234375,1564.0849609375,0.4723435044288635,1624.928955078125,1663.7562255859375 +11,0.40148061513900757,1526.888427734375,1559.8863525390625,0.41385313868522644,1626.3099365234375,1660.3287353515625 +12,0.3858698606491089,1522.0445556640625,1553.76416015625,0.4118354320526123,1628.7723388671875,1662.6246337890625 +13,0.34356236457824707,1500.117431640625,1528.360595703125,0.415939599275589,1605.3544921875,1639.5439453125 +14,0.3248278498649597,1488.28076171875,1514.9814453125,0.413725882768631,1625.346923828125,1659.35546875 +15,0.31007733941078186,1483.175048828125,1508.6654052734375,0.45212265849113464,1623.3275146484375,1660.492919921875 +16,0.2973749041557312,1477.62451171875,1502.06884765625,0.4004041254520416,1627.68505859375,1660.5986328125 +17,0.2704152464866638,1465.5440673828125,1487.7728271484375,0.4250505864620209,1615.8875732421875,1650.82666015625 +18,0.25855016708374023,1460.4617919921875,1481.7152099609375,0.41316014528274536,1617.0980224609375,1651.0599365234375 diff --git a/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.stderr.txt b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2fdf54e2b69cf0492d45ddb993c85ad2a80ef64 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.stderr.txt @@ -0,0 +1,328 @@ +2022-03-18 13:59:31.245798: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 14:11:01.827582: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 14:11:01.828875: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-18 14:11:01.885215: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 14:11:01.885294: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 14:11:01.909658: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 14:11:01.909811: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 14:11:01.923035: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 14:11:01.929112: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 14:11:01.950228: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 14:11:01.956238: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 14:11:01.957660: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 14:11:01.959895: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 14:11:01.960252: 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. +2022-03-18 14:11:01.960326: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 14:11:01.960729: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 14:11:01.960761: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 14:11:01.960783: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 14:11:01.960799: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 14:11:01.960813: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 14:11:01.960828: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 14:11:01.960842: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 14:11:01.960855: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 14:11:01.960870: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 14:11:01.961524: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 14:11:01.963062: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 14:11:03.573361: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-18 14:11:03.573460: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-18 14:11:03.573472: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-18 14:11:03.578437: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 30130 MB memory) -> physical GPU (device: 0, name: Tesla V100S-PCIE-32GB, pci bus id: 0000:89:00.0, compute capability: 7.0) +2022-03-18 14:11:04.693933: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-18 14:11:04.702684: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500050000 Hz +2022-03-18 14:11:04.883116: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 14:11:05.951735: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 14:11:05.959742: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 14:11:44.175826: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 14:11:45.812576: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 14:11:45.813384: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-18 14:11:45.855292: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 14:11:45.855373: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 14:11:45.857412: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 14:11:45.857485: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 14:11:45.858420: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 14:11:45.858601: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 14:11:45.860745: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 14:11:45.861263: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 14:11:45.861393: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 14:11:45.862198: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 14:11:45.862518: 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. +2022-03-18 14:11:45.862592: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 14:11:45.862982: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 14:11:45.863022: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 14:11:45.863041: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 14:11:45.863054: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 14:11:45.863066: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 14:11:45.863079: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 14:11:45.863091: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 14:11:45.863103: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 14:11:45.863115: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 14:11:45.863765: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 14:11:45.863795: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 14:11:46.286187: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-18 14:11:46.286270: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-18 14:11:46.286281: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-18 14:11:46.287537: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 30130 MB memory) -> physical GPU (device: 0, name: Tesla V100S-PCIE-32GB, pci bus id: 0000:89:00.0, compute capability: 7.0) +2022-03-18 14:16:50.803395: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-18 14:16:50.803856: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500050000 Hz +2022-03-18 14:16:52.244834: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 14:16:52.484437: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 14:16:52.500482: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.1819s vs `on_train_batch_end` time: 0.2472s). Check your callbacks. +2022-03-18 20:32:13.772461: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:32:16.366797: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:32:16.367622: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-18 20:32:16.437954: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:32:16.438032: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:32:16.441082: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:32:16.441156: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:32:16.442634: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:32:16.442912: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:32:16.446252: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:32:16.447038: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:32:16.447192: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:32:16.447953: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:32:16.448274: 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. +2022-03-18 20:32:16.448346: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:32:16.458660: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:32:16.458711: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:32:16.458746: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:32:16.458776: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:32:16.458804: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:32:16.458832: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:32:16.458860: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:32:16.458887: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:32:16.458915: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:32:16.459822: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:32:16.459877: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:32:16.974369: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-18 20:32:16.974454: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-18 20:32:16.974465: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-18 20:32:16.975636: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 30130 MB memory) -> physical GPU (device: 0, name: Tesla V100S-PCIE-32GB, pci bus id: 0000:89:00.0, compute capability: 7.0) +2022-03-18 20:38:57.336323: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-18 20:38:57.339834: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500050000 Hz +2022-03-18 20:38:57.424341: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:38:57.654937: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:38:57.656846: 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. +2022-03-18 20:44:33.312590: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:44:35.726230: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:44:35.727123: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-18 20:44:35.810620: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:44:35.810708: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:44:35.812811: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:44:35.812862: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:44:35.813811: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:44:35.813986: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:44:35.816181: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:44:35.816679: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:44:35.816805: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:44:35.819996: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:44:35.820406: 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. +2022-03-18 20:44:35.820521: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:44:35.820985: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:44:35.821020: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:44:35.821050: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:44:35.821076: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:44:35.821101: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:44:35.821125: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:44:35.821149: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:44:35.821173: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:44:35.821197: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:44:35.821955: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:44:35.822001: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:44:36.348006: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-18 20:44:36.348094: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-18 20:44:36.348106: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-18 20:44:36.349254: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 30130 MB memory) -> physical GPU (device: 0, name: Tesla V100S-PCIE-32GB, pci bus id: 0000:89:00.0, compute capability: 7.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-03-18 20:46:01.100640: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-18 20:46:01.103013: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500050000 Hz +2022-03-18 20:46:01.164961: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:46:01.407932: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:46:01.409360: 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. +2022-03-18 20:50:55.291082: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:50:57.826349: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:50:57.827199: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-18 20:50:57.885100: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:50:57.885182: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:50:57.887299: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:50:57.887349: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:50:57.888301: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:50:57.888481: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:50:57.890680: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:50:57.891162: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:50:57.891285: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:50:57.892013: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:50:57.892338: 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. +2022-03-18 20:50:57.892403: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:50:57.892757: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:50:57.892779: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:50:57.892795: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:50:57.892809: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:50:57.892843: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:50:57.892857: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:50:57.892870: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:50:57.892883: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:50:57.892896: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:50:57.893481: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:50:57.893508: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:50:58.413985: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-18 20:50:58.414071: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-18 20:50:58.414082: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-18 20:50:58.415308: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 30130 MB memory) -> physical GPU (device: 0, name: Tesla V100S-PCIE-32GB, pci bus id: 0000:89:00.0, compute capability: 7.0) +2022-03-18 20:52:23.463543: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-18 20:52:23.465279: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500050000 Hz +2022-03-18 20:52:23.509661: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:52:23.747020: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:52:23.748616: 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. +2022-03-18 20:53:48.096875: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:53:49.241417: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:53:49.242249: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-18 20:53:49.286976: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:53:49.327024: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:53:49.330851: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:53:49.330963: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:53:49.332776: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:53:49.333129: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:53:49.337306: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:53:49.337808: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:53:49.337935: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:53:49.338997: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:53:49.339323: 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. +2022-03-18 20:53:49.339390: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:53:49.339739: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:53:49.339766: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:53:49.339784: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:53:49.339800: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:53:49.339815: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:53:49.339829: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:53:49.339843: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:53:49.339858: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:53:49.339872: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:53:49.341369: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:53:49.341406: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:53:49.846328: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-18 20:53:49.846429: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-18 20:53:49.846441: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-18 20:53:49.847568: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 30130 MB memory) -> physical GPU (device: 0, name: Tesla V100S-PCIE-32GB, pci bus id: 0000:89:00.0, compute capability: 7.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-03-18 20:54:03.002591: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-18 20:54:03.003113: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500050000 Hz +2022-03-18 20:54:03.208425: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:54:03.505528: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:54:03.507560: 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/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias//footprints’: File exists +2022-03-18 20:57:36.574884: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:57:37.721907: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:57:37.722736: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-03-18 20:57:37.798315: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:57:37.798419: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:57:37.801535: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:57:37.801615: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:57:37.803098: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:57:37.803377: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:57:37.806762: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:57:37.807508: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:57:37.807639: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:57:37.818125: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:57:37.818613: 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. +2022-03-18 20:57:37.818741: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-03-18 20:57:37.819269: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:89:00.0 name: Tesla V100S-PCIE-32GB computeCapability: 7.0 +coreClock: 1.597GHz coreCount: 80 deviceMemorySize: 31.75GiB deviceMemoryBandwidth: 1.03TiB/s +2022-03-18 20:57:37.819345: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:57:37.819380: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:57:37.819410: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:57:37.819439: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-03-18 20:57:37.819468: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-03-18 20:57:37.819496: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-03-18 20:57:37.819523: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-03-18 20:57:37.819551: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-03-18 20:57:37.830544: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-03-18 20:57:37.830614: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-03-18 20:57:38.344281: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-03-18 20:57:38.344381: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-03-18 20:57:38.344399: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-03-18 20:57:38.345933: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 30130 MB memory) -> physical GPU (device: 0, name: Tesla V100S-PCIE-32GB, pci bus id: 0000:89:00.0, compute capability: 7.0) +2022-03-18 20:57:51.546775: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-03-18 20:57:51.547284: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2500050000 Hz +2022-03-18 20:57:51.683551: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-03-18 20:57:51.975161: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-03-18 20:57:51.977227: 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.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.stdout.txt b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..cbc8407b2b693ea695848790c7dfcaa1df7e6710 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR964MZQ/logfile.modelling.fold_0.ENCSR964MZQ.stdout.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e29e1d1d73c6dade349b326f3366fa159200f793bf36eda7347c53529abf23ee +size 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"/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.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.batch_loss.tsv b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..c3b2fc8d6c2928f6c6502f324548614dec3f1810 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.batch_loss.tsv @@ -0,0 +1,43345 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 2.833364486694336 2132.13916015625 1899.2366943359375 None None None +0 1 465.91107177734375 40712.40234375 2414.511474609375 None None None +0 2 311.8649597167969 27992.826171875 2357.523681640625 None None None +0 3 234.8669891357422 21625.701171875 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3.6208927631378174 2102.41552734375 1804.779052734375 None None None +0 1904 3.619353771209717 2102.1103515625 1804.600341796875 None None None +0 1905 3.6179592609405518 2102.039794921875 1804.6444091796875 None None None +0 1906 3.6164419651031494 2101.947265625 1804.6767578125 None None None +0 1907 3.6148581504821777 2101.76171875 1804.621337890625 None None None +0 1908 3.61328387260437 2101.48828125 1804.4771728515625 None None None +0 1909 3.6117749214172363 2101.335693359375 1804.44873046875 None None None +0 1910 3.610307455062866 2101.16943359375 1804.403076171875 None None None +0 1911 3.6087143421173096 2100.934326171875 1804.298828125 None None None +0 1912 3.6071553230285645 2100.76611328125 1804.2587890625 None None None +0 1913 3.6056063175201416 2100.59326171875 1804.213134765625 None None None +0 1914 3.6041057109832764 2100.2783203125 1804.0216064453125 None None None +0 1915 3.60251784324646 2100.106201171875 1803.97998046875 None None None +0 1916 3.6009702682495117 2099.94384765625 1803.94482421875 None None None +0 1917 3.599414587020874 2099.710693359375 1803.8397216796875 None None None +0 1918 3.597790002822876 2099.482421875 1803.7451171875 None None None +0 1919 3.596221446990967 2099.153564453125 1803.545166015625 None None None +0 1920 3.5947136878967285 2098.915771484375 1803.4312744140625 None None None +0 1921 3.593116283416748 2098.630859375 1803.2774658203125 None None None +0 1922 3.591637134552002 2098.530517578125 1803.298828125 None None None +0 1923 3.5901198387145996 2098.301513671875 1803.1947021484375 None None None +0 1924 3.588534355163574 2098.037109375 1803.0604248046875 None None None +0 1925 3.5869569778442383 2097.80908203125 1802.9619140625 None None None +0 1926 3.585397958755493 2097.509033203125 1802.7900390625 None None None +0 1927 3.58392333984375 2097.288330078125 1802.6905517578125 None None None +0 1928 3.5824697017669678 2097.10986328125 1802.6317138671875 None None None +0 1929 3.581101655960083 2096.915771484375 1802.550048828125 None None None +0 1930 3.579575538635254 2096.732666015625 1802.492431640625 None None None +0 1931 3.5780889987945557 2096.450439453125 1802.332275390625 None None None +0 1932 3.5765631198883057 2096.245361328125 1802.252685546875 None None None +0 1933 3.575089931488037 2095.994384765625 1802.1229248046875 None None None +0 1934 3.5736305713653564 2095.905517578125 1802.1539306640625 None None None +0 1935 3.572096586227417 2095.68408203125 1802.05859375 None None None +0 1936 3.570495843887329 2095.44580078125 1801.9520263671875 None None None +0 1937 3.5690271854400635 2095.375 1802.0018310546875 None None None +0 1938 3.567565679550171 2095.18505859375 1801.9320068359375 None None None +0 1939 3.5660152435302734 2095.041015625 1801.915283203125 None None None +0 1940 3.5645248889923096 2094.97900390625 1801.9759521484375 None None None +0 1941 3.5629541873931885 2094.7578125 1801.8837890625 None None None +0 1942 3.5614984035491943 2094.7060546875 1801.9515380859375 None None None +0 1943 3.559903860092163 2094.529296875 1801.9058837890625 None None None +0 1944 3.558467388153076 2094.397216796875 1801.8919677734375 None None None +0 1945 3.556969404220581 2094.184814453125 1801.8026123046875 None None None +0 1946 3.5554096698760986 2093.996826171875 1801.7427978515625 None None None +0 1947 3.55391526222229 2093.7646484375 1801.63330078125 None None None +0 1948 3.5525410175323486 2093.66748046875 1801.6490478515625 None None None +0 1949 3.5510854721069336 2093.55859375 1801.659912109375 None None None +0 1950 3.5495264530181885 2093.30712890625 1801.5364990234375 None None None +0 1951 3.548021078109741 2093.1171875 1801.4703369140625 None None None +0 1952 3.546628475189209 2092.9296875 1801.3974609375 None None None +0 1953 3.5452637672424316 2092.809326171875 1801.38916015625 None None None +0 1954 3.5439207553863525 2092.72998046875 1801.4202880859375 None None None +0 1955 3.5424323081970215 2092.516357421875 1801.3291015625 None None None +0 1956 3.5411157608032227 2092.19091796875 1801.1119384765625 None None None +0 1957 3.5397722721099854 2092.042724609375 1801.0740966796875 None None None +0 1958 3.538267135620117 2091.8564453125 1801.0115966796875 None None None +0 1959 3.5368127822875977 2091.6630859375 1800.937744140625 None None None +0 1960 3.5354137420654297 2091.498291015625 1800.8878173828125 None None None +0 1961 3.5339701175689697 2091.29638671875 1800.8045654296875 None None None +0 1962 3.5325264930725098 2091.0771484375 1800.7041015625 None None None +0 1963 3.531177043914795 2091.034912109375 1800.7725830078125 None None None +0 1964 3.5297460556030273 2090.889892578125 1800.7451171875 None None None +0 1965 3.528245210647583 2090.7099609375 1800.6885986328125 None None None +0 1966 3.526750087738037 2090.58740234375 1800.688720703125 None None None +0 1967 3.5252976417541504 2090.400634765625 1800.62158203125 None None None +0 1968 3.523890733718872 2090.34033203125 1800.6767578125 None None None +0 1969 3.5224533081054688 2090.14013671875 1800.5946044921875 None None None +0 1970 3.5209734439849854 2090.04833984375 1800.6246337890625 None None None +0 1971 3.5194690227508545 2089.76513671875 1800.4649658203125 None None None +0 1972 3.5181078910827637 2089.591796875 1800.403564453125 None None None +0 1973 3.5166895389556885 2089.45654296875 1800.385009765625 None None None +0 1974 3.5152628421783447 2089.28466796875 1800.3304443359375 None None None +0 1975 3.513829231262207 2089.0087890625 1800.1722412109375 None None None +0 1976 3.512533664703369 2088.896240234375 1800.1663818359375 None None None +0 1977 3.5111732482910156 2088.705078125 1800.0870361328125 None None None +0 1978 3.5098023414611816 2088.564697265625 1800.0592041015625 None None None +0 1979 3.5084612369537354 2088.436279296875 1800.041015625 None None None +0 1980 3.5070579051971436 2088.260986328125 1799.9810791015625 None None None +0 1981 3.5057075023651123 2088.11376953125 1799.94482421875 None None None +0 1982 3.5043106079101562 2087.82861328125 1799.7745361328125 None None None +0 1983 3.502999782562256 2087.637939453125 1799.6915283203125 None None None +0 1984 3.501582622528076 2087.394287109375 1799.564453125 None None None +0 1985 3.500150680541992 2087.23388671875 1799.521728515625 None None None +0 1986 3.4987599849700928 2087.07568359375 1799.477783203125 None None None +0 1987 3.497267246246338 2086.82568359375 1799.3504638671875 None None None +0 1988 3.4958064556121826 2086.695556640625 1799.34033203125 None None None +0 1989 3.494455575942993 2086.486083984375 1799.241943359375 None None None +0 1990 3.4929986000061035 2086.177490234375 1799.0531005859375 None None None +0 1991 3.491469144821167 2085.875 1798.8763427734375 None None None +0 1992 3.4900295734405518 2085.6552734375 1798.7750244140625 None None None +0 1993 3.488693952560425 2085.47802734375 1798.7076416015625 None None None +0 1994 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None None None +3 1964 0.508364200592041 1617.129638671875 1575.3421630859375 None None None +3 1965 0.5083370208740234 1617.1328125 1575.3475341796875 None None None +3 1966 0.5083032250404358 1617.025146484375 1575.2427978515625 None None None +3 1967 0.5083338022232056 1617.03076171875 1575.245849609375 None None None +3 1968 0.5083333849906921 1617.006103515625 1575.2213134765625 None None None +3 1969 0.5083081126213074 1617.04345703125 1575.2606201171875 None None None +3 1970 0.5083526372909546 1617.02685546875 1575.240478515625 None None None +3 1971 0.5083298683166504 1617.070556640625 1575.2861328125 None None None +3 1972 0.5082957148551941 1616.996826171875 1575.2152099609375 None None None +3 1973 0.508253276348114 1616.9521484375 1575.174072265625 None None None +3 1974 0.5082564949989319 1616.9405517578125 1575.162109375 None None None +3 1975 0.5082266330718994 1616.8768310546875 1575.100830078125 None None None +3 1976 0.5082184672355652 1616.883056640625 1575.1077880859375 None None None +3 1977 0.5081725120544434 1616.8570556640625 1575.0855712890625 None None None +3 1978 0.5082217454910278 1616.761962890625 1574.9864501953125 None None None +3 1979 0.5081391334533691 1616.7679443359375 1574.999267578125 None None None +3 1980 0.5081335306167603 1616.7232666015625 1574.955078125 None None None +3 1981 0.5080861449241638 1616.67431640625 1574.9100341796875 None None None +3 1982 0.5080606937408447 1616.6414794921875 1574.8792724609375 None None None +3 1983 0.5080611705780029 1616.5623779296875 1574.800048828125 None None None +3 1984 0.508012056350708 1616.5537109375 1574.7952880859375 None None None +3 1985 0.5079605579376221 1616.5277099609375 1574.7735595703125 None None None +3 1986 0.5079220533370972 1616.481201171875 1574.730224609375 None None None +3 1987 0.5079252123832703 1616.4420166015625 1574.6907958984375 None None None +3 1988 0.5079034566879272 1616.4273681640625 1574.6778564453125 None None None +3 1989 0.5078829526901245 1616.470703125 1574.7230224609375 None None None +3 1990 0.5078839063644409 1616.52587890625 1574.7779541015625 None None None +3 1991 0.5078364014625549 1616.5162353515625 1574.772216796875 None None None +3 1992 0.507858157157898 1616.4852294921875 1574.739501953125 None None None +3 1993 0.5077655911445618 1616.45166015625 1574.71337890625 None None None +3 1994 0.5077466368675232 1616.4493408203125 1574.712646484375 None None None +3 1995 0.507767379283905 1616.5732421875 1574.8349609375 None None None +3 1996 0.5077979564666748 1616.73681640625 1574.9959716796875 None None None +3 1997 0.507849395275116 1616.7633056640625 1575.0181884765625 None None None +3 1998 0.5079805850982666 1616.85009765625 1575.0941162109375 None None None +3 1999 0.5079329609870911 1616.880126953125 1575.128173828125 None None None +3 2000 0.5079560279846191 1616.80029296875 1575.0465087890625 None None None +3 2001 0.5079796314239502 1616.715576171875 1574.959716796875 None None None 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None +5 1863 0.4642433524131775 1586.0657958984375 1547.9046630859375 None None None +5 1864 0.46441835165023804 1586.1378173828125 1547.9622802734375 None None None +5 1865 0.46443700790405273 1586.2216796875 1548.044677734375 None None None +5 1866 0.4644019901752472 1586.1988525390625 1548.024658203125 None None None +5 1867 0.4643314480781555 1586.103515625 1547.935302734375 None None None +5 1868 0.46425363421440125 1586.1514892578125 1547.9896240234375 None None None +5 1869 0.4642311930656433 1586.1236572265625 1547.9635009765625 None None None +5 1870 0.4641365706920624 1586.163330078125 1548.010986328125 None None None +5 1871 0.4640834629535675 1586.2581787109375 1548.110107421875 None None None +5 1872 0.4641270637512207 1586.2698974609375 1548.1182861328125 None None None +5 1873 0.46411868929862976 1586.213134765625 1548.062255859375 None None None +5 1874 0.46412256360054016 1586.248779296875 1548.0975341796875 None None None +5 1875 0.46409109234809875 1586.178466796875 1548.02978515625 None None None +5 1876 0.4642075002193451 1586.2509765625 1548.0926513671875 None None None +5 1877 0.4642953872680664 1586.3289794921875 1548.16357421875 None None None +5 1878 0.46425750851631165 1586.253173828125 1548.0909423828125 None None None +5 1879 0.4642362892627716 1586.1356201171875 1547.97509765625 None None None +5 1880 0.46429815888404846 1586.050048828125 1547.8843994140625 None None None +5 1881 0.464321494102478 1586.0902099609375 1547.922607421875 None None None +5 1882 0.4643220901489258 1586.0657958984375 1547.8980712890625 None None None +5 1883 0.46436482667922974 1586.064453125 1547.89306640625 None None None +5 1884 0.464494526386261 1586.0628662109375 1547.880859375 None None None +5 1885 0.46440401673316956 1586.171875 1547.9974365234375 None None None +5 1886 0.464381605386734 1586.199462890625 1548.02685546875 None None None +5 1887 0.4643670320510864 1586.16748046875 1547.99609375 None None None +5 1888 0.46434518694877625 1586.20361328125 1548.0340576171875 None None None +5 1889 0.4643796980381012 1586.19384765625 1548.021484375 None None None +5 1890 0.46442893147468567 1586.2037353515625 1548.0272216796875 None None None +5 1891 0.4644104242324829 1586.320556640625 1548.1456298828125 None None None +5 1892 0.4644468426704407 1586.2548828125 1548.076904296875 None None None +5 1893 0.46445322036743164 1586.1768798828125 1547.99853515625 None None None +5 1894 0.4644709825515747 1586.1673583984375 1547.987548828125 None None None +5 1895 0.4644772410392761 1586.095703125 1547.915283203125 None None None +5 1896 0.46454524993896484 1586.147216796875 1547.961181640625 None None None +5 1897 0.46459639072418213 1586.1376953125 1547.9476318359375 None None None +5 1898 0.46461543440818787 1586.15869140625 1547.9671630859375 None None None +5 1899 0.4646444320678711 1586.1556396484375 1547.961669921875 None None None +5 1900 0.464741587638855 1586.1236572265625 1547.9217529296875 None None None +5 1901 0.46476879715919495 1586.0513916015625 1547.8472900390625 None None None +5 1902 0.4647845923900604 1586.06982421875 1547.8643798828125 None None None +5 1903 0.4647829234600067 1585.9705810546875 1547.7655029296875 None None None +5 1904 0.4649154841899872 1586.1129150390625 1547.8968505859375 None None None +5 1905 0.4648897349834442 1586.138916015625 1547.925048828125 None None None +5 1906 0.4648469090461731 1586.0712890625 1547.8609619140625 None None None +5 1907 0.46483948826789856 1586.0184326171875 1547.8087158203125 None None None +5 1908 0.4648323953151703 1586.020263671875 1547.8111572265625 None None None +5 1909 0.46476373076438904 1586.08447265625 1547.8809814453125 None None None +5 1910 0.4646972417831421 1586.076171875 1547.878173828125 None None None +5 1911 0.46469923853874207 1586.045166015625 1547.8470458984375 None None None +5 1912 0.4646112620830536 1585.9345703125 1547.74365234375 None None None +5 1913 0.46458345651626587 1585.82080078125 1547.6322021484375 None None None +5 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None None None +5 1927 0.46443238854408264 1585.71875 1547.5423583984375 None None None +5 1928 0.46444204449653625 1585.72216796875 1547.544921875 None None None +5 1929 0.46439141035079956 1585.6910400390625 1547.5181884765625 None None None +5 1930 0.4643518924713135 1585.707275390625 1547.53759765625 None None None +5 1931 0.46431711316108704 1585.6517333984375 1547.4847412109375 None None None +5 1932 0.4643290638923645 1585.6063232421875 1547.438232421875 None None None +5 1933 0.46434131264686584 1585.66357421875 1547.494384765625 None None None +5 1934 0.46427926421165466 1585.6610107421875 1547.4970703125 None None None +5 1935 0.464302122592926 1585.6456298828125 1547.4798583984375 None None None +5 1936 0.4644201099872589 1585.6036376953125 1547.4281005859375 None None None +5 1937 0.4644083082675934 1585.5791015625 1547.404541015625 None None None +5 1938 0.4644683301448822 1585.5794677734375 1547.39990234375 None None None +5 1939 0.4644443392753601 1585.5318603515625 1547.3543701171875 None None None +5 1940 0.4644865095615387 1585.5687255859375 1547.3878173828125 None None None +5 1941 0.46442899107933044 1585.555419921875 1547.379150390625 None None None +5 1942 0.4644128084182739 1585.5980224609375 1547.4229736328125 None None None +5 1943 0.46440187096595764 1585.7525634765625 1547.578369140625 None None None +5 1944 0.4644251763820648 1585.6986083984375 1547.5225830078125 None None None +5 1945 0.46442121267318726 1585.77490234375 1547.5992431640625 None None None +5 1946 0.46438178420066833 1585.7379150390625 1547.5655517578125 None None None +5 1947 0.4643721282482147 1585.653076171875 1547.4814453125 None None None +5 1948 0.46444281935691833 1585.671875 1547.4945068359375 None None None +5 1949 0.4643888473510742 1585.5606689453125 1547.3876953125 None None None +5 1950 0.46437081694602966 1585.79833984375 1547.626953125 None None None +5 1951 0.4643763601779938 1585.771728515625 1547.5997314453125 None None None +5 1952 0.46441173553466797 1585.857666015625 1547.6827392578125 None None None +5 1953 0.46439290046691895 1585.8402099609375 1547.6668701171875 None None None +5 1954 0.4644305109977722 1585.9937744140625 1547.8173828125 None None None +5 1955 0.4645395278930664 1586.1058349609375 1547.92041015625 None None None +5 1956 0.4645736813545227 1586.0557861328125 1547.86767578125 None None None +5 1957 0.46454304456710815 1586.05224609375 1547.86669921875 None None None +5 1958 0.4645344913005829 1586.103271484375 1547.91845703125 None None None +5 1959 0.46449196338653564 1586.1524658203125 1547.97119140625 None None None +5 1960 0.464481920003891 1586.10107421875 1547.920654296875 None None None +5 1961 0.464428186416626 1586.116455078125 1547.9404296875 None None None +5 1962 0.4644106924533844 1586.1663818359375 1547.991943359375 None None None +5 1963 0.46441084146499634 1586.1370849609375 1547.9625244140625 None None None +5 1964 0.4644407331943512 1585.9385986328125 1547.7615966796875 None 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None None None +5 1978 0.4641607999801636 1585.9952392578125 1547.841064453125 None None None +5 1979 0.46422910690307617 1585.9351806640625 1547.7755126953125 None None None +5 1980 0.4642152786254883 1585.9056396484375 1547.7469482421875 None None None +5 1981 0.46413278579711914 1585.8748779296875 1547.722900390625 None None None +5 1982 0.46413740515708923 1585.796142578125 1547.643798828125 None None None +5 1983 0.4640542268753052 1585.7955322265625 1547.6500244140625 None None None +5 1984 0.4639836549758911 1585.7716064453125 1547.6319580078125 None None None +5 1985 0.46393200755119324 1585.79833984375 1547.6629638671875 None None None +5 1986 0.46388837695121765 1585.8233642578125 1547.6915283203125 None None None +5 1987 0.4638914167881012 1585.82177734375 1547.6898193359375 None None None +5 1988 0.4638860821723938 1585.8033447265625 1547.671875 None None None +5 1989 0.46385008096694946 1585.8280029296875 1547.699462890625 None None None +5 1990 0.46377480030059814 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1528.3895263671875 None None None +7 1887 0.4370793402194977 1564.3109130859375 1528.384033203125 None None None +7 1888 0.43704724311828613 1564.350341796875 1528.426025390625 None None None +7 1889 0.4371337592601776 1564.4678955078125 1528.536376953125 None None None +7 1890 0.43709516525268555 1564.4761962890625 1528.5478515625 None None None +7 1891 0.4370117783546448 1564.3673095703125 1528.44580078125 None None None +7 1892 0.4370670020580292 1564.298583984375 1528.37255859375 None None None +7 1893 0.4371735751628876 1564.2918701171875 1528.3570556640625 None None None +7 1894 0.4371660649776459 1564.37255859375 1528.4383544921875 None None None +7 1895 0.43716713786125183 1564.3463134765625 1528.411865234375 None None None +7 1896 0.43722549080848694 1564.3817138671875 1528.4423828125 None None None +7 1897 0.4372483491897583 1564.3631591796875 1528.4219970703125 None None None +7 1898 0.4372321367263794 1564.4600830078125 1528.520263671875 None None None +7 1899 0.43726441264152527 1564.4554443359375 1528.5130615234375 None None None +7 1900 0.437221497297287 1564.4173583984375 1528.478515625 None None None +7 1901 0.43717461824417114 1564.4127197265625 1528.4776611328125 None None None +7 1902 0.4371781647205353 1564.5179443359375 1528.5826416015625 None None None +7 1903 0.4372800290584564 1564.498046875 1528.5543212890625 None None None +7 1904 0.437296599149704 1564.4444580078125 1528.49951171875 None None None +7 1905 0.4373505115509033 1564.44970703125 1528.5003662109375 None None None +7 1906 0.4372989535331726 1564.446044921875 1528.500732421875 None None None +7 1907 0.4372759461402893 1564.4285888671875 1528.4852294921875 None None None +7 1908 0.43727654218673706 1564.3848876953125 1528.44140625 None None None +7 1909 0.4372217059135437 1564.375 1528.4361572265625 None None None +7 1910 0.43722790479660034 1564.35546875 1528.416015625 None None None +7 1911 0.4371511936187744 1564.43701171875 1528.50390625 None None None +7 1912 0.43709173798561096 1564.526611328125 1528.598388671875 None None None +7 1913 0.43711790442466736 1564.4749755859375 1528.5445556640625 None None None +7 1914 0.4371017813682556 1564.452880859375 1528.52392578125 None None None +7 1915 0.4371960759162903 1564.49072265625 1528.5540771484375 None None None +7 1916 0.4371417760848999 1564.4718017578125 1528.5396728515625 None None None +7 1917 0.43709954619407654 1564.464111328125 1528.535400390625 None None None +7 1918 0.43706780672073364 1564.431396484375 1528.5052490234375 None None None +7 1919 0.4370317757129669 1564.397705078125 1528.4744873046875 None None None +7 1920 0.43702951073646545 1564.4029541015625 1528.47998046875 None None None +7 1921 0.4369688034057617 1564.41748046875 1528.4996337890625 None None None +7 1922 0.43692395091056824 1564.4576416015625 1528.54345703125 None None None +7 1923 0.4368569850921631 1564.4886474609375 1528.580078125 None None None +7 1924 0.43693608045578003 1564.4521484375 1528.537109375 None None None +7 1925 0.4369256794452667 1564.4453125 1528.531005859375 None None None +7 1926 0.4369293451309204 1564.4383544921875 1528.523681640625 None None None +7 1927 0.4369801878929138 1564.3575439453125 1528.4388427734375 None None None +7 1928 0.4370037317276001 1564.3587646484375 1528.4381103515625 None None None +7 1929 0.4370071291923523 1564.3978271484375 1528.476806640625 None None None +7 1930 0.43703633546829224 1564.4306640625 1528.5072021484375 None None None +7 1931 0.4370747208595276 1564.3387451171875 1528.4122314453125 None None None +7 1932 0.43711623549461365 1564.3155517578125 1528.3856201171875 None None None +7 1933 0.4371201694011688 1564.3104248046875 1528.3800048828125 None None None +7 1934 0.43707072734832764 1564.24560546875 1528.3192138671875 None None None +7 1935 0.43707165122032166 1564.288330078125 1528.36181640625 None None None +7 1936 0.4370834231376648 1564.1766357421875 1528.249267578125 None None None +7 1937 0.4370425343513489 1564.1953125 1528.2711181640625 None None None +7 1938 0.43715307116508484 1564.190185546875 1528.2569580078125 None None None +7 1939 0.4371209740638733 1564.2073974609375 1528.27685546875 None None None +7 1940 0.43710970878601074 1564.1181640625 1528.1884765625 None None None +7 1941 0.4370689392089844 1564.0848388671875 1528.158447265625 None None None +7 1942 0.4370616674423218 1564.1470947265625 1528.2213134765625 None None None +7 1943 0.43709343671798706 1564.228515625 1528.3001708984375 None None None +7 1944 0.4370995759963989 1564.30615234375 1528.377197265625 None None None +7 1945 0.4370897710323334 1564.44580078125 1528.517578125 None None None +7 1946 0.43718212842941284 1564.3524169921875 1528.416748046875 None None None +7 1947 0.4371480345726013 1564.3394775390625 1528.4066162109375 None None None +7 1948 0.4371533691883087 1564.39794921875 1528.464599609375 None None None +7 1949 0.437092661857605 1564.342529296875 1528.4141845703125 None None None +7 1950 0.4370841085910797 1564.4371337890625 1528.5093994140625 None None None +7 1951 0.4370376765727997 1564.4921875 1528.5682373046875 None None None +7 1952 0.43700218200683594 1564.5137939453125 1528.5927734375 None None None +7 1953 0.43702688813209534 1564.567626953125 1528.64453125 None None None +7 1954 0.4369804859161377 1564.4595947265625 1528.540283203125 None None None +7 1955 0.43698540329933167 1564.436767578125 1528.5169677734375 None None None +7 1956 0.436970055103302 1564.373779296875 1528.4554443359375 None None None +7 1957 0.4369761645793915 1564.424560546875 1528.5057373046875 None None None +7 1958 0.4369405508041382 1564.4697265625 1528.553955078125 None None None +7 1959 0.43694835901260376 1564.4185791015625 1528.5023193359375 None None None +7 1960 0.4370048940181732 1564.3414306640625 1528.4202880859375 None None None +7 1961 0.43700289726257324 1564.456787109375 1528.535888671875 None None None +7 1962 0.43699410557746887 1564.5218505859375 1528.601806640625 None None None +7 1963 0.4369654655456543 1564.5811767578125 1528.6634521484375 None None None +7 1964 0.4369591176509857 1564.59912109375 1528.681884765625 None None None +7 1965 0.4369710385799408 1564.56640625 1528.6483154296875 None None None +7 1966 0.4369540512561798 1564.5819091796875 1528.665283203125 None None None +7 1967 0.43690794706344604 1564.625732421875 1528.712890625 None None None +7 1968 0.43689781427383423 1564.6451416015625 1528.733154296875 None None None +7 1969 0.4369198977947235 1564.6148681640625 1528.7010498046875 None None None +7 1970 0.4369264245033264 1564.6771240234375 1528.7626953125 None None None +7 1971 0.4369230568408966 1564.655517578125 1528.741455078125 None None None +7 1972 0.43691855669021606 1564.669921875 1528.7562255859375 None None None +7 1973 0.43687647581100464 1564.6260986328125 1528.7159423828125 None None None +7 1974 0.43688729405403137 1564.634521484375 1528.723388671875 None None None +7 1975 0.43692848086357117 1564.550048828125 1528.6356201171875 None None None +7 1976 0.4369598925113678 1564.5096435546875 1528.592529296875 None None None +7 1977 0.4369155466556549 1564.39013671875 1528.4769287109375 None None None +7 1978 0.43689900636672974 1564.5286865234375 1528.61669921875 None None None +7 1979 0.4368731677532196 1564.5103759765625 1528.6005859375 None None None +7 1980 0.43685752153396606 1564.5408935546875 1528.632568359375 None None None +7 1981 0.4368571639060974 1564.572998046875 1528.6646728515625 None None None +7 1982 0.4368929862976074 1564.650146484375 1528.7388916015625 None None None +7 1983 0.4369165003299713 1564.633056640625 1528.7198486328125 None None None +7 1984 0.43686550855636597 1564.536376953125 1528.6273193359375 None None None +7 1985 0.4368860125541687 1564.6014404296875 1528.690673828125 None None None +7 1986 0.4369870722293854 1564.659423828125 1528.740478515625 None None None +7 1987 0.43705764412879944 1564.903564453125 1528.978759765625 None None None +7 1988 0.4370570182800293 1564.8828125 1528.9580078125 None None None +7 1989 0.43708956241607666 1564.919189453125 1528.99169921875 None None None +7 1990 0.43716660141944885 1564.81982421875 1528.885986328125 None None None +7 1991 0.43716952204704285 1564.7987060546875 1528.86474609375 None None None +7 1992 0.4372113347053528 1564.8731689453125 1528.935791015625 None None None +7 1993 0.4371592402458191 1564.80078125 1528.86767578125 None None None +7 1994 0.43711355328559875 1564.8319091796875 1528.9027099609375 None None None +7 1995 0.4370901584625244 1564.8204345703125 1528.8931884765625 None None None +7 1996 0.43713244795799255 1564.75537109375 1528.8245849609375 None None None +7 1997 0.43711814284324646 1564.9139404296875 1528.9842529296875 None None None +7 1998 0.4370749592781067 1564.809326171875 1528.8831787109375 None None None +7 1999 0.43703556060791016 1564.731689453125 1528.808837890625 None None None +7 2000 0.437016099691391 1564.826904296875 1528.9056396484375 None None None +7 2001 0.4369923174381256 1564.8221435546875 1528.90283203125 None None None +7 2002 0.43699222803115845 1564.8697509765625 1528.9503173828125 None None None +7 2003 0.43706390261650085 1565.03515625 1529.10986328125 None None None +7 2004 0.437034010887146 1565.1068115234375 1529.18408203125 None None None +7 2005 0.437019407749176 1565.1109619140625 1529.1893310546875 None None None +7 2006 0.4369831681251526 1565.1182861328125 1529.19970703125 None None None +7 2007 0.4369574785232544 1565.23388671875 1529.3175048828125 None None None +7 2008 0.43692535161972046 1565.2420654296875 1529.3282470703125 None None None +7 2009 0.43694865703582764 1565.3231201171875 1529.407470703125 None None None +7 2010 0.4369215965270996 1565.30615234375 1529.3927001953125 None None None +7 2011 0.43690750002861023 1565.308837890625 1529.3966064453125 None None None +7 2012 0.43687885999679565 1565.275146484375 1529.3651123046875 None None None +7 2013 0.43684738874435425 1565.222412109375 1529.315185546875 None None None +7 2014 0.4368101954460144 1565.2724609375 1529.3682861328125 None None None +7 2015 0.43678736686706543 1565.177978515625 1529.2755126953125 None None None +7 2016 0.43678146600723267 1565.162841796875 1529.260986328125 None None None +7 2017 0.43674126267433167 1565.1287841796875 1529.2303466796875 None None None +7 2018 0.43673959374427795 1565.114990234375 1529.2166748046875 None None None +7 2019 0.4367043077945709 1565.09130859375 1529.1959228515625 None None None +7 2020 0.4366656243801117 1565.007080078125 1529.11474609375 None None None +7 2021 0.436646044254303 1565.0159912109375 1529.125244140625 None None None +7 2022 0.4366312325000763 1564.98046875 1529.0909423828125 None None None +7 2023 0.43668052554130554 1565.06494140625 1529.17138671875 None None None +7 2024 0.43663060665130615 1564.9658203125 1529.0762939453125 None None None +7 2025 0.43664538860321045 1564.835693359375 1528.9449462890625 None None None +7 2026 0.4366510510444641 1564.825927734375 1528.934814453125 None None None +7 2027 0.43672868609428406 1564.801025390625 1528.9034423828125 None None None +7 2028 0.436731219291687 1564.71484375 1528.817138671875 None None None +7 2029 0.43676191568374634 1564.776123046875 1528.8758544921875 None None None +7 2030 0.4366670548915863 1564.7244873046875 1528.8321533203125 None None None +7 2031 0.4366232454776764 1564.710693359375 1528.8218994140625 None None None +7 2032 0.4365813732147217 1564.65966796875 1528.774169921875 None None None +7 2033 0.43665000796318054 1564.689208984375 1528.798095703125 None None None +7 2034 0.43665701150894165 1564.648681640625 1528.7569580078125 None None None +7 2035 0.43659570813179016 1564.69580078125 1528.809326171875 None None None +7 2036 0.4365629255771637 1564.7655029296875 1528.8817138671875 None None None +7 2037 0.4365883767604828 1564.743896484375 1528.85791015625 None None None +7 2038 0.43659496307373047 1564.6239013671875 1528.737548828125 None None None +7 2039 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1529.0115966796875 None None None +7 2065 0.43657612800598145 1564.8477783203125 1528.962646484375 None None None +7 2066 0.43663910031318665 1564.744873046875 1528.8546142578125 None None None +7 2067 0.43659910559654236 1564.701904296875 1528.8148193359375 None None None +7 2068 0.4365676939487457 1564.6962890625 1528.811767578125 None None None +7 2069 0.43662145733833313 1564.6048583984375 1528.7159423828125 None None None +7 2070 0.43666234612464905 1564.7413330078125 1528.8489990234375 None None None +7 2071 0.4366946518421173 1564.725830078125 1528.830810546875 None None None +7 2072 0.436644971370697 1564.7435302734375 1528.8525390625 None None None +7 2073 0.43665605783462524 1564.8128662109375 1528.9210205078125 None None None +7 2074 0.4366147518157959 1564.80322265625 1528.9146728515625 None None None +7 2075 0.43659156560897827 1564.76318359375 1528.87646484375 None None None +7 2076 0.4366011321544647 1564.764892578125 1528.87744140625 None None None +7 2077 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None +8 1939 0.42549005150794983 1557.0894775390625 1522.11328125 None None None +8 1940 0.4255111515522003 1557.0675048828125 1522.089599609375 None None None +8 1941 0.4253960847854614 1557.0078125 1522.039306640625 None None None +8 1942 0.42534783482551575 1556.96240234375 1521.997802734375 None None None +8 1943 0.4252948462963104 1557.0089111328125 1522.048828125 None None None +8 1944 0.4253237545490265 1556.98681640625 1522.0242919921875 None None None +8 1945 0.4253113865852356 1556.9974365234375 1522.035888671875 None None None +8 1946 0.42527058720588684 1556.9959716796875 1522.037841796875 None None None +8 1947 0.42532750964164734 1557.087646484375 1522.1248779296875 None None None +8 1948 0.42529353499412537 1557.023681640625 1522.063720703125 None None None +8 1949 0.4252302348613739 1556.9722900390625 1522.0174560546875 None None None +8 1950 0.42526760697364807 1557.073486328125 1522.1156005859375 None None None +8 1951 0.4252815544605255 1557.0357666015625 1522.0767822265625 None None None +8 1952 0.4252852201461792 1557.025390625 1522.066162109375 None None None +8 1953 0.4252775311470032 1557.0386962890625 1522.0802001953125 None None None +8 1954 0.42523548007011414 1557.0196533203125 1522.064453125 None None None +8 1955 0.42517948150634766 1557.00341796875 1522.052978515625 None None None +8 1956 0.42526841163635254 1557.1339111328125 1522.1761474609375 None None None +8 1957 0.4252431094646454 1557.15478515625 1522.19921875 None None None +8 1958 0.42522525787353516 1557.1787109375 1522.224609375 None None None +8 1959 0.42521652579307556 1557.1201171875 1522.166748046875 None None None +8 1960 0.4252265393733978 1557.235107421875 1522.281005859375 None None None +8 1961 0.42522814869880676 1557.336181640625 1522.3819580078125 None None None +8 1962 0.42514076828956604 1557.323974609375 1522.376953125 None None None +8 1963 0.42509129643440247 1557.419921875 1522.4769287109375 None None None +8 1964 0.4252142012119293 1557.406494140625 1522.453369140625 None None None +8 1965 0.4252471923828125 1557.3277587890625 1522.3719482421875 None None None +8 1966 0.42524227499961853 1557.3184814453125 1522.363037109375 None None None +8 1967 0.4253254532814026 1557.44140625 1522.479248046875 None None None +8 1968 0.4253658950328827 1557.4049072265625 1522.4393310546875 None None None +8 1969 0.4253774583339691 1557.330322265625 1522.3638916015625 None None None +8 1970 0.4253697693347931 1557.2789306640625 1522.313232421875 None None None +8 1971 0.4255150258541107 1557.3424072265625 1522.3646240234375 None None None +8 1972 0.4253976047039032 1557.2730712890625 1522.30517578125 None None None +8 1973 0.42536765336990356 1557.39892578125 1522.433349609375 None None None +8 1974 0.42534199357032776 1557.3802490234375 1522.416748046875 None None None +8 1975 0.4253047704696655 1557.3096923828125 1522.3492431640625 None None None +8 1976 0.4252522885799408 1557.34912109375 1522.3929443359375 None None None +8 1977 0.42522600293159485 1557.3658447265625 1522.411865234375 None None None +8 1978 0.4252871572971344 1557.3062744140625 1522.3472900390625 None None None +8 1979 0.4253832995891571 1557.3790283203125 1522.4122314453125 None None None +8 1980 0.42536771297454834 1557.2833251953125 1522.31787109375 None None None +8 1981 0.4253760576248169 1557.1796875 1522.2135009765625 None None None +8 1982 0.4253903329372406 1557.1636962890625 1522.1964111328125 None None None +8 1983 0.4254992604255676 1557.1248779296875 1522.148681640625 None None None +8 1984 0.4255208969116211 1557.0364990234375 1522.0584716796875 None None None +8 1985 0.425535649061203 1557.0196533203125 1522.0404052734375 None None None +8 1986 0.42556169629096985 1557.0130615234375 1522.03173828125 None None None +8 1987 0.4256073832511902 1557.056396484375 1522.071533203125 None None None +8 1988 0.42563506960868835 1557.0211181640625 1522.0338134765625 None None None +8 1989 0.4256666600704193 1556.9610595703125 1521.97119140625 None None None +8 1990 0.42567816376686096 1556.972900390625 1521.982177734375 None None None +8 1991 0.4256639778614044 1556.9508056640625 1521.961181640625 None None None +8 1992 0.4257589280605316 1556.9447021484375 1521.947265625 None None None +8 1993 0.4257323443889618 1556.914794921875 1521.9195556640625 None None None +8 1994 0.4256802797317505 1556.950439453125 1521.9595947265625 None None None +8 1995 0.42572498321533203 1557.0048828125 1522.01025390625 None None None +8 1996 0.42574208974838257 1556.935546875 1521.939697265625 None None None +8 1997 0.4257122278213501 1556.888671875 1521.8951416015625 None None None +8 1998 0.4256449341773987 1556.8875732421875 1521.8995361328125 None None None +8 1999 0.42563188076019287 1556.7896728515625 1521.802734375 None None None +8 2000 0.4256118834018707 1556.7647705078125 1521.7794189453125 None None None +8 2001 0.4256075620651245 1556.7430419921875 1521.758056640625 None None None +8 2002 0.4256005585193634 1556.7337646484375 1521.7493896484375 None None None +8 2003 0.4255813658237457 1556.7938232421875 1521.8109130859375 None None None +8 2004 0.42552322149276733 1556.8070068359375 1521.8289794921875 None None None +8 2005 0.42562443017959595 1556.7843017578125 1521.798095703125 None None None +8 2006 0.42566952109336853 1556.8204345703125 1521.8304443359375 None None None +8 2007 0.42559748888015747 1556.810791015625 1521.8267822265625 None None None +8 2008 0.42565932869911194 1556.85009765625 1521.861083984375 None None None +8 2009 0.4256434142589569 1556.866943359375 1521.87939453125 None None None +8 2010 0.4256013035774231 1556.7933349609375 1521.80908203125 None None None +8 2011 0.42559027671813965 1556.761962890625 1521.7786865234375 None None None +8 2012 0.4256208539009094 1556.7720947265625 1521.786376953125 None None None +8 2013 0.4256199896335602 1556.7630615234375 1521.77734375 None None None +8 2014 0.42566490173339844 1556.7884521484375 1521.799072265625 None None None +8 2015 0.42562323808670044 1556.7978515625 1521.81201171875 None None None +8 2016 0.42556658387184143 1556.8043212890625 1521.8231201171875 None None None +8 2017 0.42564624547958374 1556.873291015625 1521.885498046875 None None None +8 2018 0.4256840944290161 1556.830810546875 1521.8399658203125 None None None +8 2019 0.4257197082042694 1556.8563232421875 1521.8624267578125 None None None +8 2020 0.4257065951824188 1556.9749755859375 1521.982177734375 None None None +8 2021 0.42564332485198975 1556.9742431640625 1521.9866943359375 None None None +8 2022 0.42561444640159607 1557.0296630859375 1522.04443359375 None None None +8 2023 0.42563703656196594 1557.072265625 1522.085205078125 None None None +8 2024 0.4256221055984497 1557.0784912109375 1522.0926513671875 None None None +8 2025 0.42566120624542236 1557.1396484375 1522.150634765625 None None None +8 2026 0.425607830286026 1557.0430908203125 1522.058349609375 None None None +8 2027 0.42559677362442017 1557.047607421875 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0.425270140171051 1557.3636474609375 1522.4068603515625 None None None +8 2041 0.4252769649028778 1557.403564453125 1522.446044921875 None None None +8 2042 0.4252314567565918 1557.4371337890625 1522.4832763671875 None None None +8 2043 0.4252510070800781 1557.457275390625 1522.501953125 None None None +8 2044 0.42534634470939636 1557.49755859375 1522.5343017578125 None None None +8 2045 0.42528703808784485 1557.4964599609375 1522.5380859375 None None None +8 2046 0.4252476990222931 1557.3968505859375 1522.4417724609375 None None None +8 2047 0.42522957921028137 1557.4398193359375 1522.4862060546875 None None None +8 2048 0.4252398610115051 1557.483154296875 1522.5286865234375 None None None +8 2049 0.4251997172832489 1557.42333984375 1522.4720458984375 None None None +8 2050 0.4252069592475891 1557.388916015625 1522.43701171875 None None None +8 2051 0.42517250776290894 1557.3154296875 1522.3663330078125 None None None +8 2052 0.4251309037208557 1557.3026123046875 1522.3568115234375 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1522.2867431640625 None None None +8 2066 0.4248427152633667 1557.201171875 1522.279296875 None None None +8 2067 0.42490679025650024 1557.18359375 1522.2564697265625 None None None +8 2068 0.42491456866264343 1557.1724853515625 1522.24462890625 None None None +8 2069 0.42487335205078125 1557.150634765625 1522.2261962890625 None None None +8 2070 0.42485952377319336 1557.06298828125 1522.1397705078125 None None None +8 2071 0.4248865246772766 1557.0146484375 1522.0892333984375 None None None +8 2072 0.42493242025375366 1556.96728515625 1522.0380859375 None None None +8 2073 0.42503607273101807 1557.015625 1522.077880859375 None None None +8 2074 0.4250069260597229 1557.00537109375 1522.070068359375 None None None +8 2075 0.42508384585380554 1557.1412353515625 1522.19970703125 None None None +8 2076 0.4250575006008148 1557.0667724609375 1522.1273193359375 None None None +8 2077 0.4251076877117157 1557.077392578125 1522.1337890625 None None None +8 2078 0.42507094144821167 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None None +10 1859 0.3679742217063904 1523.2568359375 1493.0087890625 None None None +10 1860 0.3680008351802826 1523.253662109375 1493.00341796875 None None None +10 1861 0.36799368262290955 1523.299072265625 1493.0494384765625 None None None +10 1862 0.3680085837841034 1523.37353515625 1493.1226806640625 None None None +10 1863 0.36805465817451477 1523.443359375 1493.188720703125 None None None +10 1864 0.3680650591850281 1523.54052734375 1493.2850341796875 None None None +10 1865 0.3681148886680603 1523.631591796875 1493.3720703125 None None None +10 1866 0.3681534230709076 1523.7177734375 1493.4549560546875 None None None +10 1867 0.3681744635105133 1523.7069091796875 1493.4422607421875 None None None +10 1868 0.3681619465351105 1523.697509765625 1493.43408203125 None None None +10 1869 0.36815202236175537 1523.792724609375 1493.5301513671875 None None None +10 1870 0.36813870072364807 1523.783935546875 1493.5223388671875 None None None +10 1871 0.3680776357650757 1523.7701416015625 1493.5135498046875 None None None +10 1872 0.36805903911590576 1523.8038330078125 1493.548583984375 None None None +10 1873 0.3680983781814575 1523.864013671875 1493.605712890625 None None None +10 1874 0.36811724305152893 1523.7904052734375 1493.530517578125 None None None +10 1875 0.36811110377311707 1523.726318359375 1493.467041015625 None None None +10 1876 0.3681011497974396 1523.7738037109375 1493.515380859375 None None None +10 1877 0.368148535490036 1523.659912109375 1493.3975830078125 None None None +10 1878 0.368176132440567 1523.66748046875 1493.4027099609375 None None None +10 1879 0.368140310049057 1523.6739501953125 1493.4122314453125 None None None +10 1880 0.3681378960609436 1523.7135009765625 1493.4520263671875 None None None +10 1881 0.3681364953517914 1523.781005859375 1493.5196533203125 None None None +10 1882 0.36812177300453186 1523.7677001953125 1493.507568359375 None None None +10 1883 0.3681524991989136 1523.8031005859375 1493.5404052734375 None None None +10 1884 0.3681381046772003 1523.8370361328125 1493.575439453125 None None None +10 1885 0.36809659004211426 1523.8665771484375 1493.6082763671875 None None None +10 1886 0.36806678771972656 1523.8775634765625 1493.621826171875 None None None +10 1887 0.36814141273498535 1523.83349609375 1493.5716552734375 None None None +10 1888 0.3681372404098511 1523.878173828125 1493.61669921875 None None None +10 1889 0.368109792470932 1523.810302734375 1493.5511474609375 None None None +10 1890 0.3681747615337372 1523.9056396484375 1493.6409912109375 None None None +10 1891 0.3681575357913971 1523.87646484375 1493.61328125 None None None +10 1892 0.3681175410747528 1523.9111328125 1493.6512451171875 None None None +10 1893 0.3681401312351227 1523.94140625 1493.6796875 None None None +10 1894 0.3680866062641144 1523.9049072265625 1493.6475830078125 None None None +10 1895 0.3680824935436249 1523.9642333984375 1493.7071533203125 None None None +10 1896 0.3681279718875885 1523.970703125 1493.7098388671875 None None None +10 1897 0.3682717978954315 1523.9248046875 1493.652099609375 None None None +10 1898 0.3682548701763153 1523.8746337890625 1493.603271484375 None None None +10 1899 0.3681820034980774 1524.0020751953125 1493.736572265625 None None None +10 1900 0.3681676387786865 1523.95654296875 1493.6922607421875 None None None +10 1901 0.3681623339653015 1524.029052734375 1493.7652587890625 None None None +10 1902 0.36811840534210205 1523.9852294921875 1493.72509765625 None None None +10 1903 0.36810871958732605 1523.9561767578125 1493.6968994140625 None None None +10 1904 0.3680901825428009 1523.936767578125 1493.678955078125 None None None +10 1905 0.3681310713291168 1524.009765625 1493.7486572265625 None None None +10 1906 0.36814090609550476 1524.00341796875 1493.7415771484375 None None None +10 1907 0.3681802451610565 1523.9742431640625 1493.7091064453125 None None None +10 1908 0.36815309524536133 1523.9620361328125 1493.69921875 None None None 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1524.32275390625 1494.07666015625 None None None +10 1922 0.3679456412792206 1524.328857421875 1494.0831298828125 None None None +10 1923 0.3679066002368927 1524.23974609375 1493.9971923828125 None None None +10 1924 0.3679262101650238 1524.3248291015625 1494.0806884765625 None None None +10 1925 0.3679004907608032 1524.3681640625 1494.1260986328125 None None None +10 1926 0.3678485155105591 1524.4215087890625 1494.18359375 None None None +10 1927 0.3679099678993225 1524.470947265625 1494.22802734375 None None None +10 1928 0.36790427565574646 1524.5037841796875 1494.2613525390625 None None None +10 1929 0.36786937713623047 1524.495361328125 1494.2557373046875 None None None +10 1930 0.3678305745124817 1524.392333984375 1494.156005859375 None None None +10 1931 0.36781764030456543 1524.421630859375 1494.1864013671875 None None None +10 1932 0.36783021688461304 1524.4700927734375 1494.2337646484375 None None None +10 1933 0.36785903573036194 1524.513427734375 1494.2747802734375 None None None +10 1934 0.3678387701511383 1524.55517578125 1494.3182373046875 None None None +10 1935 0.36785754561424255 1524.5435791015625 1494.304931640625 None None None +10 1936 0.3678482174873352 1524.5968017578125 1494.3590087890625 None None None +10 1937 0.36785319447517395 1524.6153564453125 1494.377197265625 None None None +10 1938 0.36785686016082764 1524.446533203125 1494.2078857421875 None None None +10 1939 0.36783796548843384 1524.4417724609375 1494.2047119140625 None None None +10 1940 0.3677881062030792 1524.48486328125 1494.2518310546875 None None None +10 1941 0.36779168248176575 1524.478759765625 1494.24560546875 None None None +10 1942 0.367734432220459 1524.5462646484375 1494.317626953125 None None None +10 1943 0.3677404224872589 1524.5650634765625 1494.336181640625 None None None +10 1944 0.36771160364151 1524.605224609375 1494.378662109375 None None None +10 1945 0.3677239716053009 1524.5906982421875 1494.3631591796875 None None None +10 1946 0.36773163080215454 1524.5426025390625 1494.314453125 None None None +10 1947 0.367776095867157 1524.7081298828125 1494.476318359375 None None None +10 1948 0.36777618527412415 1524.7259521484375 1494.494140625 None None None +10 1949 0.3677743375301361 1524.83837890625 1494.6065673828125 None None None +10 1950 0.3677157759666443 1524.87451171875 1494.6475830078125 None None None +10 1951 0.36772018671035767 1524.8282470703125 1494.6009521484375 None None None +10 1952 0.36771655082702637 1524.8465576171875 1494.61962890625 None None None +10 1953 0.3676668107509613 1524.7899169921875 1494.567138671875 None None None +10 1954 0.36764150857925415 1524.747802734375 1494.5272216796875 None None None +10 1955 0.36765941977500916 1524.7528076171875 1494.53076171875 None None None +10 1956 0.3677022159099579 1524.7891845703125 1494.563720703125 None None None +10 1957 0.36769190430641174 1524.931396484375 1494.7066650390625 None None None +10 1958 0.3676146864891052 1524.9669189453125 1494.7486572265625 None None None +10 1959 0.3675428330898285 1524.9490966796875 1494.736572265625 None None None +10 1960 0.3676091432571411 1524.9459228515625 1494.7279052734375 None None None +10 1961 0.3676117956638336 1524.97412109375 1494.7559814453125 None None None +10 1962 0.3676369786262512 1524.98046875 1494.7603759765625 None None None +10 1963 0.367576539516449 1524.9813232421875 1494.7662353515625 None None None +10 1964 0.3675570785999298 1524.903564453125 1494.6900634765625 None None None +10 1965 0.3674958050251007 1524.860595703125 1494.652099609375 None None None +10 1966 0.36755648255348206 1524.7945556640625 1494.5809326171875 None None None +10 1967 0.36754679679870605 1524.8056640625 1494.5926513671875 None None None +10 1968 0.36751922965049744 1524.882568359375 1494.671875 None None None +10 1969 0.36746156215667725 1524.8968505859375 1494.6907958984375 None None None +10 1970 0.3674362599849701 1524.891845703125 1494.68798828125 None None None +10 1971 0.36747393012046814 1524.9598388671875 1494.7529296875 None None None +10 1972 0.3674824833869934 1524.9732666015625 1494.765625 None None None +10 1973 0.36745867133140564 1524.97900390625 1494.7734375 None None None +10 1974 0.36743852496147156 1525.005615234375 1494.8017578125 None None None +10 1975 0.36743640899658203 1525.0391845703125 1494.8355712890625 None None None +10 1976 0.3674812316894531 1525.0487060546875 1494.84130859375 None None None +10 1977 0.36744093894958496 1525.1099853515625 1494.9058837890625 None None None +10 1978 0.3674311339855194 1525.103515625 1494.9002685546875 None None None +10 1979 0.3673904538154602 1525.1676025390625 1494.9677734375 None None None +10 1980 0.36740612983703613 1525.1204833984375 1494.91943359375 None None None +10 1981 0.36733317375183105 1525.1002197265625 1494.9051513671875 None None None +10 1982 0.3673490583896637 1525.1649169921875 1494.968505859375 None None None +10 1983 0.367361456155777 1525.2188720703125 1495.0213623046875 None None None +10 1984 0.3673456609249115 1525.1707763671875 1494.9744873046875 None None None +10 1985 0.3673727810382843 1525.19140625 1494.992919921875 None None None +10 1986 0.3673728406429291 1525.160400390625 1494.9619140625 None None None +10 1987 0.36734747886657715 1525.1571044921875 1494.960693359375 None None None +10 1988 0.3673257529735565 1525.189453125 1494.994873046875 None None None +10 1989 0.36731788516044617 1525.209228515625 1495.01513671875 None None None +10 1990 0.3673241436481476 1525.2830810546875 1495.0885009765625 None None None +10 1991 0.3673395812511444 1525.24658203125 1495.0506591796875 None None None +10 1992 0.36731192469596863 1525.191650390625 1494.998046875 None None None +10 1993 0.36726266145706177 1525.1507568359375 1494.961181640625 None None None +10 1994 0.3672792613506317 1525.0648193359375 1494.8740234375 None None None +10 1995 0.36724478006362915 1525.1378173828125 1494.9498291015625 None None None +10 1996 0.36736586689949036 1525.121826171875 1494.9239501953125 None None None +10 1997 0.36738890409469604 1525.087158203125 1494.8875732421875 None None None +10 1998 0.36737796664237976 1525.1229248046875 1494.9241943359375 None None None +10 1999 0.3673727512359619 1525.0438232421875 1494.8455810546875 None None None +10 2000 0.3673209547996521 1524.9949951171875 1494.8009033203125 None None None +10 2001 0.3672724962234497 1524.9508056640625 1494.7607421875 None None None +10 2002 0.36724746227264404 1524.991943359375 1494.803955078125 None None None +10 2003 0.3672448694705963 1525.020263671875 1494.83251953125 None None None +10 2004 0.36715421080589294 1525.0103759765625 1494.830078125 None None None +10 2005 0.3671843409538269 1524.94921875 1494.766357421875 None None None +10 2006 0.3671819269657135 1524.9051513671875 1494.722412109375 None None None +10 2007 0.3671461045742035 1524.8773193359375 1494.697509765625 None None None +10 2008 0.36714494228363037 1524.8404541015625 1494.6607666015625 None None None +10 2009 0.3671332597732544 1524.9842529296875 1494.8055419921875 None None None +10 2010 0.36720889806747437 1524.9476318359375 1494.7625732421875 None None None +10 2011 0.3672211766242981 1524.967529296875 1494.781494140625 None None None +10 2012 0.36718788743019104 1525.0224609375 1494.839111328125 None None None +10 2013 0.3671831786632538 1524.922119140625 1494.7392578125 None None None +10 2014 0.3672010004520416 1524.9754638671875 1494.7911376953125 None None None +10 2015 0.3671894669532776 1524.95654296875 1494.7730712890625 None None None +10 2016 0.36716383695602417 1524.92333984375 1494.741943359375 None None None +10 2017 0.36715149879455566 1524.9268798828125 1494.74658203125 None None None +10 2018 0.3671117126941681 1524.9344482421875 1494.7574462890625 None None None +10 2019 0.3671107888221741 1524.9102783203125 1494.7333984375 None None None +10 2020 0.36707624793052673 1524.8841552734375 1494.7100830078125 None None None +10 2021 0.3670477569103241 1524.8062744140625 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1504.5574951171875 1476.961181640625 None None None +12 1980 0.3357139825820923 1504.5849609375 1476.9908447265625 None None None +12 1981 0.3356909155845642 1504.6806640625 1477.08837890625 None None None +12 1982 0.33571481704711914 1504.686279296875 1477.0921630859375 None None None +12 1983 0.33570194244384766 1504.66552734375 1477.072509765625 None None None +12 1984 0.33572256565093994 1504.6771240234375 1477.0823974609375 None None None +12 1985 0.3357550799846649 1504.7724609375 1477.175048828125 None None None +12 1986 0.3357219398021698 1504.8203125 1477.225830078125 None None None +12 1987 0.33570224046707153 1504.8277587890625 1477.2347412109375 None None None +12 1988 0.33568936586380005 1504.811767578125 1477.2198486328125 None None None +12 1989 0.33573004603385925 1504.7646484375 1477.16943359375 None None None +12 1990 0.33571285009384155 1504.748046875 1477.1541748046875 None None None +12 1991 0.33569151163101196 1504.770263671875 1477.17822265625 None None None +12 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None +16 1921 0.2744220495223999 1471.601318359375 1449.04443359375 None None None +16 1922 0.2744210958480835 1471.62939453125 1449.0726318359375 None None None +16 1923 0.2743746340274811 1471.618896484375 1449.06591796875 None None None +16 1924 0.27437952160835266 1471.6881103515625 1449.134765625 None None None +16 1925 0.2743681073188782 1471.59619140625 1449.0438232421875 None None None +16 1926 0.2743552625179291 1471.595703125 1449.04443359375 None None None +16 1927 0.2743292450904846 1471.531005859375 1448.9818115234375 None None None +16 1928 0.27432331442832947 1471.455810546875 1448.9072265625 None None None +16 1929 0.2742951214313507 1471.4437255859375 1448.8973388671875 None None None +16 1930 0.2743481993675232 1471.4635009765625 1448.912841796875 None None None +16 1931 0.27437731623649597 1471.5382080078125 1448.985107421875 None None None +16 1932 0.2743041515350342 1471.5028076171875 1448.9556884765625 None None None +16 1933 0.2743125557899475 1471.47314453125 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1449.2061767578125 None None None +16 1959 0.27412620186805725 1471.82275390625 1449.2900390625 None None None +16 1960 0.27411362528800964 1471.8206787109375 1449.2890625 None None None +16 1961 0.2741350531578064 1471.8133544921875 1449.280029296875 None None None +16 1962 0.274106502532959 1471.8466796875 1449.315673828125 None None None +16 1963 0.27408185601234436 1471.796875 1449.2679443359375 None None None +16 1964 0.27407923340797424 1471.8662109375 1449.3375244140625 None None None +16 1965 0.2741073966026306 1471.83154296875 1449.300537109375 None None None +16 1966 0.2741042673587799 1471.798828125 1449.26806640625 None None None +16 1967 0.2741233706474304 1471.802734375 1449.270263671875 None None None +16 1968 0.2740997076034546 1471.779296875 1449.2486572265625 None None None +16 1969 0.27412867546081543 1471.85302734375 1449.320068359375 None None None +16 1970 0.27413779497146606 1471.8265380859375 1449.2928466796875 None None None +16 1971 0.2741607427597046 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a/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.bias_formatting.stderr.txt b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2a0dc59e017fd8a18baa26a4fe552d6fa7e5e38 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.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 +2023-07-17 00:27:38.724522: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:42.367382: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:42.373865: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 00:27:42.415177: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.77GiB deviceMemoryBandwidth: 607.97GiB/s +2023-07-17 00:27:42.415279: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:42.445684: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:42.445845: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:42.461148: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:42.468230: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:42.494683: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:42.501421: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:42.502907: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:42.504981: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:42.505381: 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. +2023-07-17 00:27:42.506530: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:42.506914: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.77GiB deviceMemoryBandwidth: 607.97GiB/s +2023-07-17 00:27:42.506954: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:42.507024: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:42.507059: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:42.507090: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:42.507121: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:42.507151: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:42.507182: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:42.507212: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:42.507736: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:42.509336: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:44.728797: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 00:27:44.728896: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 00:27:44.728919: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 00:27:44.732565: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10907 MB memory) -> physical GPU (device: 0, name: NVIDIA TITAN V, pci bus id: 0000:83:00.0, compute capability: 7.0) +2023-07-17 00:27:45.683851: 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.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.bias_formatting.stdout.txt b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce6aab23760e1e1f825882675716a08a1f6f179a --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_1/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_1/new_model_formats/bias_model_scaled diff --git a/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet.params.json b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..8db7d44e302465b2ccc68a5879dd4c6f04936e5c --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "82.2", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_data_params.tsv b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..8c9ccc5a8ff9c5ae26c5ad65e36bf702a0877f36 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 67.0 +counts_sum_max_thresh 8462.33 +trainings_pts_post_thresh 172638 diff --git a/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_formatting.stderr.txt b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d1e68c8a791d0aa1911af65c45501648465c3aa --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.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 +2023-07-17 14:02:26.213767: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:28.847949: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:02:28.851615: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 14:02:29.575258: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:07:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-17 14:02:29.575401: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:29.597649: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:02:29.597809: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:02:29.608653: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:02:29.613892: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:02:29.631780: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:02:29.636626: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:02:29.637685: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:02:29.716053: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:02:29.716501: 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. +2023-07-17 14:02:29.717525: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:02:29.758960: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:07:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-17 14:02:29.759087: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:29.759141: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:02:29.759160: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:02:29.759177: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:02:29.759193: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:02:29.759210: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:02:29.759226: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:02:29.759242: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:02:29.852045: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:02:29.853666: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:31.793983: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 14:02:31.794102: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 14:02:31.794116: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 14:02:31.800648: 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: 0000:07:00.0, compute capability: 8.0) +2023-07-17 14:02:34.269520: 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.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_formatting.stdout.txt b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0b84eed2cd814365fd71a7c4fb3b2658bffd933 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_1/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_1/new_model_formats/chrombpnet diff --git a/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_model_params.tsv b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..1dab33ce9e18e2e23611bd7af5f49c9d4e11e041 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 82.2 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf749773035063a0971d8a46759d80f749fc6aaf --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_1/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_1/new_model_formats/chrombpnet_wo_bias diff --git a/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf749773035063a0971d8a46759d80f749fc6aaf --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_1/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_1/new_model_formats/chrombpnet_wo_bias diff --git a/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.epoch_loss.csv b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..3f08d0d75f1788674e92ffd78700848d9bde4c04 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.epoch_loss.csv @@ -0,0 +1,19 @@ +epoch,logcount_predictions_loss,logits_profile_predictions_loss,loss,val_logcount_predictions_loss,val_logits_profile_predictions_loss,val_loss +0,3.000392198562622,1776.6727294921875,2023.3055419921875,0.6127411723136902,1841.841796875,1892.2095947265625 +1,0.5951411724090576,1630.7998046875,1679.7176513671875,0.6457792520523071,1798.26611328125,1851.3489990234375 +2,0.5428068041801453,1591.9093017578125,1636.5277099609375,0.7160300612449646,1741.8751220703125,1800.7320556640625 +3,0.5064055919647217,1572.6060791015625,1614.2332763671875,0.4889012575149536,1755.5009765625,1795.689453125 +4,0.48701873421669006,1558.4791259765625,1598.51171875,0.5092446208000183,1713.587158203125,1755.447998046875 +5,0.46321001648902893,1546.6788330078125,1584.7540283203125,0.4630221426486969,1733.4033203125,1771.463134765625 +6,0.4506983160972595,1535.2276611328125,1572.272705078125,0.43972501158714294,1706.2230224609375,1742.368408203125 +7,0.43531879782676697,1529.11669921875,1564.89990234375,0.43364983797073364,1732.9976806640625,1768.644775390625 +8,0.4244133532047272,1523.0684814453125,1557.9541015625,0.4435945153236389,1754.7086181640625,1791.173095703125 +9,0.40956151485443115,1516.0751953125,1549.741943359375,0.47862109541893005,1720.6336669921875,1759.9765625 +10,0.36604776978492737,1493.7315673828125,1523.8193359375,0.41806676983833313,1693.4990234375,1727.86474609375 +11,0.3492611348628998,1482.830078125,1511.540283203125,0.409396767616272,1696.5006103515625,1730.1534423828125 +12,0.3356332778930664,1476.3194580078125,1503.90625,0.4036242365837097,1693.3487548828125,1726.52685546875 +13,0.32432666420936584,1472.055419921875,1498.713623046875,0.43740829825401306,1690.64453125,1726.59912109375 +14,0.3140597343444824,1467.2171630859375,1493.03466796875,0.42556846141815186,1723.810546875,1758.79248046875 +15,0.3022390604019165,1462.05322265625,1486.8966064453125,0.41425105929374695,1722.1798095703125,1756.232421875 +16,0.27399370074272156,1450.034423828125,1472.5567626953125,0.4114096462726593,1715.897216796875,1749.7142333984375 +17,0.2627776563167572,1445.9598388671875,1467.5595703125,0.41186216473579407,1715.6707763671875,1749.5244140625 diff --git a/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.stderr.txt b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..523a548c6f49482a5b95060960e4fac500adef9c --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.stderr.txt @@ -0,0 +1,328 @@ +2022-10-05 06:20:37.297871: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:31:52.913520: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:31:52.914959: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 06:31:53.442444: 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 +2022-10-05 06:31:53.442617: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:31:53.470722: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:31:53.470916: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:31:53.484950: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:31:53.491471: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:31:53.513711: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:31:53.520013: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:31:53.521484: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:31:53.526369: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:31:53.526744: 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. +2022-10-05 06:31:53.526831: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:31:53.528410: 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 +2022-10-05 06:31:53.528440: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:31:53.528459: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:31:53.528474: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:31:53.528490: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:31:53.528505: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:31:53.528520: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:31:53.528535: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:31:53.528550: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:31:53.531689: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:31:53.533353: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:31:55.332797: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 06:31:55.332932: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 06:31:55.332944: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 06:31:55.340528: 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) +2022-10-05 06:31:56.766126: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 06:31:56.775302: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 1999905000 Hz +2022-10-05 06:31:56.962517: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:31:58.588982: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:31:58.598720: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:32:31.985775: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:32:33.720211: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:32:33.721222: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 06:32:34.000547: 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 +2022-10-05 06:32:34.000704: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:32:34.004926: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:32:34.005129: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:32:34.006990: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:32:34.007223: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:32:34.009753: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:32:34.010332: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:32:34.010476: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:32:34.012433: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:32:34.012761: 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. +2022-10-05 06:32:34.012845: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:32:34.013748: 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 +2022-10-05 06:32:34.013796: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:32:34.013818: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:32:34.013833: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:32:34.013847: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:32:34.013860: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:32:34.013873: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:32:34.013886: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:32:34.013899: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:32:34.015547: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:32:34.015582: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:32:34.650082: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 06:32:34.650221: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 06:32:34.650233: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 06:32:34.653741: 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) +2022-10-05 06:38:41.214914: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 06:38:41.215379: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 1999905000 Hz +2022-10-05 06:38:42.691544: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:38:43.210707: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:38:43.227427: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:38:46.828390: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. +2022-10-05 08:39:00.262360: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:39:03.030955: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:39:03.031986: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 08:39:03.530099: 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 +2022-10-05 08:39:03.530233: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:39:03.534032: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:39:03.534160: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:39:03.535933: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:39:03.536265: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:39:03.539093: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:39:03.539649: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:39:03.539794: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:39:03.543422: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:39:03.543762: 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. +2022-10-05 08:39:03.543842: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:39:03.545452: 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 +2022-10-05 08:39:03.545479: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:39:03.545499: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:39:03.545514: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:39:03.545529: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:39:03.545543: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:39:03.545557: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:39:03.545571: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:39:03.545585: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:39:03.548725: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:39:03.548759: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:39:04.220354: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 08:39:04.220483: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 08:39:04.220496: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 08:39:04.224946: 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) +2022-10-05 08:41:28.784721: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 08:41:28.788435: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 1999905000 Hz +2022-10-05 08:41:28.888825: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:41:29.429711: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:41:29.432232: 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. +2022-10-05 08:43:53.122266: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:43:55.589857: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:43:55.590873: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 08:43:55.889330: 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 +2022-10-05 08:43:55.889470: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:43:55.893240: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:43:55.893368: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:43:55.895105: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:43:55.895458: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:43:55.898450: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:43:55.899034: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:43:55.899180: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:43:55.901496: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:43:55.901829: 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. +2022-10-05 08:43:55.901937: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:43:55.903164: 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 +2022-10-05 08:43:55.903193: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:43:55.903216: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:43:55.903231: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:43:55.903246: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:43:55.903260: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:43:55.903280: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:43:55.903295: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:43:55.903309: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:43:55.905759: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:43:55.905825: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:43:56.491936: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 08:43:56.492065: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 08:43:56.492077: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 08:43:56.496123: 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. +2022-10-05 08:45:23.898602: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 08:45:23.901097: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 1999905000 Hz +2022-10-05 08:45:23.960133: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:45:24.462888: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:45:24.464575: 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. +2022-10-05 08:47:38.992726: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:47:41.506401: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:47:41.507403: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 08:47:41.865510: 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 +2022-10-05 08:47:41.865632: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:47:41.867922: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:47:41.868016: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:47:41.869041: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:47:41.869238: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:47:41.871541: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:47:41.872092: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:47:41.872240: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:47:41.875246: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:47:41.875632: 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. +2022-10-05 08:47:41.875734: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:47:41.877240: 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 +2022-10-05 08:47:41.877273: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:47:41.877315: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:47:41.877331: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:47:41.877370: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:47:41.877390: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:47:41.877405: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:47:41.877421: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:47:41.877436: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:47:41.880458: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:47:41.880498: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:47:42.480656: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 08:47:42.480794: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 08:47:42.480806: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 08:47:42.484862: 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) +2022-10-05 08:49:10.705910: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 08:49:10.707797: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 1999905000 Hz +2022-10-05 08:49:10.748008: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:49:11.260180: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:49:11.261891: 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. +2022-10-05 08:50:25.243877: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:50:26.486122: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:50:26.487065: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 08:50:26.850048: 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 +2022-10-05 08:50:26.850212: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:50:26.854010: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:50:26.854127: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:50:26.855908: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:50:26.856244: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:50:26.858828: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:50:26.859377: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:50:26.859533: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:50:26.862267: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:50:26.862607: 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. +2022-10-05 08:50:26.862690: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:50:26.863851: 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 +2022-10-05 08:50:26.863884: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:50:26.863903: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:50:26.863918: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:50:26.863933: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:50:26.863948: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:50:26.863962: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:50:26.863976: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:50:26.863990: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:50:26.866220: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:50:26.866262: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:50:27.578967: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 08:50:27.579118: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 08:50:27.579131: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 08:50:27.582737: 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. +2022-10-05 08:50:42.959240: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 08:50:42.959836: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 1999905000 Hz +2022-10-05 08:50:43.179323: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:50:43.959318: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:50:43.961408: 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/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_1//footprints’: File exists +2022-10-05 08:52:30.983473: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:52:32.220440: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:52:32.221516: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 08:52:32.518366: 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 +2022-10-05 08:52:32.518489: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:52:32.520854: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:52:32.520943: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:52:32.521992: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:52:32.522183: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:52:32.524612: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:52:32.525188: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:52:32.525344: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:52:32.527652: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:52:32.527985: 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. +2022-10-05 08:52:32.528068: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:52:32.529106: 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 +2022-10-05 08:52:32.529161: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:52:32.529181: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:52:32.529197: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:52:32.529212: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:52:32.529226: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:52:32.529240: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:52:32.529255: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:52:32.529269: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:52:32.531024: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:52:32.531113: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:52:33.202256: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 08:52:33.202406: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 08:52:33.202418: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 08:52:33.206203: 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) +2022-10-05 08:52:47.990257: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 08:52:47.990867: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 1999905000 Hz +2022-10-05 08:52:48.140753: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:52:48.742066: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:52:48.743916: 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.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.stdout.txt b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..913a0aca5728dcb56d7c18fff1b746fa988ca3e4 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR964MZQ/logfile.modelling.fold_1.ENCSR964MZQ.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//ENCSR964MZQ//preprocessing/bigWigs/ENCSR964MZQ.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.batch_loss.tsv b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..e6a88f2e1b217161fb543d797bee545f7b55492b --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.batch_loss.tsv @@ -0,0 +1,53236 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 2.933962821960449 2182.52392578125 1939.88525390625 None None None +0 1 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2.767667770385742 2051.3681640625 1822.482421875 None None None +0 1832 2.7664530277252197 2051.226318359375 1822.44091796875 None None None +0 1833 2.765284538269043 2050.99951171875 1822.310791015625 None None None +0 1834 2.7641959190368652 2050.85107421875 1822.25244140625 None None None +0 1835 2.763097047805786 2050.6201171875 1822.1123046875 None None None +0 1836 2.761918306350708 2050.386474609375 1821.9761962890625 None None None +0 1837 2.7608041763305664 2050.205810546875 1821.8875732421875 None None None +0 1838 2.75966739654541 2050.0009765625 1821.7769775390625 None None None +0 1839 2.758533239364624 2049.899169921875 1821.768798828125 None None None +0 1840 2.7573769092559814 2049.80126953125 1821.7666015625 None None None +0 1841 2.756246566772461 2049.72216796875 1821.7808837890625 None None None +0 1842 2.7550673484802246 2049.48828125 1821.6444091796875 None None None +0 1843 2.7538411617279053 2049.30078125 1821.5582275390625 None None None +0 1844 2.752714157104492 2049.117431640625 1821.4681396484375 None None None +0 1845 2.7515032291412354 2048.957275390625 1821.407958984375 None None None +0 1846 2.7503409385681152 2048.864013671875 1821.410888671875 None None None +0 1847 2.749091386795044 2048.705322265625 1821.3555908203125 None None None +0 1848 2.747986316680908 2048.478515625 1821.2200927734375 None None None +0 1849 2.746957302093506 2048.366943359375 1821.193603515625 None None None +0 1850 2.745929718017578 2048.197265625 1821.109130859375 None None None +0 1851 2.7447850704193115 2048.027587890625 1821.0341796875 None None None +0 1852 2.7438700199127197 2047.9510498046875 1821.0330810546875 None None None +0 1853 2.742682933807373 2047.86279296875 1821.0430908203125 None None None +0 1854 2.7414374351501465 2047.7421875 1821.025390625 None None None +0 1855 2.740447521209717 2047.7366943359375 1821.101806640625 None None None +0 1856 2.73934268951416 2047.6474609375 1821.1038818359375 None None None +0 1857 2.738150119781494 2047.4302978515625 1820.9853515625 None None None +0 1858 2.736861228942871 2047.1968994140625 1820.8585205078125 None None None +0 1859 2.7357046604156494 2046.94677734375 1820.7039794921875 None None None +0 1860 2.734530448913574 2046.856689453125 1820.7110595703125 None None None +0 1861 2.7334377765655518 2046.8797607421875 1820.824462890625 None None None +0 1862 2.732332706451416 2046.6678466796875 1820.703857421875 None None None +0 1863 2.7313265800476074 2046.54150390625 1820.66064453125 None None None +0 1864 2.7304697036743164 2046.2977294921875 1820.48779296875 None None None +0 1865 2.729412794113159 2046.035400390625 1820.3128662109375 None None None +0 1866 2.728262424468994 2045.756591796875 1820.129150390625 None None None +0 1867 2.7272658348083496 2045.6492919921875 1820.1043701171875 None None None +0 1868 2.7261264324188232 2045.4149169921875 1819.964111328125 None None None +0 1869 2.7250242233276367 2045.2261962890625 1819.86669921875 None None None +0 1870 2.72401762008667 2045.0008544921875 1819.7244873046875 None None None +0 1871 2.7229137420654297 2044.80615234375 1819.62109375 None None None +0 1872 2.721729040145874 2044.776611328125 1819.6895751953125 None None None +0 1873 2.720632791519165 2044.565673828125 1819.5693359375 None None None +0 1874 2.719648599624634 2044.3936767578125 1819.4786376953125 None None None +0 1875 2.718513250350952 2044.1829833984375 1819.3619384765625 None None None +0 1876 2.7173502445220947 2044.045654296875 1819.3206787109375 None None None +0 1877 2.71621036529541 2043.941162109375 1819.310546875 None None None +0 1878 2.7151918411254883 2043.9295654296875 1819.3831787109375 None None None +0 1879 2.7140519618988037 2043.70947265625 1819.25732421875 None None None +0 1880 2.712909460067749 2043.5028076171875 1819.145263671875 None None None +0 1881 2.711778402328491 2043.40478515625 1819.140625 None None None +0 1882 2.7106525897979736 2043.22119140625 1819.05029296875 None None None 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None None None +0 1896 2.6956787109375 2041.7806396484375 1818.8480224609375 None None None +0 1897 2.6946070194244385 2041.7305908203125 1818.8865966796875 None None None +0 1898 2.6935882568359375 2041.532958984375 1818.773193359375 None None None +0 1899 2.692570447921753 2041.3634033203125 1818.6878662109375 None None None +0 1900 2.691538095474243 2041.312744140625 1818.7225341796875 None None None +0 1901 2.6905250549316406 2041.0201416015625 1818.5137939453125 None None None +0 1902 2.6895408630371094 2040.799560546875 1818.3746337890625 None None None +0 1903 2.68845796585083 2040.633544921875 1818.298095703125 None None None +0 1904 2.6874284744262695 2040.4354248046875 1818.185302734375 None None None +0 1905 2.6864004135131836 2040.1854248046875 1818.020263671875 None None None +0 1906 2.6853697299957275 2040.04541015625 1817.965576171875 None None None +0 1907 2.684361219406128 2039.92236328125 1817.9259033203125 None None None +0 1908 2.68333101272583 2039.7020263671875 1817.7906494140625 None None None +0 1909 2.6822457313537598 2039.5357666015625 1817.714111328125 None None None +0 1910 2.6811482906341553 2039.4647216796875 1817.7337646484375 None None None +0 1911 2.680039405822754 2039.387939453125 1817.748779296875 None None None +0 1912 2.6790308952331543 2039.2506103515625 1817.6947021484375 None None None +0 1913 2.677931070327759 2039.0167236328125 1817.5516357421875 None None None +0 1914 2.6767914295196533 2038.8961181640625 1817.525390625 None None None +0 1915 2.6756980419158936 2038.6395263671875 1817.3592529296875 None None None +0 1916 2.674794912338257 2038.62744140625 1817.421875 None None None +0 1917 2.6737358570098877 2038.6019287109375 1817.4840087890625 None None None +0 1918 2.6726386547088623 2038.40771484375 1817.3804931640625 None None None +0 1919 2.671546220779419 2038.4195556640625 1817.48291015625 None None None +0 1920 2.670625925064087 2038.2767333984375 1817.416015625 None None None +0 1921 2.6695830821990967 2038.29296875 1817.5185546875 None None None +0 1922 2.668449878692627 2038.17822265625 1817.49755859375 None None None +0 1923 2.66736102104187 2038.0316162109375 1817.4410400390625 None None None +0 1924 2.66628360748291 2037.87109375 1817.36962890625 None None None +0 1925 2.6652796268463135 2037.7069091796875 1817.2884521484375 None None None +0 1926 2.6642112731933594 2037.42578125 1817.095703125 None None None +0 1927 2.663238525390625 2037.251953125 1817.0023193359375 None None None +0 1928 2.6622064113616943 2037.1446533203125 1816.98046875 None None None +0 1929 2.661170721054077 2036.92431640625 1816.845703125 None None None +0 1930 2.6600937843322754 2036.82666015625 1816.837158203125 None None None +0 1931 2.6589903831481934 2036.6561279296875 1816.7578125 None None None +0 1932 2.6579930782318115 2036.572509765625 1816.7568359375 None None None +0 1933 2.6569771766662598 2036.43994140625 1816.7081298828125 None None None +0 1934 2.655987501144409 2036.37646484375 1816.7266845703125 None None None +0 1935 2.6548657417297363 2036.1473388671875 1816.5902099609375 None None None +0 1936 2.6538076400756836 2035.9866943359375 1816.51708984375 None None None +0 1937 2.652780294418335 2035.7879638671875 1816.4034423828125 None None None +0 1938 2.6516504287719727 2035.615966796875 1816.3248291015625 None None None +0 1939 2.650644063949585 2035.434814453125 1816.2269287109375 None None None +0 1940 2.6496829986572266 2035.3746337890625 1816.2462158203125 None None None +0 1941 2.6487154960632324 2035.156005859375 1816.107666015625 None None None +0 1942 2.6476805210113525 2035.02783203125 1816.06494140625 None None None +0 1943 2.646721363067627 2034.7900390625 1815.9063720703125 None None None +0 1944 2.645618438720703 2034.5736083984375 1815.7813720703125 None None None +0 1945 2.6445329189300537 2034.34765625 1815.64501953125 None None None +0 1946 2.6434953212738037 2034.221435546875 1815.6046142578125 None None None +0 1947 2.642465353012085 2034.176513671875 1815.6448974609375 None None None +0 1948 2.6413707733154297 2034.07080078125 1815.629638671875 None None None +0 1949 2.6403732299804688 2033.885009765625 1815.5263671875 None None None +0 1950 2.639219045639038 2033.6302490234375 1815.3670654296875 None None None +0 1951 2.6381239891052246 2033.291748046875 1815.1192626953125 None None None +0 1952 2.637152671813965 2033.172119140625 1815.0799560546875 None None None +0 1953 2.6361725330352783 2032.9560546875 1814.945068359375 None None None +0 1954 2.6352574825286865 2032.7818603515625 1814.846435546875 None None None +0 1955 2.634159564971924 2032.589111328125 1814.7445068359375 None None None +0 1956 2.6333200931549072 2032.45458984375 1814.6793212890625 None None None +0 1957 2.632383346557617 2032.411376953125 1814.71337890625 None None None +0 1958 2.6314032077789307 2032.199951171875 1814.5830078125 None None None +0 1959 2.6303818225860596 2032.066162109375 1814.5338134765625 None None None +0 1960 2.6293325424194336 2031.912109375 1814.466552734375 None None None +0 1961 2.628368377685547 2031.7186279296875 1814.3526611328125 None None None +0 1962 2.627375364303589 2031.502685546875 1814.2188720703125 None None None +0 1963 2.62656831741333 2031.419677734375 1814.2025146484375 None None None +0 1964 2.625638961791992 2031.3629150390625 1814.22265625 None None None +0 1965 2.62455415725708 2031.1904296875 1814.1400146484375 None None None +0 1966 2.623687267303467 2031.1131591796875 1814.134521484375 None None None +0 1967 2.622642993927002 2030.9954833984375 1814.1031494140625 None None None +0 1968 2.6216492652893066 2030.828857421875 1814.0189208984375 None None None +0 1969 2.6206159591674805 2030.55126953125 1813.8267822265625 None None None +0 1970 2.6195690631866455 2030.3431396484375 1813.7052001953125 None None None +0 1971 2.618650436401367 2030.1728515625 1813.6109619140625 None None None +0 1972 2.6177170276641846 2030.0780029296875 1813.59326171875 None None None +0 1973 2.6168181896209717 2029.8946533203125 1813.4842529296875 None None None +0 1974 2.6158509254455566 2029.8486328125 1813.518310546875 None None None +0 1975 2.61501145362854 2029.791748046875 1813.5308837890625 None None None +0 1976 2.614069938659668 2029.7110595703125 1813.5279541015625 None None None +0 1977 2.6131675243377686 2029.5682373046875 1813.459716796875 None None None +0 1978 2.6121394634246826 2029.3651123046875 1813.341796875 None None None +0 1979 2.6111602783203125 2029.2154541015625 1813.2730712890625 None None None +0 1980 2.6102869510650635 2029.10888671875 1813.23876953125 None None None +0 1981 2.6094493865966797 2028.9808349609375 1813.179931640625 None None None +0 1982 2.6085402965545654 2028.9241943359375 1813.198486328125 None None None +0 1983 2.607516288757324 2028.8028564453125 1813.1617431640625 None None None +0 1984 2.6065478324890137 2028.6226806640625 1813.0615234375 None None None +0 1985 2.605672836303711 2028.492919921875 1813.00439453125 None None None +0 1986 2.604944944381714 2028.3187255859375 1812.8902587890625 None None None +0 1987 2.6040773391723633 2028.1236572265625 1812.7669677734375 None None None +0 1988 2.6030936241149902 2027.9105224609375 1812.635009765625 None None None +0 1989 2.6021039485931396 2027.785400390625 1812.5916748046875 None None None +0 1990 2.6012792587280273 2027.71533203125 1812.590087890625 None None None +0 1991 2.6003005504608154 2027.444580078125 1812.400146484375 None None None +0 1992 2.5994389057159424 2027.3048095703125 1812.3316650390625 None None None +0 1993 2.598571300506592 2027.3961181640625 1812.4949951171875 None None None +0 1994 2.597618579864502 2027.3597412109375 1812.537353515625 None None None +0 1995 2.5966577529907227 2027.3411865234375 1812.5982666015625 None None None +0 1996 2.5958282947540283 2027.2200927734375 1812.5457763671875 None None None +0 1997 2.5948665142059326 2027.1513671875 1812.556640625 None None None +0 1998 2.593899965286255 2027.0899658203125 1812.5751953125 None None None +0 1999 2.592879295349121 2026.855712890625 1812.42529296875 None None None +0 2000 2.5920228958129883 2026.568359375 1812.208740234375 None None None +0 2001 2.5910887718200684 2026.393310546875 1812.1109619140625 None None None +0 2002 2.5901360511779785 2026.3004150390625 1812.0968017578125 None None None +0 2003 2.589285373687744 2026.4385986328125 1812.305419921875 None None None +0 2004 2.58835506439209 2026.220703125 1812.1644287109375 None None None +0 2005 2.587390661239624 2025.9505615234375 1811.9739990234375 None None None +0 2006 2.586416482925415 2025.8670654296875 1811.9710693359375 None None None +0 2007 2.585500955581665 2025.6904296875 1811.8701171875 None None None +0 2008 2.584603786468506 2025.53173828125 1811.7857666015625 None None None +0 2009 2.583627223968506 2025.370849609375 1811.7056884765625 None None None +0 2010 2.582578659057617 2025.1983642578125 1811.6197509765625 None None None +0 2011 2.5816116333007812 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1664.2607421875 1618.2021484375 None None None +2 1945 0.5568694472312927 1664.235107421875 1618.1824951171875 None None None +2 1946 0.5568749904632568 1664.2021484375 1618.1490478515625 None None None +2 1947 0.5569921731948853 1664.369384765625 1618.306640625 None None None +2 1948 0.5569890141487122 1664.3359375 1618.2734375 None None None +2 1949 0.557003378868103 1664.38671875 1618.3231201171875 None None None +2 1950 0.5569905042648315 1664.3812255859375 1618.3187255859375 None None None +2 1951 0.5570605993270874 1664.3785400390625 1618.3101806640625 None None None +2 1952 0.557029664516449 1664.3248291015625 1618.259033203125 None None None +2 1953 0.5569505095481873 1664.2767333984375 1618.217529296875 None None None +2 1954 0.5569610595703125 1664.3026123046875 1618.242431640625 None None None +2 1955 0.5569944381713867 1664.37890625 1618.3160400390625 None None None +2 1956 0.5569280385971069 1664.42236328125 1618.364990234375 None None None +2 1957 0.5569663047790527 1664.404296875 1618.34375 None None None +2 1958 0.55689936876297 1664.34814453125 1618.2930908203125 None None None +2 1959 0.5569446086883545 1664.3798828125 1618.321044921875 None None None +2 1960 0.5568718910217285 1664.2574462890625 1618.20458984375 None None None +2 1961 0.5570154190063477 1664.2672119140625 1618.2025146484375 None None None +2 1962 0.5570887327194214 1664.283447265625 1618.212646484375 None None None +2 1963 0.5570597052574158 1664.2952880859375 1618.2269287109375 None None None +2 1964 0.557043731212616 1664.4107666015625 1618.34375 None None None +2 1965 0.5570651292800903 1664.26513671875 1618.1961669921875 None None None +2 1966 0.5570670366287231 1664.2078857421875 1618.138916015625 None None None +2 1967 0.5570430755615234 1664.1829833984375 1618.1158447265625 None None None +2 1968 0.5570730566978455 1664.1778564453125 1618.1082763671875 None None None +2 1969 0.5570290684700012 1664.103515625 1618.03759765625 None None None +2 1970 0.5570458173751831 1664.1461181640625 1618.0787353515625 None None None +2 1971 0.5569826364517212 1664.1156005859375 1618.053466796875 None None None +2 1972 0.5569378733634949 1664.08984375 1618.0313720703125 None None None +2 1973 0.5569215416908264 1664.0106201171875 1617.9534912109375 None None None +2 1974 0.556850016117096 1664.0146484375 1617.9635009765625 None None None +2 1975 0.5568031668663025 1664.04296875 1617.995849609375 None None None +2 1976 0.5567626357078552 1664.048583984375 1618.004638671875 None None None +2 1977 0.5566664934158325 1664.1029052734375 1618.0670166015625 None None None +2 1978 0.5566209554672241 1664.052734375 1618.0206298828125 None None None +2 1979 0.5565780401229858 1664.0377197265625 1618.00927734375 None None None +2 1980 0.5565872192382812 1664.072265625 1618.0430908203125 None None None +2 1981 0.5565446019172668 1664.08349609375 1618.0577392578125 None None None +2 1982 0.5565218925476074 1664.1475830078125 1618.123779296875 None None None +2 1983 0.5565077662467957 1664.063232421875 1618.04052734375 None None None +2 1984 0.5565001964569092 1664.055908203125 1618.033935546875 None None None +2 1985 0.5564953088760376 1664.033935546875 1618.0123291015625 None None None +2 1986 0.5564222931861877 1664.049072265625 1618.033447265625 None None None +2 1987 0.5563737750053406 1663.9683837890625 1617.956787109375 None None None +2 1988 0.5563631653785706 1664.0081787109375 1617.9971923828125 None None None +2 1989 0.5563245415687561 1664.0814208984375 1618.0736083984375 None None None +2 1990 0.5564008355140686 1664.017578125 1618.0035400390625 None None None +2 1991 0.5563401579856873 1663.9632568359375 1617.9542236328125 None None None +2 1992 0.5562648177146912 1663.8419189453125 1617.839111328125 None None None +2 1993 0.5562331676483154 1663.79638671875 1617.796142578125 None None None +2 1994 0.556236982345581 1663.7630615234375 1617.762451171875 None None None +2 1995 0.5562605261802673 1663.818603515625 1617.816162109375 None 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1617.804931640625 None None None +2 2009 0.5558754801750183 1663.7567138671875 1617.786376953125 None None None +2 2010 0.5558729767799377 1663.7606201171875 1617.790283203125 None None None +2 2011 0.5558170080184937 1663.7540283203125 1617.788330078125 None None None +2 2012 0.5558376908302307 1663.74560546875 1617.7781982421875 None None None +2 2013 0.5558043718338013 1663.8941650390625 1617.9293212890625 None None None +2 2014 0.5557454824447632 1663.8426513671875 1617.8829345703125 None None None +2 2015 0.5556815266609192 1663.822265625 1617.8677978515625 None None None +2 2016 0.5556252598762512 1663.7996826171875 1617.849853515625 None None None +2 2017 0.5555464029312134 1663.750244140625 1617.8070068359375 None None None +2 2018 0.5555310249328613 1663.78564453125 1617.8436279296875 None None None +2 2019 0.5555655360221863 1663.721923828125 1617.7769775390625 None None None +2 2020 0.5555314421653748 1663.7783203125 1617.836181640625 None None None +2 2021 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None None None +5 1944 0.470305472612381 1607.2598876953125 1568.3658447265625 None None None +5 1945 0.47031399607658386 1607.3175048828125 1568.4228515625 None None None +5 1946 0.4702814817428589 1607.3258056640625 1568.4339599609375 None None None +5 1947 0.47028371691703796 1607.3897705078125 1568.4976806640625 None None None +5 1948 0.47022536396980286 1607.4197998046875 1568.5325927734375 None None None +5 1949 0.4703114926815033 1607.486572265625 1568.5921630859375 None None None +5 1950 0.4703787565231323 1607.4759521484375 1568.5760498046875 None None None +5 1951 0.47040361166000366 1607.549072265625 1568.64697265625 None None None +5 1952 0.47043636441230774 1607.4996337890625 1568.5948486328125 None None None +5 1953 0.470529168844223 1607.60693359375 1568.6944580078125 None None None +5 1954 0.47053733468055725 1607.644287109375 1568.7310791015625 None None None +5 1955 0.470528244972229 1607.491943359375 1568.57958984375 None None None +5 1956 0.4705616533756256 1607.5035400390625 1568.5885009765625 None None None +5 1957 0.4704919457435608 1607.600830078125 1568.691650390625 None None None +5 1958 0.47049030661582947 1607.6976318359375 1568.78857421875 None None None +5 1959 0.47053632140159607 1607.6383056640625 1568.7254638671875 None None None +5 1960 0.470493346452713 1607.670654296875 1568.761474609375 None None None +5 1961 0.470503568649292 1607.6624755859375 1568.7525634765625 None None None +5 1962 0.4705394506454468 1607.6995849609375 1568.7867431640625 None None None +5 1963 0.47055745124816895 1607.71435546875 1568.800048828125 None None None +5 1964 0.4705389738082886 1607.733642578125 1568.8209228515625 None None None +5 1965 0.4704577326774597 1607.697509765625 1568.79150390625 None None None +5 1966 0.47050735354423523 1607.6881103515625 1568.7779541015625 None None None +5 1967 0.47047218680381775 1607.776611328125 1568.869384765625 None None None +5 1968 0.470526784658432 1607.6839599609375 1568.7720947265625 None None None 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1569.0711669921875 None None None +5 1982 0.47035109996795654 1608.0545654296875 1569.1572265625 None None None +5 1983 0.4703638553619385 1608.0906982421875 1569.1923828125 None None None +5 1984 0.47030001878738403 1608.1112060546875 1569.2181396484375 None None None +5 1985 0.47027602791786194 1608.1793212890625 1569.288330078125 None None None +5 1986 0.47021812200546265 1608.0748291015625 1569.188720703125 None None None +5 1987 0.47014349699020386 1608.0137939453125 1569.1339111328125 None None None +5 1988 0.4701637327671051 1608.1337890625 1569.2520751953125 None None None +5 1989 0.47017669677734375 1608.110595703125 1569.2279052734375 None None None +5 1990 0.47022292017936707 1608.1873779296875 1569.3009033203125 None None None +5 1991 0.4701574444770813 1608.049072265625 1569.1678466796875 None None None +5 1992 0.4700900614261627 1608.0372314453125 1569.16162109375 None None None +5 1993 0.4700828492641449 1608.0584716796875 1569.1834716796875 None None None +5 1994 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1569.481689453125 None None None +5 2007 0.4706057608127594 1608.4063720703125 1569.4876708984375 None None None +5 2008 0.4705725908279419 1608.4490966796875 1569.533203125 None None None +5 2009 0.4705977439880371 1608.5123291015625 1569.594482421875 None None None +5 2010 0.4705708920955658 1608.468994140625 1569.5533447265625 None None None +5 2011 0.47051823139190674 1608.494140625 1569.582763671875 None None None +5 2012 0.47060132026672363 1608.5003662109375 1569.5821533203125 None None None +5 2013 0.4705779254436493 1608.522216796875 1569.60595703125 None None None +5 2014 0.4706208407878876 1608.43505859375 1569.5152587890625 None None None +5 2015 0.47062745690345764 1608.46630859375 1569.5460205078125 None None None +5 2016 0.4706075191497803 1608.3955078125 1569.4769287109375 None None None +5 2017 0.4706514775753021 1608.471435546875 1569.54931640625 None None None +5 2018 0.4706636071205139 1608.4906005859375 1569.5675048828125 None None None +5 2019 0.47067025303840637 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1581.14599609375 1545.5067138671875 None None None +7 1876 0.43096721172332764 1581.001708984375 1545.3616943359375 None None None +7 1877 0.43107160925865173 1581.0413818359375 1545.392822265625 None None None +7 1878 0.4310716986656189 1581.0001220703125 1545.3515625 None None None +7 1879 0.43107870221138 1580.9571533203125 1545.3079833984375 None None None +7 1880 0.43109121918678284 1580.9425048828125 1545.2921142578125 None None None +7 1881 0.4310484528541565 1580.8988037109375 1545.251953125 None None None +7 1882 0.4310315251350403 1580.9501953125 1545.3048095703125 None None None +7 1883 0.4309852421283722 1580.9268798828125 1545.2852783203125 None None None +7 1884 0.43099939823150635 1580.9384765625 1545.2957763671875 None None None +7 1885 0.4309164583683014 1580.906494140625 1545.2706298828125 None None None +7 1886 0.43082743883132935 1580.8260498046875 1545.197509765625 None None None +7 1887 0.43082302808761597 1580.810546875 1545.182373046875 None None None +7 1888 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1580.3963623046875 1544.77880859375 None None None +7 1914 0.430692583322525 1580.3701171875 1544.7523193359375 None None None +7 1915 0.4307478070259094 1580.3131103515625 1544.6907958984375 None None None +7 1916 0.43072035908699036 1580.4478759765625 1544.8277587890625 None None None +7 1917 0.4306725561618805 1580.3662109375 1544.7501220703125 None None None +7 1918 0.43068572878837585 1580.4696044921875 1544.8525390625 None None None +7 1919 0.4306841492652893 1580.3477783203125 1544.7308349609375 None None None +7 1920 0.4306217432022095 1580.2574462890625 1544.6456298828125 None None None +7 1921 0.4307084381580353 1580.2159423828125 1544.596923828125 None None None +7 1922 0.43068820238113403 1580.0941162109375 1544.4766845703125 None None None +7 1923 0.43069425225257874 1580.0928955078125 1544.4749755859375 None None None +7 1924 0.43071821331977844 1580.108642578125 1544.4886474609375 None None None +7 1925 0.43071600794792175 1580.11083984375 1544.4910888671875 None None None +7 1926 0.4306732714176178 1580.0908203125 1544.474609375 None None None +7 1927 0.4306267499923706 1580.075439453125 1544.4630126953125 None None None +7 1928 0.43057599663734436 1580.0322265625 1544.4239501953125 None None None +7 1929 0.4305953085422516 1580.0322265625 1544.4222412109375 None None None +7 1930 0.43055519461631775 1580.0533447265625 1544.4466552734375 None None None +7 1931 0.4305601716041565 1579.958740234375 1544.3516845703125 None None None +7 1932 0.43059444427490234 1579.90869140625 1544.298828125 None None None +7 1933 0.43052464723587036 1579.83056640625 1544.2264404296875 None None None +7 1934 0.43045774102211 1579.811279296875 1544.212646484375 None None None +7 1935 0.4304554760456085 1579.9111328125 1544.312744140625 None None None +7 1936 0.43044471740722656 1579.874267578125 1544.2767333984375 None None None +7 1937 0.4304375648498535 1579.9146728515625 1544.3177490234375 None None None +7 1938 0.430446058511734 1579.7813720703125 1544.18359375 None None None +7 1939 0.4304327070713043 1579.77783203125 1544.18115234375 None None None +7 1940 0.43038707971572876 1579.7210693359375 1544.128173828125 None None None +7 1941 0.43037059903144836 1579.8280029296875 1544.236572265625 None None None +7 1942 0.43031248450279236 1579.8255615234375 1544.2388916015625 None None None +7 1943 0.43028655648231506 1579.898193359375 1544.3138427734375 None None None +7 1944 0.43025949597358704 1579.888916015625 1544.3067626953125 None None None +7 1945 0.4303149878978729 1579.929443359375 1544.3427734375 None None None +7 1946 0.4302891790866852 1579.863525390625 1544.279052734375 None None None +7 1947 0.43026846647262573 1579.9755859375 1544.392822265625 None None None +7 1948 0.4302484691143036 1580.030029296875 1544.4488525390625 None None None +7 1949 0.43018072843551636 1580.0159912109375 1544.4405517578125 None None None +7 1950 0.43015503883361816 1580.073974609375 1544.50048828125 None None None +7 1951 0.4302079677581787 1580.044189453125 1544.46630859375 None None None +7 1952 0.4301573634147644 1579.9625244140625 1544.3887939453125 None None None +7 1953 0.4301128387451172 1579.8526611328125 1544.2825927734375 None None None +7 1954 0.43011274933815 1579.812744140625 1544.2427978515625 None None None +7 1955 0.430119127035141 1579.76318359375 1544.1927490234375 None None None +7 1956 0.43003806471824646 1579.794677734375 1544.23095703125 None None None +7 1957 0.43000277876853943 1579.70068359375 1544.139892578125 None None None +7 1958 0.42998653650283813 1579.6907958984375 1544.13134765625 None None None +7 1959 0.4299831986427307 1579.7008056640625 1544.1416015625 None None None +7 1960 0.43001362681388855 1579.6597900390625 1544.0980224609375 None None None +7 1961 0.4300846457481384 1579.60400390625 1544.0362548828125 None None None +7 1962 0.4300732910633087 1579.59326171875 1544.0264892578125 None None None +7 1963 0.43010228872299194 1579.6871337890625 1544.1180419921875 None None None +7 1964 0.43007779121398926 1579.8533935546875 1544.286376953125 None None None +7 1965 0.4300764799118042 1579.85498046875 1544.2879638671875 None None None +7 1966 0.4300566017627716 1579.8177490234375 1544.25244140625 None None None +7 1967 0.4300428628921509 1579.8470458984375 1544.282958984375 None None None +7 1968 0.4300215542316437 1579.8853759765625 1544.3228759765625 None None None +7 1969 0.4300009608268738 1579.7445068359375 1544.1837158203125 None None None +7 1970 0.4300406873226166 1579.8096923828125 1544.24560546875 None None None +7 1971 0.43009886145591736 1579.7674560546875 1544.198486328125 None None None +7 1972 0.4301101267337799 1579.7691650390625 1544.1993408203125 None None None +7 1973 0.430062860250473 1579.7286376953125 1544.1627197265625 None None None +7 1974 0.4300444424152374 1579.7696533203125 1544.2052001953125 None None None +7 1975 0.4300442337989807 1579.783203125 1544.21875 None None None +7 1976 0.43002593517303467 1579.837890625 1544.27490234375 None None None +7 1977 0.4299982488155365 1579.8487548828125 1544.2880859375 None None None +7 1978 0.42994940280914307 1579.7359619140625 1544.179443359375 None None None +7 1979 0.42998358607292175 1579.8387451171875 1544.279296875 None None None +7 1980 0.42998695373535156 1579.8544921875 1544.294677734375 None None None +7 1981 0.42992913722991943 1579.943359375 1544.38818359375 None None None +7 1982 0.4298952519893646 1579.90087890625 1544.3486328125 None None None +7 1983 0.4299658536911011 1579.9324951171875 1544.374267578125 None None None +7 1984 0.4300045371055603 1579.9853515625 1544.4239501953125 None None None +7 1985 0.42997080087661743 1579.9337158203125 1544.375 None None None +7 1986 0.43000560998916626 1580.056640625 1544.4951171875 None None None +7 1987 0.43004265427589417 1580.028076171875 1544.46337890625 None None None +7 1988 0.4300117790699005 1580.063720703125 1544.5015869140625 None None None +7 1989 0.43005406856536865 1580.0223388671875 1544.456787109375 None None None +7 1990 0.43013226985931396 1580.02490234375 1544.4527587890625 None None None +7 1991 0.43011289834976196 1579.9913330078125 1544.4207763671875 None None None +7 1992 0.43008047342300415 1579.9683837890625 1544.4005126953125 None None None +7 1993 0.43003401160240173 1579.989990234375 1544.426025390625 None None None +7 1994 0.43007856607437134 1579.97607421875 1544.408447265625 None None None +7 1995 0.43009403347969055 1579.9324951171875 1544.363525390625 None None None +7 1996 0.4301066994667053 1579.9039306640625 1544.3338623046875 None None None +7 1997 0.43015944957733154 1579.9771728515625 1544.40283203125 None None None +7 1998 0.4301888942718506 1579.989013671875 1544.412109375 None None None +7 1999 0.43018242716789246 1579.99462890625 1544.418212890625 None None None +7 2000 0.4302034080028534 1579.86328125 1544.2852783203125 None None None +7 2001 0.4302150011062622 1579.7899169921875 1544.2109375 None None None +7 2002 0.4302699565887451 1579.83203125 1544.2484130859375 None None None +7 2003 0.43028736114501953 1579.850341796875 1544.2652587890625 None None None +7 2004 0.43029096722602844 1579.8197021484375 1544.234375 None None None +7 2005 0.4303199052810669 1579.729736328125 1544.14208984375 None None None +7 2006 0.43032345175743103 1579.7225341796875 1544.134521484375 None None None +7 2007 0.4303392171859741 1579.8253173828125 1544.2359619140625 None None None +7 2008 0.4304090738296509 1579.815673828125 1544.2205810546875 None None None +7 2009 0.43051910400390625 1579.895751953125 1544.29150390625 None None None +7 2010 0.4305715262889862 1579.927978515625 1544.3194580078125 None None None +7 2011 0.4306163489818573 1579.9915771484375 1544.3792724609375 None None None +7 2012 0.4306122660636902 1579.9913330078125 1544.3792724609375 None None None +7 2013 0.4306570291519165 1579.977783203125 1544.362060546875 None None None +7 2014 0.43065863847732544 1579.939208984375 1544.3233642578125 None None None +7 2015 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1537.8165283203125 None None None +8 1955 0.4181341230869293 1572.3807373046875 1537.800048828125 None None None +8 1956 0.41807496547698975 1572.433349609375 1537.8575439453125 None None None +8 1957 0.41808849573135376 1572.375732421875 1537.7989501953125 None None None +8 1958 0.41810569167137146 1572.3236083984375 1537.7452392578125 None None None +8 1959 0.41809922456741333 1572.3055419921875 1537.7275390625 None None None +8 1960 0.4180864691734314 1572.3165283203125 1537.7396240234375 None None None +8 1961 0.41816750168800354 1572.328857421875 1537.7452392578125 None None None +8 1962 0.4181528091430664 1572.2984619140625 1537.71630859375 None None None +8 1963 0.4181652069091797 1572.3031005859375 1537.7198486328125 None None None +8 1964 0.41813620924949646 1572.2662353515625 1537.685546875 None None None +8 1965 0.4181634783744812 1572.3455810546875 1537.7625732421875 None None None +8 1966 0.41821804642677307 1572.375732421875 1537.7880859375 None None None +8 1967 0.41825124621391296 1572.3717041015625 1537.7813720703125 None None None +8 1968 0.4182445704936981 1572.41748046875 1537.8277587890625 None None None +8 1969 0.41823098063468933 1572.3211669921875 1537.7325439453125 None None None +8 1970 0.4182615876197815 1572.223876953125 1537.6326904296875 None None None +8 1971 0.4181995987892151 1572.1815185546875 1537.595458984375 None None None +8 1972 0.41816064715385437 1572.165771484375 1537.5828857421875 None None None +8 1973 0.4182530343532562 1572.195068359375 1537.6044921875 None None None +8 1974 0.4182279109954834 1572.2327880859375 1537.644287109375 None None None +8 1975 0.41829657554626465 1572.2220458984375 1537.6279296875 None None None +8 1976 0.41822031140327454 1572.203125 1537.6153564453125 None None None +8 1977 0.4181983172893524 1572.221923828125 1537.635986328125 None None None +8 1978 0.41819894313812256 1572.276611328125 1537.6907958984375 None None None +8 1979 0.41820114850997925 1572.2642822265625 1537.6781005859375 None None None +8 1980 0.4181993901729584 1572.25048828125 1537.66455078125 None None None +8 1981 0.4182411730289459 1572.30029296875 1537.7109375 None None None +8 1982 0.41826242208480835 1572.3682861328125 1537.777099609375 None None None +8 1983 0.41818633675575256 1572.3572998046875 1537.7725830078125 None None None +8 1984 0.4181976616382599 1572.41455078125 1537.828857421875 None None None +8 1985 0.41821908950805664 1572.3304443359375 1537.742919921875 None None None +8 1986 0.41820013523101807 1572.3555908203125 1537.7696533203125 None None None +8 1987 0.4182634651660919 1572.446044921875 1537.8548583984375 None None None +8 1988 0.4182804524898529 1572.5048828125 1537.9122314453125 None None None +8 1989 0.41829320788383484 1572.4810791015625 1537.8873291015625 None None None +8 1990 0.41838908195495605 1572.5018310546875 1537.900146484375 None None None +8 1991 0.41839006543159485 1572.51953125 1537.9178466796875 None None None +8 1992 0.41837358474731445 1572.5159912109375 1537.9154052734375 None None None +8 1993 0.41839879751205444 1572.5762939453125 1537.9737548828125 None None None +8 1994 0.418434202671051 1572.6092529296875 1538.0037841796875 None None None +8 1995 0.41848045587539673 1572.5628662109375 1537.9534912109375 None None None +8 1996 0.4185146689414978 1572.575439453125 1537.96337890625 None None None +8 1997 0.4185081124305725 1572.5797119140625 1537.9681396484375 None None None +8 1998 0.41855910420417786 1572.503173828125 1537.88720703125 None None None +8 1999 0.4186149537563324 1572.565185546875 1537.944580078125 None None None +8 2000 0.4186014235019684 1572.5601806640625 1537.94091796875 None None None +8 2001 0.4185899496078491 1572.501708984375 1537.8834228515625 None None None +8 2002 0.4185701608657837 1572.542724609375 1537.926025390625 None None None +8 2003 0.41857242584228516 1572.599365234375 1537.982666015625 None None None +8 2004 0.4185406267642975 1572.5479736328125 1537.9339599609375 None None None 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1538.1043701171875 None None None +8 2018 0.4183661937713623 1572.730712890625 1538.1309814453125 None None None +8 2019 0.418363094329834 1572.717041015625 1538.1173095703125 None None None +8 2020 0.4183366596698761 1572.67822265625 1538.0806884765625 None None None +8 2021 0.41831734776496887 1572.612548828125 1538.0167236328125 None None None +8 2022 0.41837725043296814 1572.6546630859375 1538.0538330078125 None None None +8 2023 0.41841912269592285 1572.7393798828125 1538.135009765625 None None None +8 2024 0.4183952808380127 1572.681640625 1538.079345703125 None None None +8 2025 0.4184122085571289 1572.6356201171875 1538.0321044921875 None None None +8 2026 0.41835030913352966 1572.6175537109375 1538.0191650390625 None None None +8 2027 0.4183219075202942 1572.5447998046875 1537.94873046875 None None None +8 2028 0.41825732588768005 1572.5125732421875 1537.9217529296875 None None None +8 2029 0.4182654619216919 1572.5074462890625 1537.9158935546875 None None None +8 2030 0.41824042797088623 1572.42724609375 1537.8377685546875 None None None +8 2031 0.41823261976242065 1572.436767578125 1537.8480224609375 None None None +8 2032 0.41824978590011597 1572.423583984375 1537.833251953125 None None None +8 2033 0.41828250885009766 1572.4305419921875 1537.83740234375 None None None +8 2034 0.41834956407546997 1572.4180908203125 1537.8194580078125 None None None +8 2035 0.4183604121208191 1572.3663330078125 1537.7667236328125 None None None +8 2036 0.41842958331108093 1572.32568359375 1537.7203369140625 None None None +8 2037 0.418454110622406 1572.4278564453125 1537.8204345703125 None None None +8 2038 0.41839203238487244 1572.394775390625 1537.79248046875 None None None +8 2039 0.418440580368042 1572.3641357421875 1537.7578125 None None None +8 2040 0.4184173345565796 1572.35400390625 1537.749755859375 None None None +8 2041 0.4184126555919647 1572.3677978515625 1537.763916015625 None None None +8 2042 0.41839319467544556 1572.431640625 1537.8294677734375 None None None +8 2043 0.4183758497238159 1572.43505859375 1537.8343505859375 None None None +8 2044 0.4183647632598877 1572.425048828125 1537.8251953125 None None None +8 2045 0.4183502793312073 1572.3897705078125 1537.791259765625 None None None +8 2046 0.4183191955089569 1572.4205322265625 1537.824462890625 None None None +8 2047 0.4183051288127899 1572.4293212890625 1537.83447265625 None None None +8 2048 0.41832584142684937 1572.509521484375 1537.9129638671875 None None None +8 2049 0.4182971715927124 1572.554443359375 1537.9603271484375 None None None +8 2050 0.41828134655952454 1572.6566162109375 1538.0638427734375 None None None +8 2051 0.41824817657470703 1572.7069091796875 1538.1168212890625 None None None +8 2052 0.41821613907814026 1572.7330322265625 1538.1456298828125 None None None +8 2053 0.41821742057800293 1572.7451171875 1538.157470703125 None None None +8 2054 0.41826608777046204 1572.847412109375 1538.255859375 None None None +8 2055 0.4182738959789276 1572.8828125 1538.29052734375 None None None +8 2056 0.4183048903942108 1572.81396484375 1538.2191162109375 None None None +8 2057 0.41827747225761414 1572.76953125 1538.1768798828125 None None None +8 2058 0.4182773232460022 1572.765380859375 1538.1728515625 None None None +8 2059 0.41828790307044983 1572.72998046875 1538.1365966796875 None None None +8 2060 0.41825196146965027 1572.69970703125 1538.1094970703125 None None None +8 2061 0.41823384165763855 1572.689208984375 1538.1004638671875 None None None +8 2062 0.41821497678756714 1572.74951171875 1538.162353515625 None None None +8 2063 0.41821545362472534 1572.7159423828125 1538.128662109375 None None None +8 2064 0.41824087500572205 1572.650390625 1538.0611572265625 None None None +8 2065 0.4182188808917999 1572.6715087890625 1538.083984375 None None None +8 2066 0.41822800040245056 1572.6353759765625 1538.047119140625 None None None +8 2067 0.4182354807853699 1572.6446533203125 1538.055908203125 None None None +8 2068 0.4182446300983429 1572.5380859375 1537.948486328125 None None None +8 2069 0.4182465970516205 1572.5203857421875 1537.9306640625 None None None +8 2070 0.4182251989841461 1572.5157470703125 1537.9278564453125 None None None +8 2071 0.4182520806789398 1572.5487060546875 1537.9586181640625 None None None +8 2072 0.4181990623474121 1572.6649169921875 1538.0791015625 None None None +8 2073 0.418195903301239 1572.642822265625 1538.0572509765625 None None None +8 2074 0.41815200448036194 1572.6676025390625 1538.085693359375 None None None +8 2075 0.41811418533325195 1572.666748046875 1538.0877685546875 None None None +8 2076 0.41804733872413635 1572.6781005859375 1538.104736328125 None None None +8 2077 0.4180879592895508 1572.7125244140625 1538.1358642578125 None None None +8 2078 0.41809311509132385 1572.80615234375 1538.2291259765625 None None None +8 2079 0.41807031631469727 1572.8468017578125 1538.271728515625 None None None +8 2080 0.41802358627319336 1572.7999267578125 1538.2288818359375 None None None 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1538.187255859375 None None None +8 2094 0.41800421476364136 1572.7508544921875 1538.18115234375 None None None +8 2095 0.4180217981338501 1572.72900390625 1538.1578369140625 None None None +8 2096 0.4180268943309784 1572.7606201171875 1538.189208984375 None None None +8 2097 0.41796690225601196 1572.790771484375 1538.2242431640625 None None None +8 2098 0.4181121289730072 1572.8062744140625 1538.227783203125 None None None +8 2099 0.4181869924068451 1572.7662353515625 1538.1815185546875 None None None +8 2100 0.41821715235710144 1572.794189453125 1538.20703125 None None None +8 2101 0.41821789741516113 1572.82275390625 1538.2354736328125 None None None +8 2102 0.41825705766677856 1572.697265625 1538.106689453125 None None None +8 2103 0.4182698428630829 1572.6400146484375 1538.04833984375 None None None +8 2104 0.4184320271015167 1572.676513671875 1538.071533203125 None None None +8 2105 0.4183684289455414 1572.7344970703125 1538.134765625 None None None +8 2106 0.4184269309043884 1572.723388671875 1538.11865234375 None None None +8 2107 0.41847869753837585 1572.7010498046875 1538.092041015625 None None None +8 2108 0.41849029064178467 1572.6888427734375 1538.078857421875 None None None +8 2109 0.4185039699077606 1572.7261962890625 1538.1151123046875 None None None +8 2110 0.41855132579803467 1572.7255859375 1538.1103515625 None None None +8 2111 0.41863247752189636 1572.7362060546875 1538.1143798828125 None None None +8 2112 0.41858798265457153 1572.755126953125 1538.136962890625 None None None +8 2113 0.41856157779693604 1572.7467041015625 1538.130615234375 None None None +8 2114 0.4185255765914917 1572.7777099609375 1538.1646728515625 None None None +8 2115 0.41861283779144287 1572.7626953125 1538.142578125 None None None +8 2116 0.4185612201690674 1572.831787109375 1538.2159423828125 None None None +8 2117 0.4185772240161896 1572.7918701171875 1538.1746826171875 None None None +8 2118 0.4185943007469177 1572.7535400390625 1538.134765625 None None None +8 2119 0.41863763332366943 1572.7032470703125 1538.0809326171875 None None None +8 2120 0.41863957047462463 1572.7279052734375 1538.10546875 None None None +8 2121 0.41859933733940125 1572.7244873046875 1538.10546875 None None None +8 2122 0.41862115263938904 1572.6773681640625 1538.0565185546875 None None None +8 2123 0.41860273480415344 1572.683837890625 1538.064453125 None None None +8 2124 0.4186238646507263 1572.661865234375 1538.0406494140625 None None None +8 2125 0.41859275102615356 1572.6846923828125 1538.066162109375 None None None +8 2126 0.4186673164367676 1572.7100830078125 1538.0853271484375 None None None +8 2127 0.41864266991615295 1572.7181396484375 1538.095458984375 None None None +8 2128 0.41859838366508484 1572.7269287109375 1538.10791015625 None None None +8 2129 0.4185556471347809 1572.703369140625 1538.0877685546875 None None None +8 2130 0.4185727834701538 1572.7696533203125 1538.1527099609375 None None None +8 2131 0.41853636503219604 1572.7896728515625 1538.1756591796875 None None None +8 2132 0.4185684323310852 1572.76025390625 1538.1436767578125 None None None +8 2133 0.418525367975235 1572.6741943359375 1538.0611572265625 None None None +8 2134 0.41854017972946167 1572.683349609375 1538.0689697265625 None None None +8 2135 0.4185718894004822 1572.6661376953125 1538.0491943359375 None None None +8 2136 0.41860589385032654 1572.71630859375 1538.0965576171875 None None None +8 2137 0.41860607266426086 1572.7244873046875 1538.104736328125 None None None +8 2138 0.4186040759086609 1572.7493896484375 1538.1297607421875 None None None +8 2139 0.4186165928840637 1572.7720947265625 1538.1514892578125 None None None +8 2140 0.41857531666755676 1572.837890625 1538.2208251953125 None None None +8 2141 0.4186294972896576 1572.7337646484375 1538.112060546875 None None None +8 2142 0.418630987405777 1572.7437744140625 1538.1220703125 None None None +8 2143 0.41871926188468933 1572.722900390625 1538.0938720703125 None None None +8 2144 0.4187479317188263 1572.730224609375 1538.098876953125 None None None +8 2145 0.41879743337631226 1572.7025146484375 1538.0670166015625 None None None +8 2146 0.41884806752204895 1572.6983642578125 1538.0587158203125 None None None +8 2147 0.4188554584980011 1572.6380615234375 1537.9979248046875 None None None +8 2148 0.4189424216747284 1572.6046142578125 1537.957275390625 None None None +8 2149 0.4188763201236725 1572.6507568359375 1538.0087890625 None None None +8 2150 0.4188448190689087 1572.662841796875 1538.0235595703125 None None None +8 2151 0.4188235402107239 1572.6441650390625 1538.0067138671875 None None None +8 2152 0.41883590817451477 1572.6588134765625 1538.0201416015625 None None None +8 2153 0.4188239872455597 1572.65185546875 1538.0142822265625 None None None +8 2154 0.41884684562683105 1572.6658935546875 1538.0264892578125 None None None +8 2155 0.4188738167285919 1572.6776123046875 1538.035888671875 None None None +8 2156 0.4188534915447235 1572.7210693359375 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1530.9947509765625 None None None +9 1895 0.40313854813575745 1564.38232421875 1531.044189453125 None None None +9 1896 0.4031207859516144 1564.3360595703125 1530.9993896484375 None None None +9 1897 0.40313950181007385 1564.2845458984375 1530.9462890625 None None None +9 1898 0.4031335711479187 1564.2176513671875 1530.8797607421875 None None None +9 1899 0.4031728208065033 1564.2235107421875 1530.8824462890625 None None None +9 1900 0.40319663286209106 1564.17822265625 1530.835205078125 None None None +9 1901 0.40314629673957825 1564.1605224609375 1530.8216552734375 None None None +9 1902 0.40319955348968506 1564.2593994140625 1530.9161376953125 None None None +9 1903 0.4031555950641632 1564.2635498046875 1530.923828125 None None None +9 1904 0.40310439467430115 1564.1619873046875 1530.8265380859375 None None None +9 1905 0.40312835574150085 1564.146240234375 1530.808837890625 None None None +9 1906 0.40310361981391907 1564.095947265625 1530.7606201171875 None None None +9 1907 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1530.899658203125 None None None +9 1920 0.4029237926006317 1564.22021484375 1530.8995361328125 None None None +9 1921 0.4029276371002197 1564.113037109375 1530.7919921875 None None None +9 1922 0.40301504731178284 1564.069580078125 1530.7413330078125 None None None +9 1923 0.4030754864215851 1564.0587158203125 1530.7254638671875 None None None +9 1924 0.40318602323532104 1564.0185546875 1530.6761474609375 None None None +9 1925 0.40319961309432983 1564.0831298828125 1530.739501953125 None None None +9 1926 0.4031730592250824 1564.058349609375 1530.717041015625 None None None +9 1927 0.40320199728012085 1564.1075439453125 1530.7637939453125 None None None +9 1928 0.40329310297966003 1564.1109619140625 1530.759765625 None None None +9 1929 0.4032660722732544 1564.061279296875 1530.7122802734375 None None None +9 1930 0.4032443165779114 1564.1162109375 1530.7691650390625 None None None +9 1931 0.40321803092956543 1564.0899658203125 1530.7449951171875 None None None +9 1932 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1530.9351806640625 None None None +9 1945 0.40314292907714844 1564.256591796875 1530.9176025390625 None None None +9 1946 0.4031470715999603 1564.316162109375 1530.9769287109375 None None None +9 1947 0.40312129259109497 1564.4014892578125 1531.064453125 None None None +9 1948 0.4032404124736786 1564.3778076171875 1531.0308837890625 None None None +9 1949 0.403213232755661 1564.4730224609375 1531.1285400390625 None None None +9 1950 0.4031703770160675 1564.3651123046875 1531.024169921875 None None None +9 1951 0.40318360924720764 1564.3917236328125 1531.0498046875 None None None +9 1952 0.4031580090522766 1564.4156494140625 1531.0758056640625 None None None +9 1953 0.40308186411857605 1564.367919921875 1531.034423828125 None None None +9 1954 0.4030536413192749 1564.3541259765625 1531.02294921875 None None None +9 1955 0.40299779176712036 1564.368896484375 1531.0423583984375 None None None +9 1956 0.4030204117298126 1564.3807373046875 1531.05224609375 None None None +9 1957 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1530.7840576171875 None None None +9 1970 0.403166264295578 1564.178466796875 1530.8380126953125 None None None +9 1971 0.4032001197338104 1564.1343994140625 1530.791015625 None None None +9 1972 0.40318039059638977 1564.150146484375 1530.80859375 None None None +9 1973 0.40322524309158325 1564.2041015625 1530.8587646484375 None None None +9 1974 0.40325674414634705 1564.2137451171875 1530.8658447265625 None None None +9 1975 0.40319180488586426 1564.3204345703125 1530.9779052734375 None None None +9 1976 0.4031999707221985 1564.282470703125 1530.939208984375 None None None +9 1977 0.4032006561756134 1564.336181640625 1530.9927978515625 None None None +9 1978 0.4032610356807709 1564.376220703125 1531.02783203125 None None None +9 1979 0.40325576066970825 1564.33203125 1530.984130859375 None None None +9 1980 0.40320682525634766 1564.2454833984375 1530.901611328125 None None None +9 1981 0.4031689167022705 1564.2867431640625 1530.9459228515625 None None None +9 1982 0.4032069742679596 1564.24560546875 1530.9014892578125 None None None +9 1983 0.40323421359062195 1564.18212890625 1530.8358154296875 None None None +9 1984 0.4032314717769623 1564.142333984375 1530.79638671875 None None None +9 1985 0.4031820297241211 1564.044189453125 1530.7022705078125 None None None +9 1986 0.4031751751899719 1564.0576171875 1530.71630859375 None None None +9 1987 0.4031422734260559 1564.0513916015625 1530.7127685546875 None None None +9 1988 0.40312710404396057 1564.0823974609375 1530.7449951171875 None None None +9 1989 0.4031103253364563 1564.0079345703125 1530.671875 None None None +9 1990 0.40306752920150757 1564.0296630859375 1530.6971435546875 None None None +9 1991 0.4030315577983856 1563.977294921875 1530.647705078125 None None None +9 1992 0.4030543565750122 1564.0362548828125 1530.704833984375 None None None +9 1993 0.4030684232711792 1564.139892578125 1530.807373046875 None None None +9 1994 0.40313538908958435 1564.2000732421875 1530.862060546875 None None None +9 1995 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None +10 1952 0.3982045650482178 1561.8172607421875 1528.8851318359375 None None None +10 1953 0.3981952965259552 1561.8804931640625 1528.94921875 None None None +10 1954 0.39817410707473755 1561.931884765625 1529.0023193359375 None None None +10 1955 0.3981335461139679 1561.9521484375 1529.02587890625 None None None +10 1956 0.39805126190185547 1561.88525390625 1528.9658203125 None None None +10 1957 0.3980649411678314 1561.8370361328125 1528.91650390625 None None None +10 1958 0.39804548025131226 1561.8221435546875 1528.9033203125 None None None +10 1959 0.3980192244052887 1561.8033447265625 1528.8865966796875 None None None +10 1960 0.39796894788742065 1561.6995849609375 1528.786865234375 None None None +10 1961 0.3979831337928772 1561.6973876953125 1528.7835693359375 None None None +10 1962 0.3979477286338806 1561.6904296875 1528.779541015625 None None None +10 1963 0.3980029821395874 1561.7186279296875 1528.80322265625 None None None +10 1964 0.39801475405693054 1561.7078857421875 1528.79150390625 None None None +10 1965 0.3979663550853729 1561.6971435546875 1528.78466796875 None None None +10 1966 0.3979712128639221 1561.6453857421875 1528.7325439453125 None None None +10 1967 0.3979722857475281 1561.65234375 1528.7393798828125 None None None +10 1968 0.39791297912597656 1561.6439208984375 1528.7359619140625 None None None +10 1969 0.3978725075721741 1561.65771484375 1528.7530517578125 None None None +10 1970 0.3978410065174103 1561.666015625 1528.7640380859375 None None None +10 1971 0.39780285954475403 1561.7596435546875 1528.8609619140625 None None None +10 1972 0.3978058397769928 1561.7398681640625 1528.8409423828125 None None None +10 1973 0.3977944552898407 1561.775634765625 1528.877685546875 None None None +10 1974 0.3977676331996918 1561.876953125 1528.981201171875 None None None +10 1975 0.3977131247520447 1561.8824462890625 1528.9912109375 None None None +10 1976 0.3977023661136627 1561.9097900390625 1529.0194091796875 None None None +10 1977 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1520.3580322265625 None None None +12 1947 0.37335067987442017 1551.236083984375 1520.3609619140625 None None None +12 1948 0.37341243028640747 1551.2138671875 1520.33349609375 None None None +12 1949 0.37339407205581665 1551.186767578125 1520.3079833984375 None None None +12 1950 0.37338563799858093 1551.2156982421875 1520.3375244140625 None None None +12 1951 0.37340256571769714 1551.18310546875 1520.3035888671875 None None None +12 1952 0.37338218092918396 1551.1949462890625 1520.317138671875 None None None +12 1953 0.3733788728713989 1551.2056884765625 1520.328125 None None None +12 1954 0.37340328097343445 1551.1640625 1520.284423828125 None None None +12 1955 0.3733346462249756 1551.2398681640625 1520.365966796875 None None None +12 1956 0.37327781319618225 1551.2603759765625 1520.3912353515625 None None None +12 1957 0.373322457075119 1551.2525634765625 1520.3797607421875 None None None +12 1958 0.37329545617103577 1551.2210693359375 1520.3504638671875 None None None +12 1959 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1520.5413818359375 None None None +12 1972 0.37317636609077454 1551.390625 1520.5296630859375 None None None +12 1973 0.3731294870376587 1551.3580322265625 1520.5009765625 None None None +12 1974 0.3731476366519928 1551.4510498046875 1520.5924072265625 None None None +12 1975 0.37319105863571167 1551.519287109375 1520.6571044921875 None None None +12 1976 0.37318310141563416 1551.5455322265625 1520.6839599609375 None None None +12 1977 0.3731387257575989 1551.5992431640625 1520.7412109375 None None None +12 1978 0.37309762835502625 1551.6484375 1520.793701171875 None None None +12 1979 0.37309062480926514 1551.6661376953125 1520.8121337890625 None None None +12 1980 0.3730607032775879 1551.646728515625 1520.7952880859375 None None None +12 1981 0.37312325835227966 1551.7060546875 1520.849609375 None None None +12 1982 0.373148113489151 1551.7310791015625 1520.8724365234375 None None None +12 1983 0.3731554448604584 1551.7275390625 1520.868408203125 None None None +12 1984 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1520.786865234375 None None None +12 1997 0.3733869194984436 1551.642578125 1520.764404296875 None None None +12 1998 0.3734338581562042 1551.60595703125 1520.723876953125 None None None +12 1999 0.373445063829422 1551.572265625 1520.689208984375 None None None +12 2000 0.3734540641307831 1551.5595703125 1520.6759033203125 None None None +12 2001 0.3734471797943115 1551.4940185546875 1520.61083984375 None None None +12 2002 0.37341824173927307 1551.4449462890625 1520.564208984375 None None None +12 2003 0.373415470123291 1551.3719482421875 1520.4913330078125 None None None +12 2004 0.3734661042690277 1551.245361328125 1520.360595703125 None None None +12 2005 0.3735262453556061 1551.2901611328125 1520.4005126953125 None None None +12 2006 0.3735562264919281 1551.2294921875 1520.3372802734375 None None None +12 2007 0.37357446551322937 1551.198486328125 1520.3048095703125 None None None +12 2008 0.3735659122467041 1551.098876953125 1520.2059326171875 None None None +12 2009 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1514.3997802734375 None None None +13 1970 0.367557168006897 1544.729736328125 1514.3330078125 None None None +13 1971 0.36754822731018066 1544.7623291015625 1514.366455078125 None None None +13 1972 0.3675265908241272 1544.687744140625 1514.2935791015625 None None None +13 1973 0.3675259053707123 1544.7396240234375 1514.3455810546875 None None None +13 1974 0.3675203323364258 1544.7879638671875 1514.394287109375 None None None +13 1975 0.36747363209724426 1544.8096923828125 1514.419921875 None None None +13 1976 0.36748364567756653 1544.8065185546875 1514.4158935546875 None None None +13 1977 0.36750495433807373 1544.7930908203125 1514.4007568359375 None None None +13 1978 0.36753079295158386 1544.8162841796875 1514.4217529296875 None None None +13 1979 0.36745327711105347 1544.810302734375 1514.4222412109375 None None None +13 1980 0.3674834668636322 1544.813720703125 1514.4229736328125 None None None +13 1981 0.36750328540802 1544.7825927734375 1514.390380859375 None None None +13 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None None +20 2476 0.23827649652957916 1474.44580078125 1454.73876953125 None None None +20 2477 0.23827722668647766 1474.3944091796875 1454.6873779296875 None None None +20 2478 0.23825982213020325 1474.375244140625 1454.6695556640625 None None None +20 2479 0.2382722944021225 1474.3671875 1454.660400390625 None None None +20 2480 0.23826242983341217 1474.38623046875 1454.6802978515625 None None None +20 2481 0.23825415968894958 1474.3719482421875 1454.6666259765625 None None None +20 2482 0.23826093971729279 1474.3643798828125 1454.6585693359375 None None None +20 2483 0.23824110627174377 1474.3629150390625 1454.65869140625 None None None +20 2484 0.23824350535869598 1474.3690185546875 1454.66455078125 None None None +20 2485 0.23823900520801544 1474.352294921875 1454.648193359375 None None None +20 2486 0.23822298645973206 1474.311767578125 1454.60888671875 None None None +20 2487 0.23823295533657074 1474.373291015625 1454.669677734375 None None None +20 2488 0.23821918666362762 1474.31494140625 1454.612548828125 None None None +20 2489 0.23822256922721863 1474.3092041015625 1454.6064453125 None None None +20 2490 0.2382378876209259 1474.2730712890625 1454.5692138671875 None None None +20 2491 0.238247811794281 1474.2716064453125 1454.56689453125 None None None +20 2492 0.23826096951961517 1474.312255859375 1454.6064453125 None None None +20 2493 0.2382419854402542 1474.38330078125 1454.678955078125 None None None +20 2494 0.238211989402771 1474.389404296875 1454.6876220703125 None None None +20 2495 0.2382322996854782 1474.3927001953125 1454.689208984375 None None None +20 2496 0.2382243424654007 1474.3804931640625 1454.677734375 None None None +20 2497 0.23819968104362488 1474.381103515625 1454.680419921875 None None None +20 2498 0.2382144033908844 1474.366943359375 1454.6650390625 None None None +20 2499 0.23821699619293213 1474.338134765625 1454.635986328125 None None None +20 2500 0.23819784820079803 1474.3751220703125 1454.674560546875 None None None +20 2501 0.23819178342819214 1474.4296875 1454.7296142578125 None None None +20 2502 0.23819409310817719 1474.4786376953125 1454.7783203125 None None None +20 2503 0.23817282915115356 1474.578857421875 1454.88037109375 None None None +20 2504 0.23816120624542236 1474.6591796875 1454.9615478515625 None None None +20 2505 0.23811747133731842 1474.72998046875 1455.035888671875 None None None +20 2506 0.2381007820367813 1474.779052734375 1455.08642578125 None None None +20 2507 0.23810464143753052 1474.8582763671875 1455.165283203125 None None None +20 2508 0.23811842501163483 1474.873046875 1455.178955078125 None None None +20 2509 0.2381402850151062 1474.8525390625 1455.1566162109375 None None None +20 2510 0.23813235759735107 1474.86083984375 1455.16552734375 None None None +20 2511 0.23816022276878357 1474.8927001953125 1455.1951904296875 None None None +20 2512 0.23816263675689697 1474.8846435546875 1455.186767578125 None None None +20 2513 0.23815743625164032 1475.0018310546875 1455.304443359375 None None None +20 2514 0.2381606101989746 1475.022705078125 1455.324951171875 None None None +20 2515 0.23815804719924927 1474.998046875 1455.300537109375 None None None +20 2516 0.23812063038349152 1475.0150146484375 1455.320556640625 None None None +20 2517 0.23814009130001068 1475.017822265625 1455.32177734375 None None None +20 2518 0.23815707862377167 1474.9732666015625 1455.27587890625 None None None +20 2519 0.23818913102149963 1475.0264892578125 1455.3262939453125 None None None +20 2520 0.23817560076713562 1475.047607421875 1455.3486328125 None None None +20 2521 0.23819249868392944 1475.0615234375 1455.361083984375 None None None +20 2522 0.2381727397441864 1475.033935546875 1455.335205078125 None None None +20 2523 0.2381952553987503 1475.0518798828125 1455.351318359375 None None None +20 2524 0.23817843198776245 1475.043701171875 1455.344482421875 None None None +20 2525 0.23816043138504028 1475.058349609375 1455.36083984375 None None None +20 2526 0.2381669133901596 1475.0728759765625 1455.374755859375 None None None +20 2527 0.2381870299577713 1475.0496826171875 1455.3499755859375 None None None +20 2528 0.2381719946861267 1475.0447998046875 1455.3463134765625 None None None +20 2529 0.23816603422164917 1475.0245361328125 1455.32666015625 None None None +20 2530 0.23816470801830292 1475.025634765625 1455.3277587890625 None None None +20 2531 0.2381621152162552 1475.0048828125 1455.307373046875 None None None +20 2532 0.2381906658411026 1475.0125732421875 1455.312744140625 None None None +20 2533 0.2381957620382309 1475.030517578125 1455.3302001953125 None None None +20 2534 0.23818247020244598 1475.07373046875 1455.37451171875 None None None diff --git a/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.bias_formatting.stderr.txt b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..0fbb48bad492c351e591c6c3d45620061cadc429 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.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 +2023-07-17 00:27:40.469136: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:45.347028: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:45.352326: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 00:27:45.395398: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:07:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0 +coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s +2023-07-17 00:27:45.395519: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:45.474370: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:45.474495: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:45.492965: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:45.582159: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:45.667326: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:45.691230: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:45.695111: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:45.699161: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:45.699584: 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. +2023-07-17 00:27:45.700925: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:45.701818: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:07:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0 +coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s +2023-07-17 00:27:45.701865: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:45.701906: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:45.701951: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:45.701989: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:45.702023: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:45.702058: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:45.702092: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:45.702127: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:45.703634: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:45.705686: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:49.207142: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 00:27:49.207247: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 00:27:49.207268: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 00:27:49.211276: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14757 MB memory) -> physical GPU (device: 0, name: Tesla V100-SXM2-16GB, pci bus id: 0000:07:00.0, compute capability: 7.0) +2023-07-17 00:27:50.234117: 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.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.bias_formatting.stdout.txt b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..427c2e1e5bc8192af97affa2877689b8c122b1c3 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2/new_model_formats/bias_model_scaled diff --git a/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet.params.json b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..78de0859d4a1d8acea5b0ee8c0886c1b2da2ac70 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "82.7", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_data_params.tsv b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..11ca193800fbde0e27434c3d37ae387503a6b218 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 70.0 +counts_sum_max_thresh 8422.52 +trainings_pts_post_thresh 176052 diff --git a/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_formatting.stderr.txt b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..4c0441da5b74eaa9a5e2d397eeca6acf20c578fa --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.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 +2023-07-17 14:02:25.056234: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:27.762662: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:02:27.766355: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 14:02:28.594360: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:84:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-17 14:02:28.594467: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:28.618080: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:02:28.618198: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:02:28.628863: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:02:28.633934: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:02:28.651819: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:02:28.656568: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:02:28.657602: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:02:28.688182: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:02:28.688531: 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. +2023-07-17 14:02:28.689492: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:02:28.709104: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:84:00.0 name: NVIDIA A100-SXM4-80GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 79.15GiB deviceMemoryBandwidth: 1.85TiB/s +2023-07-17 14:02:28.709141: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:28.709169: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:02:28.709188: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:02:28.709205: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:02:28.709221: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:02:28.709236: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:02:28.709252: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:02:28.709268: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:02:28.752021: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:02:28.753499: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:31.446612: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 14:02:31.446723: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 14:02:31.446739: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 14:02:31.488338: 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: 0000:84:00.0, compute capability: 8.0) +2023-07-17 14:02:34.062604: 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.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_formatting.stdout.txt b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed6e0bf4f8c4d37d03756d22def1f1ef47f7cdbb --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2/new_model_formats/chrombpnet diff --git a/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_model_params.tsv b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..aaf209c0a8a3661cec1f737b2242e2c26eb4ef8d --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 82.7 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..b33cc64eee3224ec3760cbc5494f86d134685576 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2/new_model_formats/chrombpnet_wo_bias diff --git a/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..b33cc64eee3224ec3760cbc5494f86d134685576 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2/new_model_formats/chrombpnet_wo_bias diff --git a/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.epoch_loss.csv b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..a3f24976ffc941285052f6759940876bb528f923 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.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 +0,2.181093692779541,1785.284912109375,1965.6605224609375,0.6305587887763977,1782.347412109375,1834.4945068359375 +1,0.6010677218437195,1655.5594482421875,1705.2645263671875,0.5571905374526978,1732.5728759765625,1778.653076171875 +2,0.553074300289154,1616.42529296875,1662.16552734375,0.5464155077934265,1702.1483154296875,1747.33642578125 +3,0.5157251954078674,1592.25537109375,1634.908935546875,0.5094538927078247,1702.1962890625,1744.32763671875 +4,0.48258113861083984,1574.2000732421875,1614.1075439453125,0.48079127073287964,1675.3890380859375,1715.149658203125 +5,0.4677406847476959,1566.5352783203125,1605.2176513671875,0.5659499168395996,1719.86474609375,1766.66845703125 +6,0.44655001163482666,1553.6822509765625,1590.6099853515625,0.5233827233314514,1679.892578125,1723.1771240234375 +7,0.4313206374645233,1545.5028076171875,1581.1728515625,0.43487605452537537,1666.1151123046875,1702.0792236328125 +8,0.4182377755641937,1538.2994384765625,1572.8873291015625,0.46676456928253174,1656.7506103515625,1695.3514404296875 +9,0.4044022858142853,1532.001953125,1565.444580078125,0.44452187418937683,1661.390625,1698.1524658203125 +10,0.39738669991493225,1528.472412109375,1561.3369140625,0.4309614598751068,1656.126708984375,1691.767578125 +11,0.3852502107620239,1524.333251953125,1556.19482421875,0.4257342517375946,1658.8404541015625,1694.0482177734375 +12,0.3753523826599121,1521.8360595703125,1552.8782958984375,0.4409300684928894,1694.732177734375,1731.197509765625 +13,0.3675898611545563,1516.091552734375,1546.4910888671875,0.44796526432037354,1674.2506103515625,1711.2969970703125 +14,0.32494643330574036,1493.207275390625,1520.0791015625,0.45588597655296326,1661.10498046875,1698.8072509765625 +15,0.30724969506263733,1486.5177001953125,1511.9256591796875,0.4184685945510864,1654.1817626953125,1688.7882080078125 +16,0.2947017252445221,1479.6883544921875,1504.0609130859375,0.4464343786239624,1671.0167236328125,1707.9368896484375 +17,0.2856620252132416,1474.496826171875,1498.1197509765625,0.41405367851257324,1664.1883544921875,1698.4305419921875 +18,0.2719633877277374,1469.217041015625,1491.7098388671875,0.41869547963142395,1656.0421142578125,1690.667724609375 +19,0.2459443360567093,1458.8770751953125,1479.2188720703125,0.4331568777561188,1659.30419921875,1695.1259765625 +20,0.23818247020244598,1455.37451171875,1475.07373046875,0.42701902985572815,1671.966552734375,1707.2816162109375 diff --git a/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.stderr.txt b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f05fd00f8c03e9c295a25860ee245483d39daad --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.stderr.txt @@ -0,0 +1,332 @@ +2022-10-05 06:26:53.791919: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:37:49.637722: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:37:49.640165: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 06:37:49.683053: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 06:37:49.683177: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:37:49.715438: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:37:49.715633: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:37:49.734184: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:37:49.742904: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:37:49.773284: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:37:49.781465: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:37:49.783522: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:37:49.786251: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:37:49.786759: 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. +2022-10-05 06:37:49.786887: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:37:49.787309: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 06:37:49.787370: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:37:49.787415: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:37:49.787445: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:37:49.787475: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:37:49.787504: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:37:49.787534: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:37:49.787563: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:37:49.787592: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:37:49.788098: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:37:49.790878: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:37:51.886186: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 06:37:51.886321: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 06:37:51.886344: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 06:37:51.891759: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10912 MB memory) -> physical GPU (device: 0, name: NVIDIA TITAN V, pci bus id: 0000:83:00.0, compute capability: 7.0) +2022-10-05 06:37:53.882010: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 06:37:53.892462: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400050000 Hz +2022-10-05 06:37:54.144168: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:37:55.452562: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:37:55.463060: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:38:49.119437: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:38:51.412033: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:38:51.413276: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 06:38:51.451194: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 06:38:51.451310: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:38:51.454514: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:38:51.454617: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:38:51.456034: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:38:51.456309: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:38:51.459677: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:38:51.460442: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:38:51.460640: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:38:51.461298: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:38:51.461666: 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. +2022-10-05 06:38:51.461770: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:38:51.462088: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 06:38:51.462151: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:38:51.462181: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:38:51.462207: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:38:51.462231: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:38:51.462255: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:38:51.462279: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:38:51.462303: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:38:51.462328: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:38:51.462873: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:38:51.462920: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:38:52.109542: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 06:38:52.109671: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 06:38:52.109694: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 06:38:52.110677: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10912 MB memory) -> physical GPU (device: 0, name: NVIDIA TITAN V, pci bus id: 0000:83:00.0, compute capability: 7.0) +2022-10-05 06:48:08.940305: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 06:48:08.940892: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400050000 Hz +2022-10-05 06:48:11.247365: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:48:11.561013: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:48:11.580506: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.2112s vs `on_train_batch_end` time: 0.2957s). Check your callbacks. +2022-10-05 15:33:14.529849: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:33:18.135996: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:33:18.137243: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 15:33:18.176784: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:33:18.176907: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:33:18.180263: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:33:18.180395: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:33:18.181839: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:33:18.182169: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:33:18.185594: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:33:18.186371: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:33:18.186569: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:33:18.187256: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:33:18.187639: 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. +2022-10-05 15:33:18.187741: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:33:18.188079: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:33:18.188115: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:33:18.188146: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:33:18.188173: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:33:18.188200: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:33:18.188227: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:33:18.188253: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:33:18.188279: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:33:18.188306: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:33:18.188849: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:33:18.188895: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:33:18.847596: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 15:33:18.847715: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 15:33:18.847735: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 15:33:18.848782: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10912 MB memory) -> physical GPU (device: 0, name: NVIDIA TITAN V, pci bus id: 0000:83:00.0, compute capability: 7.0) +2022-10-05 15:35:43.969832: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 15:35:43.974891: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400050000 Hz +2022-10-05 15:35:44.107161: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:35:44.453035: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:35:44.455642: 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. +2022-10-05 15:40:49.170018: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:40:52.536774: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:40:52.538070: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 15:40:52.580380: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:40:52.580446: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:40:52.583744: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:40:52.583848: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:40:52.586096: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:40:52.586367: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:40:52.589760: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:40:52.590539: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:40:52.590736: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:40:52.591391: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:40:52.591776: 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. +2022-10-05 15:40:52.591910: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:40:52.592232: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:40:52.592267: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:40:52.592297: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:40:52.592325: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:40:52.592351: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:40:52.592377: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:40:52.592404: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:40:52.592430: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:40:52.592456: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:40:52.592953: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:40:52.593003: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:40:53.260509: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 15:40:53.260630: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 15:40:53.260652: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 15:40:53.261679: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10912 MB memory) -> physical GPU (device: 0, name: NVIDIA TITAN V, pci bus id: 0000:83:00.0, compute capability: 7.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-05 15:42:46.774292: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 15:42:46.777527: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400050000 Hz +2022-10-05 15:42:46.862811: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:42:47.163694: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:42:47.165627: 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. +2022-10-05 15:47:34.606992: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:47:38.490814: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:47:38.492074: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 15:47:38.533568: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:47:38.533679: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:47:38.537005: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:47:38.537142: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:47:38.538595: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:47:38.538887: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:47:38.542300: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:47:38.543122: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:47:38.543341: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:47:38.544309: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:47:38.544703: 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. +2022-10-05 15:47:38.544812: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:47:38.545144: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:47:38.545182: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:47:38.545223: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:47:38.545255: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:47:38.545312: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:47:38.545345: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:47:38.545374: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:47:38.545404: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:47:38.545434: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:47:38.545955: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:47:38.546005: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:47:39.223614: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 15:47:39.223735: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 15:47:39.223757: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 15:47:39.224837: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10912 MB memory) -> physical GPU (device: 0, name: NVIDIA TITAN V, pci bus id: 0000:83:00.0, compute capability: 7.0) +2022-10-05 15:49:33.972668: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 15:49:33.975090: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400050000 Hz +2022-10-05 15:49:34.031523: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:49:34.340296: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:49:34.342121: 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. +2022-10-05 15:51:13.665948: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:51:15.339835: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:51:15.341115: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 15:51:15.381977: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:51:15.382095: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:51:15.385274: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:51:15.385362: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:51:15.387572: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:51:15.387845: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:51:15.391232: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:51:15.392013: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:51:15.392209: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:51:15.392887: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:51:15.393256: 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. +2022-10-05 15:51:15.393366: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:51:15.393697: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:51:15.393742: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:51:15.393775: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:51:15.393812: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:51:15.393843: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:51:15.393872: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:51:15.393900: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:51:15.393928: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:51:15.393956: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:51:15.394444: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:51:15.394495: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:51:16.072886: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 15:51:16.073036: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 15:51:16.073061: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 15:51:16.074109: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10912 MB memory) -> physical GPU (device: 0, name: NVIDIA TITAN V, pci bus id: 0000:83:00.0, compute capability: 7.0) +WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually. +2022-10-05 15:51:37.899526: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 15:51:37.900233: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400050000 Hz +2022-10-05 15:51:38.208791: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:51:38.603821: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:51:38.605980: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:51:44.012578: W tensorflow/core/common_runtime/bfc_allocator.cc:248] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.96GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available. +2022-10-05 15:51:44.013156: W tensorflow/core/common_runtime/bfc_allocator.cc:248] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.96GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available. +2022-10-05 15:51:44.510127: W tensorflow/core/common_runtime/bfc_allocator.cc:248] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.77GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available. +2022-10-05 15:51:44.510727: W tensorflow/core/common_runtime/bfc_allocator.cc:248] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.77GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available. +mkdir: cannot create directory ‘/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_2//footprints’: File exists +2022-10-05 15:55:37.359684: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:55:39.045008: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:55:39.046245: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 15:55:39.087646: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:55:39.087768: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:55:39.090972: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:55:39.091069: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:55:39.092473: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:55:39.092746: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:55:39.096979: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:55:39.097797: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:55:39.098017: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:55:39.098664: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:55:39.099044: 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. +2022-10-05 15:55:39.099149: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 15:55:39.099473: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:83:00.0 name: NVIDIA TITAN V computeCapability: 7.0 +coreClock: 1.455GHz coreCount: 80 deviceMemorySize: 11.78GiB deviceMemoryBandwidth: 607.97GiB/s +2022-10-05 15:55:39.099523: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:55:39.099560: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:55:39.099592: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:55:39.099623: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 15:55:39.099653: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 15:55:39.099684: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 15:55:39.099714: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 15:55:39.099745: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 15:55:39.100257: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 15:55:39.100314: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 15:55:39.803897: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 15:55:39.804020: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 15:55:39.804040: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 15:55:39.805053: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10912 MB memory) -> physical GPU (device: 0, name: NVIDIA TITAN V, pci bus id: 0000:83:00.0, compute capability: 7.0) +2022-10-05 15:56:01.267164: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 15:56:01.267856: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2400050000 Hz +2022-10-05 15:56:01.477855: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 15:56:01.867977: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 15:56:01.870118: 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.ENCSR964MZQ/logfile.modelling.fold_2.ENCSR964MZQ.stdout.txt 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a/fold_2/model.chrombpnet.fold_2.ENCSR964MZQ.h5 b/fold_2/model.chrombpnet.fold_2.ENCSR964MZQ.h5 new file mode 100644 index 0000000000000000000000000000000000000000..80f308b8ecff89564190c9b42c40d9edc006e43f --- /dev/null +++ b/fold_2/model.chrombpnet.fold_2.ENCSR964MZQ.h5 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:da65cbfe4b7e9d6b9d242e6228a9bd7b62b5b5a0c4c323e84560e794ffecfd47 +size 26447928 diff --git a/fold_2/model.chrombpnet.fold_2.ENCSR964MZQ.tar b/fold_2/model.chrombpnet.fold_2.ENCSR964MZQ.tar new file mode 100644 index 0000000000000000000000000000000000000000..5e1c9858c221a05513880c5fc6b55da40a582fb9 --- /dev/null +++ b/fold_2/model.chrombpnet.fold_2.ENCSR964MZQ.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d82fbc66bf4447b6999f0ab3df97e56d0f953b39fde5904d143fdfe98f51d0fe +size 27607040 diff --git a/fold_2/model.chrombpnet_nobias.fold_2.ENCSR964MZQ.h5 b/fold_2/model.chrombpnet_nobias.fold_2.ENCSR964MZQ.h5 new file mode 100644 index 0000000000000000000000000000000000000000..5dff3518b938bc8326173474cd548ce84b6d9aa5 --- /dev/null +++ b/fold_2/model.chrombpnet_nobias.fold_2.ENCSR964MZQ.h5 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e97c6d55877a8588e06b8f523b910fb59ee5dfdc8f60d48a469054b184200756 +size 25583536 diff --git a/fold_2/model.chrombpnet_nobias.fold_2.ENCSR964MZQ.tar b/fold_2/model.chrombpnet_nobias.fold_2.ENCSR964MZQ.tar new file mode 100644 index 0000000000000000000000000000000000000000..ebcd3ba8145ead3efdb8e30eba3377e7f80c4717 --- /dev/null +++ b/fold_2/model.chrombpnet_nobias.fold_2.ENCSR964MZQ.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:49e488a49020285c825627ed655d4ed821698e97d091f259f1a13e6acc62f851 +size 26081280 diff --git a/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.args.json b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.args.json new file mode 100644 index 0000000000000000000000000000000000000000..db8220e551d0115e961f7cfb513878a769412324 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.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//ENCSR964MZQ//preprocessing/bigWigs/ENCSR964MZQ.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.batch_loss.tsv b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..549832609df71c46ce8b2fe45870f63078a3c594 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.batch_loss.tsv @@ -0,0 +1,49481 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 3.554392099380493 2355.404541015625 2063.5888671875 None None None +0 1 3.4680628776550293 2307.463623046875 2022.735595703125 None None None +0 2 3.75675368309021 2430.247802734375 2121.818115234375 None None None +0 3 3.691439151763916 2743.0576171875 2439.990478515625 None None None +0 4 3.793574094772339 2832.095947265625 2520.643310546875 None None None +0 5 3.7687747478485107 2775.960205078125 2466.543701171875 None None None +0 6 3.733952283859253 2749.765625 2443.207763671875 None None None +0 7 3.6565656661987305 2688.109130859375 2387.90478515625 None None None +0 8 3.600080728530884 2642.58642578125 2347.01953125 None None None +0 9 3.6572158336639404 2647.54443359375 2347.287109375 None None None +0 10 3.6655633449554443 2626.19189453125 2325.2490234375 None None None +0 11 3.617417335510254 2596.08740234375 2299.097412109375 None None None +0 12 3.6148171424865723 2575.6826171875 2278.906005859375 None None None +0 13 3.571659564971924 2547.708984375 2254.475830078125 None None None +0 14 3.5570409297943115 2526.216064453125 2234.18310546875 None None None +0 15 3.5196616649627686 2500.691650390625 2211.727294921875 None None None +0 16 3.5785772800445557 2524.635986328125 2230.83447265625 None None None +0 17 3.556208610534668 2499.255126953125 2207.2900390625 None None None +0 18 3.5419814586639404 2492.67529296875 2201.87841796875 None None None +0 19 3.5504329204559326 2492.543701171875 2201.052978515625 None None None +0 20 3.5208492279052734 2471.3017578125 2182.23974609375 None None None +0 21 3.4958839416503906 2459.572998046875 2172.560791015625 None None None +0 22 3.4250388145446777 2446.269775390625 2165.073974609375 None None None +0 23 3.3707199096679688 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1583.2816162109375 None None None +2 1872 0.5138494372367859 1625.4967041015625 1583.3092041015625 None None None +2 1873 0.513891339302063 1625.6016845703125 1583.410888671875 None None None +2 1874 0.5139279365539551 1625.6458740234375 1583.4521484375 None None None +2 1875 0.513893723487854 1625.7203369140625 1583.529296875 None None None +2 1876 0.513862669467926 1625.7056884765625 1583.517333984375 None None None +2 1877 0.5139182209968567 1625.76953125 1583.57666015625 None None None +2 1878 0.5138575434684753 1625.676025390625 1583.4881591796875 None None None +2 1879 0.5138663649559021 1625.681640625 1583.4930419921875 None None None +2 1880 0.5139062404632568 1625.6507568359375 1583.458740234375 None None None +2 1881 0.5139946341514587 1625.7257080078125 1583.526611328125 None None None +2 1882 0.5140079855918884 1625.7724609375 1583.572265625 None None None +2 1883 0.5139786601066589 1625.7244873046875 1583.526611328125 None None None +2 1884 0.5140091180801392 1625.7259521484375 1583.5257568359375 None None None +2 1885 0.5141072869300842 1625.8131103515625 1583.604736328125 None None None +2 1886 0.5140476822853088 1625.8609619140625 1583.657470703125 None None None +2 1887 0.5140170454978943 1625.8687744140625 1583.667724609375 None None None +2 1888 0.514061689376831 1625.9742431640625 1583.7694091796875 None None None +2 1889 0.5140447020530701 1626.04052734375 1583.8370361328125 None None None +2 1890 0.5140650868415833 1626.18359375 1583.9786376953125 None None None +2 1891 0.5140703320503235 1626.1043701171875 1583.89892578125 None None None +2 1892 0.5141196846961975 1626.0599365234375 1583.8504638671875 None None None +2 1893 0.5140566229820251 1626.045166015625 1583.8409423828125 None None None +2 1894 0.514079749584198 1625.9486083984375 1583.7423095703125 None None None +2 1895 0.5141611695289612 1626.0035400390625 1583.7906494140625 None None None +2 1896 0.5141118168830872 1625.91357421875 1583.7047119140625 None None None +2 1897 0.5142534375190735 1625.87548828125 1583.655029296875 None None None +2 1898 0.5142109990119934 1625.846923828125 1583.6298828125 None None None +2 1899 0.514236330986023 1625.699462890625 1583.4803466796875 None None None +2 1900 0.5142987966537476 1625.6356201171875 1583.411376953125 None None None +2 1901 0.5145177245140076 1625.796875 1583.5546875 None None None +2 1902 0.5145813226699829 1625.7642822265625 1583.516845703125 None None None +2 1903 0.5146523714065552 1625.8206787109375 1583.5672607421875 None None None +2 1904 0.5145860314369202 1625.920654296875 1583.6727294921875 None None None +2 1905 0.5145794749259949 1626.0689697265625 1583.8216552734375 None None None +2 1906 0.5145946145057678 1626.01171875 1583.7630615234375 None None None +2 1907 0.5146008133888245 1626.0611572265625 1583.8121337890625 None None None +2 1908 0.5145906209945679 1626.068115234375 1583.8199462890625 None None None +2 1909 0.5145755410194397 1626.0616455078125 1583.814697265625 None None None +2 1910 0.5145540237426758 1626.02783203125 1583.7825927734375 None None None +2 1911 0.5146535038948059 1626.0460205078125 1583.7926025390625 None None None +2 1912 0.5146726369857788 1626.1541748046875 1583.8992919921875 None None None +2 1913 0.514639139175415 1626.14111328125 1583.888916015625 None None None +2 1914 0.5146303176879883 1626.1123046875 1583.8609619140625 None None None +2 1915 0.5146125555038452 1626.1402587890625 1583.890380859375 None None None +2 1916 0.5146123170852661 1626.1456298828125 1583.895751953125 None None None +2 1917 0.5145571231842041 1626.114013671875 1583.8687744140625 None None None +2 1918 0.5145522356033325 1626.0992431640625 1583.8543701171875 None None None +2 1919 0.5145966410636902 1626.1605224609375 1583.9119873046875 None None None +2 1920 0.5145635008811951 1626.044677734375 1583.798828125 None None None +2 1921 0.5145230889320374 1626.060791015625 1583.818115234375 None None None +2 1922 0.5144388675689697 1626.06591796875 1583.830322265625 None None None +2 1923 0.5143635869026184 1626.0888671875 1583.8594970703125 None None None +2 1924 0.5143701434135437 1626.219482421875 1583.989501953125 None None None +2 1925 0.5143440365791321 1626.1580810546875 1583.9302978515625 None None None +2 1926 0.5144159197807312 1626.2120361328125 1583.9781494140625 None None None +2 1927 0.5144367814064026 1626.1668701171875 1583.931396484375 None None None +2 1928 0.5144520401954651 1626.2515869140625 1584.0147705078125 None None None +2 1929 0.5144684314727783 1626.244384765625 1584.0062255859375 None None None +2 1930 0.514471709728241 1626.2532958984375 1584.0147705078125 None None None +2 1931 0.5144623517990112 1626.22119140625 1583.9833984375 None None None +2 1932 0.5145007371902466 1626.2696533203125 1584.0286865234375 None None None +2 1933 0.5145747661590576 1626.2366943359375 1583.9896240234375 None None None +2 1934 0.5146049857139587 1626.378173828125 1584.128662109375 None None None +2 1935 0.5145593285560608 1626.3079833984375 1584.062255859375 None None None +2 1936 0.5145187973976135 1626.3673095703125 1584.1248779296875 None None None +2 1937 0.5144211649894714 1626.3399658203125 1584.10546875 None None None +2 1938 0.514397382736206 1626.32177734375 1584.08935546875 None None None +2 1939 0.5143827199935913 1626.32861328125 1584.0972900390625 None None None +2 1940 0.5144237875938416 1626.4595947265625 1584.224853515625 None None None +2 1941 0.5143943428993225 1626.4227294921875 1584.1905517578125 None None None +2 1942 0.5145089626312256 1626.2822265625 1584.04052734375 None None None +2 1943 0.5146415829658508 1626.3349609375 1584.0823974609375 None None None +2 1944 0.5146211385726929 1626.3375244140625 1584.086669921875 None None None +2 1945 0.5145848989486694 1626.3521728515625 1584.1043701171875 None None None +2 1946 0.5145619511604309 1626.4761962890625 1584.2303466796875 None None None +2 1947 0.5145262479782104 1626.5606689453125 1584.3177490234375 None None None +2 1948 0.5145397186279297 1626.5296630859375 1584.28564453125 None None None +2 1949 0.5144795179367065 1626.590087890625 1584.3511962890625 None None None +2 1950 0.5144485235214233 1626.585205078125 1584.3487548828125 None None None +2 1951 0.5144320726394653 1626.6217041015625 1584.386474609375 None None None +2 1952 0.5144017338752747 1626.607177734375 1584.3743896484375 None None None +2 1953 0.5143538117408752 1626.6243896484375 1584.3956298828125 None None None +2 1954 0.5143125057220459 1626.5858154296875 1584.3603515625 None None None +2 1955 0.5143521428108215 1626.562255859375 1584.3336181640625 None None None +2 1956 0.5142687559127808 1626.4859619140625 1584.26416015625 None None None +2 1957 0.5142363905906677 1626.5355224609375 1584.31640625 None None None +2 1958 0.5142478942871094 1626.4920654296875 1584.27197265625 None None None +2 1959 0.5142404437065125 1626.5260009765625 1584.306396484375 None None None +2 1960 0.51423579454422 1626.531494140625 1584.312255859375 None None None +2 1961 0.514249324798584 1626.543212890625 1584.3228759765625 None None None +2 1962 0.5141700506210327 1626.5142822265625 1584.300537109375 None None None +2 1963 0.5141138434410095 1626.58447265625 1584.37548828125 None None None +2 1964 0.5140926241874695 1626.5318603515625 1584.3245849609375 None None None +2 1965 0.5141104459762573 1626.595458984375 1584.3868408203125 None None None +2 1966 0.514031171798706 1626.624755859375 1584.4227294921875 None None None +2 1967 0.5140480399131775 1626.5704345703125 1584.366943359375 None None None +2 1968 0.5139846801757812 1626.5877685546875 1584.3895263671875 None None None +2 1969 0.5139674544334412 1626.5355224609375 1584.3387451171875 None None None +2 1970 0.5139987468719482 1626.6138916015625 1584.41455078125 None None None +2 1971 0.5139870047569275 1626.517578125 1584.3192138671875 None None None +2 1972 0.5140403509140015 1626.5455322265625 1584.3427734375 None None None +2 1973 0.5140345692634583 1626.56787109375 1584.3656005859375 None None None +2 1974 0.5140160918235779 1626.6396484375 1584.4388427734375 None None None +2 1975 0.514063835144043 1626.593017578125 1584.3883056640625 None None None +2 1976 0.5140094757080078 1626.5838623046875 1584.3836669921875 None None None +2 1977 0.5140043497085571 1626.5565185546875 1584.356689453125 None None None +2 1978 0.5140032172203064 1626.6717529296875 1584.4720458984375 None None None +2 1979 0.5139605402946472 1626.603515625 1584.4073486328125 None None None +2 1980 0.5139565467834473 1626.5426025390625 1584.3468017578125 None None None +2 1981 0.5139313340187073 1626.6014404296875 1584.40771484375 None None None +2 1982 0.5139709711074829 1626.6973876953125 1584.5003662109375 None None None +2 1983 0.5140096545219421 1626.6956787109375 1584.4954833984375 None None None +2 1984 0.5140036344528198 1626.7003173828125 1584.5006103515625 None None None +2 1985 0.5139874219894409 1626.6790771484375 1584.480712890625 None None None +2 1986 0.5140673518180847 1626.588623046875 1584.3836669921875 None None None +2 1987 0.5140635967254639 1626.547119140625 1584.3424072265625 None None None +2 1988 0.5140867233276367 1626.5096435546875 1584.3031005859375 None None None +2 1989 0.514086127281189 1626.446533203125 1584.239990234375 None None None +2 1990 0.5140421390533447 1626.3790283203125 1584.1761474609375 None None None +2 1991 0.5139512419700623 1626.355224609375 1584.15966796875 None None None +2 1992 0.5139929056167603 1626.3785400390625 1584.1796875 None None None +2 1993 0.5140568614006042 1626.3553466796875 1584.151123046875 None None None +2 1994 0.5140345096588135 1626.3333740234375 1584.1309814453125 None None None +2 1995 0.5140166282653809 1626.3326416015625 1584.131591796875 None None None +2 1996 0.5140660405158997 1626.391357421875 1584.186279296875 None None None +2 1997 0.5141010284423828 1626.4312744140625 1584.223388671875 None None None +2 1998 0.5141313672065735 1626.4180908203125 1584.2076416015625 None None None +2 1999 0.5141879320144653 1626.4354248046875 1584.22021484375 None None None +2 2000 0.5141825675964355 1626.47900390625 1584.264404296875 None None None +2 2001 0.5141716599464417 1626.3623046875 1584.1484375 None None None +2 2002 0.5141589045524597 1626.34619140625 1584.133544921875 None None None +2 2003 0.5143977403640747 1626.4071044921875 1584.1748046875 None None None +2 2004 0.5143998265266418 1626.3291015625 1584.0965576171875 None None None +2 2005 0.5143757462501526 1626.2972412109375 1584.066650390625 None None None +2 2006 0.5144193768501282 1626.212890625 1583.9788818359375 None None None +2 2007 0.514442503452301 1626.3223876953125 1584.08642578125 None None None +2 2008 0.5144116878509521 1626.379638671875 1584.1463623046875 None None None +2 2009 0.5143672227859497 1626.3299560546875 1584.1002197265625 None None None +2 2010 0.5143594145774841 1626.39599609375 1584.1669921875 None None None +2 2011 0.5143464207649231 1626.4739990234375 1584.2459716796875 None None None +2 2012 0.5143656730651855 1626.5699462890625 1584.3404541015625 None None None +2 2013 0.5144152641296387 1626.6734619140625 1584.4398193359375 None None None +2 2014 0.5143411755561829 1626.6282958984375 1584.4007568359375 None None None +2 2015 0.5143492221832275 1626.638427734375 1584.4102783203125 None None None +2 2016 0.514329731464386 1626.6578369140625 1584.43115234375 None None None +2 2017 0.5143612027168274 1626.6229248046875 1584.3936767578125 None None None +2 2018 0.5143775343894958 1626.6114501953125 1584.380859375 None None None +2 2019 0.5143533945083618 1626.6368408203125 1584.4083251953125 None None None +2 2020 0.5142847299575806 1626.6427001953125 1584.419677734375 None None None +2 2021 0.5142050981521606 1626.5904541015625 1584.3740234375 None None None +2 2022 0.5141723155975342 1626.47509765625 1584.26123046875 None None None +2 2023 0.5140953660011292 1626.4649658203125 1584.2574462890625 None None None +2 2024 0.5140631794929504 1626.3653564453125 1584.1605224609375 None None None +2 2025 0.5140500664710999 1626.306396484375 1584.1026611328125 None None None +2 2026 0.5140452980995178 1626.3284912109375 1584.125244140625 None None None +2 2027 0.5140765309333801 1626.2633056640625 1584.0574951171875 None None None +2 2028 0.5140941739082336 1626.2510986328125 1584.043701171875 None None None +2 2029 0.5140289664268494 1626.27490234375 1584.07275390625 None None None +2 2030 0.514057457447052 1626.2095947265625 1584.005126953125 None None None +2 2031 0.5139865279197693 1626.208251953125 1584.0096435546875 None None None +2 2032 0.5138915777206421 1626.1414794921875 1583.95068359375 None None None +2 2033 0.5138290524482727 1626.1705322265625 1583.9847412109375 None None None +2 2034 0.5138185024261475 1626.1558837890625 1583.970947265625 None None None +2 2035 0.5137988328933716 1626.1708984375 1583.987548828125 None None None +2 2036 0.5137812495231628 1626.2213134765625 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1626.2117919921875 1584.045654296875 None None None +2 2050 0.5136865377426147 1626.2633056640625 1584.0892333984375 None None None +2 2051 0.5137622356414795 1626.315673828125 1584.135498046875 None None None +2 2052 0.5137054920196533 1626.2808837890625 1584.10546875 None None None +2 2053 0.5137215256690979 1626.3682861328125 1584.19140625 None None None +2 2054 0.5137682557106018 1626.3916015625 1584.2109375 None None None +2 2055 0.5138019919395447 1626.3447265625 1584.1612548828125 None None None +2 2056 0.5137707591056824 1626.252197265625 1584.0711669921875 None None None +2 2057 0.51385098695755 1626.1971435546875 1584.0096435546875 None None None +2 2058 0.5140756964683533 1626.334716796875 1584.1287841796875 None None None +2 2059 0.5140773057937622 1626.3505859375 1584.14453125 None None None +2 2060 0.5140474438667297 1626.4190673828125 1584.2154541015625 None None None +2 2061 0.5141364932060242 1626.4619140625 1584.2509765625 None None None +2 2062 0.5142114162445068 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None +5 1883 0.4437732994556427 1581.8316650390625 1545.3985595703125 None None None +5 1884 0.44373592734336853 1581.7139892578125 1545.283935546875 None None None +5 1885 0.443764328956604 1581.7979736328125 1545.365478515625 None None None +5 1886 0.4437481462955475 1581.8189697265625 1545.3878173828125 None None None +5 1887 0.44374802708625793 1581.75927734375 1545.3282470703125 None None None +5 1888 0.44375330209732056 1581.7076416015625 1545.276123046875 None None None +5 1889 0.4437091052532196 1581.7171630859375 1545.2891845703125 None None None +5 1890 0.4436599314212799 1581.725830078125 1545.3018798828125 None None None +5 1891 0.4436170160770416 1581.7298583984375 1545.309326171875 None None None +5 1892 0.44360074400901794 1581.7117919921875 1545.2926025390625 None None None +5 1893 0.4435873329639435 1581.81298828125 1545.39501953125 None None None +5 1894 0.44351673126220703 1581.7618408203125 1545.3494873046875 None None None +5 1895 0.44344013929367065 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1545.440673828125 None None None +5 1921 0.4433867931365967 1581.9351806640625 1545.533203125 None None None +5 1922 0.4433695077896118 1581.98291015625 1545.5821533203125 None None None +5 1923 0.4433245360851288 1581.895263671875 1545.498291015625 None None None +5 1924 0.44338539242744446 1581.8504638671875 1545.4486083984375 None None None +5 1925 0.44335609674453735 1581.8919677734375 1545.4923095703125 None None None +5 1926 0.4433515667915344 1581.85009765625 1545.450927734375 None None None +5 1927 0.44332945346832275 1581.863525390625 1545.4661865234375 None None None +5 1928 0.44328615069389343 1581.88623046875 1545.4923095703125 None None None +5 1929 0.4432459771633148 1581.8165283203125 1545.426025390625 None None None +5 1930 0.44320017099380493 1581.947265625 1545.560546875 None None None +5 1931 0.44325101375579834 1582.0001220703125 1545.609130859375 None None None +5 1932 0.4432661831378937 1581.8922119140625 1545.5 None None None +5 1933 0.443278044462204 1581.8470458984375 1545.453857421875 None None None +5 1934 0.44330668449401855 1581.9437255859375 1545.548095703125 None None None +5 1935 0.44334593415260315 1581.97509765625 1545.576171875 None None None +5 1936 0.44334346055984497 1581.8692626953125 1545.4705810546875 None None None +5 1937 0.44328150153160095 1581.8094482421875 1545.415771484375 None None None +5 1938 0.4432913661003113 1581.7222900390625 1545.3277587890625 None None None +5 1939 0.44321587681770325 1581.7603759765625 1545.3720703125 None None None +5 1940 0.44313234090805054 1581.773681640625 1545.3922119140625 None None None +5 1941 0.443191260099411 1581.71630859375 1545.3299560546875 None None None +5 1942 0.44317761063575745 1581.5823974609375 1545.197265625 None None None +5 1943 0.44319623708724976 1581.6202392578125 1545.2333984375 None None None +5 1944 0.44318440556526184 1581.6456298828125 1545.259765625 None None None +5 1945 0.44316765666007996 1581.704833984375 1545.3204345703125 None None None +5 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None None None +5 1959 0.44307196140289307 1581.81689453125 1545.440673828125 None None None +5 1960 0.44296082854270935 1581.8148193359375 1545.44775390625 None None None +5 1961 0.44295451045036316 1581.8779296875 1545.5113525390625 None None None +5 1962 0.4429197311401367 1581.898681640625 1545.5350341796875 None None None +5 1963 0.44295957684516907 1581.816162109375 1545.44921875 None None None +5 1964 0.44295617938041687 1581.748291015625 1545.381591796875 None None None +5 1965 0.443034291267395 1581.8416748046875 1545.4686279296875 None None None +5 1966 0.4430277943611145 1581.8157958984375 1545.4432373046875 None None None +5 1967 0.4429813325405121 1581.8046875 1545.43603515625 None None None +5 1968 0.44296830892562866 1581.8199462890625 1545.4522705078125 None None None +5 1969 0.4429829716682434 1581.8516845703125 1545.4830322265625 None None None +5 1970 0.44292375445365906 1581.7796630859375 1545.415771484375 None None None +5 1971 0.4430224597454071 1581.7137451171875 1545.341796875 None None None +5 1972 0.4430195391178131 1581.7081298828125 1545.33642578125 None None None +5 1973 0.442999929189682 1581.7435302734375 1545.37353515625 None None None +5 1974 0.44297754764556885 1581.7313232421875 1545.3631591796875 None None None +5 1975 0.4429560601711273 1581.6600341796875 1545.293701171875 None None None +5 1976 0.44295063614845276 1581.7042236328125 1545.33837890625 None None None +5 1977 0.44308897852897644 1581.669677734375 1545.2923583984375 None None None +5 1978 0.44303104281425476 1581.689208984375 1545.31689453125 None None None +5 1979 0.44319528341293335 1581.796142578125 1545.41015625 None None None +5 1980 0.4432423710823059 1581.84326171875 1545.453369140625 None None None +5 1981 0.44321855902671814 1581.7574462890625 1545.36962890625 None None None +5 1982 0.4431464374065399 1581.758056640625 1545.3760986328125 None None None +5 1983 0.4431266784667969 1581.7796630859375 1545.3995361328125 None None None +5 1984 0.443158894777298 1581.8143310546875 1545.431640625 None None None +5 1985 0.44312137365341187 1581.7291259765625 1545.3494873046875 None None None +5 1986 0.4431875944137573 1581.7890625 1545.4039306640625 None None None +5 1987 0.4432220160961151 1581.81689453125 1545.428955078125 None None None +5 1988 0.4433102011680603 1581.87548828125 1545.480224609375 None None None +5 1989 0.4432392120361328 1581.7933349609375 1545.40380859375 None None None +5 1990 0.4432702958583832 1581.796875 1545.4049072265625 None None None +5 1991 0.4432205855846405 1581.8182373046875 1545.4302978515625 None None None +5 1992 0.44315198063850403 1581.7928466796875 1545.4105224609375 None None None +5 1993 0.443144828081131 1581.809326171875 1545.4276123046875 None None None +5 1994 0.44311627745628357 1581.8013916015625 1545.4219970703125 None None None +5 1995 0.4431171119213104 1581.774169921875 1545.3946533203125 None None None +5 1996 0.44312718510627747 1581.8218994140625 1545.441650390625 None None None +5 1997 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None +7 1999 0.41237807273864746 1563.4517822265625 1529.5933837890625 None None None +7 2000 0.4123956561088562 1563.4730224609375 1529.6131591796875 None None None +7 2001 0.4123874604701996 1563.47216796875 1529.6129150390625 None None None +7 2002 0.4124225974082947 1563.4549560546875 1529.5928955078125 None None None +7 2003 0.41240012645721436 1563.7103271484375 1529.85009765625 None None None +7 2004 0.41241902112960815 1563.8154296875 1529.9537353515625 None None None +7 2005 0.4124344289302826 1563.91162109375 1530.048583984375 None None None +7 2006 0.4123954176902771 1563.9373779296875 1530.0775146484375 None None None +7 2007 0.41241511702537537 1563.91259765625 1530.051025390625 None None None +7 2008 0.4123702943325043 1564.003662109375 1530.145751953125 None None None +7 2009 0.41235587000846863 1564.01025390625 1530.153564453125 None None None +7 2010 0.4123082160949707 1563.9874267578125 1530.134521484375 None None None +7 2011 0.41223832964897156 1564.010009765625 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1525.7996826171875 None None None +8 1935 0.3940635919570923 1558.1318359375 1525.77685546875 None None None +8 1936 0.39402255415916443 1558.137451171875 1525.78564453125 None None None +8 1937 0.3940078020095825 1558.0635986328125 1525.713134765625 None None None +8 1938 0.3940165042877197 1558.033935546875 1525.6827392578125 None None None +8 1939 0.3940182626247406 1558.09130859375 1525.7398681640625 None None None +8 1940 0.39409339427948 1558.05517578125 1525.6976318359375 None None None +8 1941 0.3940752446651459 1557.9993896484375 1525.643310546875 None None None +8 1942 0.393988698720932 1557.948974609375 1525.599853515625 None None None +8 1943 0.3939361572265625 1557.864013671875 1525.519287109375 None None None +8 1944 0.3939453959465027 1557.8695068359375 1525.5238037109375 None None None +8 1945 0.39392295479774475 1557.8992919921875 1525.555419921875 None None None +8 1946 0.39386308193206787 1557.90771484375 1525.56884765625 None None None +8 1947 0.3938790261745453 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1526.1234130859375 None None None +8 1973 0.39400386810302734 1558.385498046875 1526.035400390625 None None None +8 1974 0.3940452039241791 1558.4434814453125 1526.090087890625 None None None +8 1975 0.3940140902996063 1558.3641357421875 1526.0133056640625 None None None +8 1976 0.39400407671928406 1558.383544921875 1526.0335693359375 None None None +8 1977 0.3940046727657318 1558.3837890625 1526.0338134765625 None None None +8 1978 0.39409589767456055 1558.410888671875 1526.053466796875 None None None +8 1979 0.3941536843776703 1558.3836669921875 1526.021484375 None None None +8 1980 0.3941141366958618 1558.38623046875 1526.0274658203125 None None None +8 1981 0.3941210210323334 1558.2486572265625 1525.8892822265625 None None None +8 1982 0.3941681683063507 1558.3216552734375 1525.9583740234375 None None None +8 1983 0.39418697357177734 1558.294189453125 1525.929443359375 None None None +8 1984 0.39420250058174133 1558.2906494140625 1525.9246826171875 None None None +8 1985 0.39420244097709656 1558.24462890625 1525.878662109375 None None None +8 1986 0.394151508808136 1558.218017578125 1525.856201171875 None None None +8 1987 0.3942307233810425 1558.2484130859375 1525.8800048828125 None None None +8 1988 0.3941967785358429 1558.13916015625 1525.7735595703125 None None None +8 1989 0.394184410572052 1558.122802734375 1525.75830078125 None None None +8 1990 0.39419054985046387 1558.2109375 1525.8460693359375 None None None +8 1991 0.3942151665687561 1558.1910400390625 1525.8240966796875 None None None +8 1992 0.3942049741744995 1558.1436767578125 1525.7777099609375 None None None +8 1993 0.39416590332984924 1558.112060546875 1525.7491455078125 None None None +8 1994 0.3941536545753479 1558.1180419921875 1525.7562255859375 None None None +8 1995 0.39415767788887024 1558.1505126953125 1525.7884521484375 None None None +8 1996 0.3941836953163147 1558.09033203125 1525.7259521484375 None None None +8 1997 0.3942204415798187 1558.091796875 1525.7244873046875 None None None +8 1998 0.3942083418369293 1558.1058349609375 1525.739501953125 None None None +8 1999 0.3942299783229828 1558.1199951171875 1525.751953125 None None None +8 2000 0.3942606747150421 1558.2593994140625 1525.8887939453125 None None None +8 2001 0.39420443773269653 1558.2767333984375 1525.9107666015625 None None None +8 2002 0.39420565962791443 1558.330078125 1525.9639892578125 None None None +8 2003 0.39415255188941956 1558.4345703125 1526.07275390625 None None None +8 2004 0.39416512846946716 1558.466796875 1526.1038818359375 None None None +8 2005 0.3942035734653473 1558.4320068359375 1526.0660400390625 None None None +8 2006 0.39424192905426025 1558.362060546875 1525.9927978515625 None None None +8 2007 0.39421334862709045 1558.335693359375 1525.9688720703125 None None None +8 2008 0.39423662424087524 1558.2552490234375 1525.886474609375 None None None +8 2009 0.39419862627983093 1558.29248046875 1525.9268798828125 None None None +8 2010 0.3941471576690674 1558.3717041015625 1526.01025390625 None None None +8 2011 0.39411234855651855 1558.3734130859375 1526.0147705078125 None None None +8 2012 0.39412203431129456 1558.288818359375 1525.9293212890625 None None None +8 2013 0.39419636130332947 1558.2156982421875 1525.85009765625 None None None +8 2014 0.39421990513801575 1558.241455078125 1525.8739013671875 None None None +8 2015 0.39420002698898315 1558.22021484375 1525.8543701171875 None None None +8 2016 0.39423444867134094 1558.2034912109375 1525.8348388671875 None None None +8 2017 0.39422962069511414 1558.1964111328125 1525.8282470703125 None None None +8 2018 0.394206166267395 1558.202880859375 1525.836669921875 None None None +8 2019 0.394248366355896 1558.1693115234375 1525.799560546875 None None None +8 2020 0.39429837465286255 1558.1175537109375 1525.7437744140625 None None None +8 2021 0.39428630471229553 1558.108642578125 1525.73583984375 None None None +8 2022 0.39432641863822937 1558.076904296875 1525.70068359375 None None None +8 2023 0.39435410499572754 1558.0318603515625 1525.6534423828125 None None None +8 2024 0.3943757116794586 1557.9793701171875 1525.59912109375 None None None +8 2025 0.39439550042152405 1558.054443359375 1525.672607421875 None None None +8 2026 0.39436882734298706 1558.0609130859375 1525.68115234375 None None None +8 2027 0.3944856524467468 1558.091796875 1525.7025146484375 None None None +8 2028 0.39450550079345703 1558.1173095703125 1525.7264404296875 None None None +8 2029 0.3945045471191406 1558.10205078125 1525.711181640625 None None None +8 2030 0.3945313096046448 1558.046630859375 1525.653564453125 None None None +8 2031 0.39453282952308655 1558.0113525390625 1525.6181640625 None None None +8 2032 0.3946416974067688 1558.0628662109375 1525.66064453125 None None None +8 2033 0.39458727836608887 1558.0821533203125 1525.6844482421875 None None None +8 2034 0.3945190906524658 1558.157958984375 1525.7657470703125 None None None +8 2035 0.39460211992263794 1558.1103515625 1525.7113037109375 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0.394431471824646 1557.6685791015625 1525.283447265625 None None None +8 2062 0.3943931460380554 1557.6173095703125 1525.2353515625 None None None +8 2063 0.3943624794483185 1557.582763671875 1525.203369140625 None None None +8 2064 0.39437729120254517 1557.58740234375 1525.2069091796875 None None None +8 2065 0.39433687925338745 1557.5162353515625 1525.1390380859375 None None None +8 2066 0.39434105157852173 1557.4808349609375 1525.103271484375 None None None +8 2067 0.394394189119339 1557.5023193359375 1525.12060546875 None None None +8 2068 0.3944486677646637 1557.4595947265625 1525.0732421875 None None None +8 2069 0.39444500207901 1557.5430908203125 1525.1571044921875 None None None +8 2070 0.39447835087776184 1557.58740234375 1525.1986083984375 None None None +8 2071 0.39447107911109924 1557.7138671875 1525.32568359375 None None None +8 2072 0.39453357458114624 1557.82568359375 1525.432373046875 None None None +8 2073 0.3945307433605194 1558.046630859375 1525.653564453125 None 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1558.510009765625 1526.0423583984375 None None None +8 2125 0.3954496681690216 1558.5489501953125 1526.0804443359375 None None None +8 2126 0.39543840289115906 1558.5003662109375 1526.0328369140625 None None None +8 2127 0.39542922377586365 1558.48876953125 1526.02197265625 None None None +8 2128 0.3954147696495056 1558.5068359375 1526.0411376953125 None None None +8 2129 0.39540547132492065 1558.4783935546875 1526.013427734375 None None None +8 2130 0.3953544497489929 1558.5860595703125 1526.125244140625 None None None +8 2131 0.3953620493412018 1558.5556640625 1526.0943603515625 None None None +8 2132 0.3953649401664734 1558.6751708984375 1526.213623046875 None None None +8 2133 0.39535513520240784 1558.6578369140625 1526.1971435546875 None None None +8 2134 0.3953707814216614 1558.6126708984375 1526.150634765625 None None None +8 2135 0.39533892273902893 1558.64501953125 1526.1856689453125 None None None +8 2136 0.39536261558532715 1558.6475830078125 1526.186279296875 None None None 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1554.998291015625 1523.28759765625 None None None +9 1964 0.38620200753211975 1555.134765625 1523.4256591796875 None None None +9 1965 0.38621675968170166 1555.1295166015625 1523.4190673828125 None None None +9 1966 0.3862042725086212 1555.1090087890625 1523.3995361328125 None None None +9 1967 0.3861880600452423 1555.1126708984375 1523.404541015625 None None None +9 1968 0.3862031102180481 1555.1719970703125 1523.462646484375 None None None +9 1969 0.38614988327026367 1555.139892578125 1523.434814453125 None None None +9 1970 0.38619786500930786 1555.127197265625 1523.4180908203125 None None None +9 1971 0.3861846327781677 1555.1390380859375 1523.43115234375 None None None +9 1972 0.3861723244190216 1555.1728515625 1523.4659423828125 None None None +9 1973 0.38619181513786316 1555.12451171875 1523.4161376953125 None None None +9 1974 0.3861156702041626 1555.116943359375 1523.414794921875 None None None +9 1975 0.3861693739891052 1555.20361328125 1523.4970703125 None None None +9 1976 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None +9 1989 0.386076956987381 1555.455810546875 1523.7567138671875 None None None +9 1990 0.3860897719860077 1555.5003662109375 1523.8001708984375 None None None +9 1991 0.38609251379966736 1555.57177734375 1523.871337890625 None None None +9 1992 0.3860330879688263 1555.557373046875 1523.86181640625 None None None +9 1993 0.38604992628097534 1555.5504150390625 1523.8533935546875 None None None +9 1994 0.3860483467578888 1555.69384765625 1523.9969482421875 None None None +9 1995 0.38608089089393616 1555.7503662109375 1524.05078125 None None None +9 1996 0.38608163595199585 1555.7294921875 1524.030029296875 None None None +9 1997 0.3861216902732849 1555.689453125 1523.9866943359375 None None None +9 1998 0.38614147901535034 1555.720703125 1524.0162353515625 None None None +9 1999 0.38616785407066345 1555.826171875 1524.1195068359375 None None None +9 2000 0.38616299629211426 1555.775390625 1524.069091796875 None None None +9 2001 0.38615575432777405 1555.8834228515625 1524.177734375 None None None +9 2002 0.3860965371131897 1555.8284912109375 1524.127685546875 None None None +9 2003 0.38607513904571533 1555.864013671875 1524.1650390625 None None None +9 2004 0.38608378171920776 1555.8875732421875 1524.187744140625 None None None +9 2005 0.38603854179382324 1555.8441162109375 1524.1480712890625 None None None +9 2006 0.38602885603904724 1555.761962890625 1524.066650390625 None None None +9 2007 0.38604113459587097 1555.8099365234375 1524.11376953125 None None None +9 2008 0.38607048988342285 1555.804931640625 1524.1063232421875 None None None +9 2009 0.3860115110874176 1555.786865234375 1524.0931396484375 None None None +9 2010 0.38605859875679016 1555.85400390625 1524.1563720703125 None None None +9 2011 0.3859930634498596 1555.8125 1524.1201171875 None None None +9 2012 0.38597577810287476 1555.8681640625 1524.1771240234375 None None None +9 2013 0.38596704602241516 1555.809814453125 1524.1195068359375 None None None +9 2014 0.3859446942806244 1555.81591796875 1524.12744140625 None None None +9 2015 0.38589558005332947 1555.8577880859375 1524.17333984375 None None None +9 2016 0.38590899109840393 1555.812744140625 1524.1273193359375 None None None +9 2017 0.38593941926956177 1555.77734375 1524.0894775390625 None None None +9 2018 0.3859201967716217 1555.7607421875 1524.0743408203125 None None None +9 2019 0.3859153389930725 1555.854736328125 1524.1688232421875 None None None +9 2020 0.3858478367328644 1555.867919921875 1524.1876220703125 None None None +9 2021 0.38582155108451843 1555.968994140625 1524.291015625 None None None +9 2022 0.38585028052330017 1555.976806640625 1524.29638671875 None None None +9 2023 0.3858959674835205 1555.984375 1524.3001708984375 None None None +9 2024 0.3858267366886139 1555.9908447265625 1524.312255859375 None None None +9 2025 0.3858424127101898 1555.986328125 1524.306640625 None None None +9 2026 0.3858582079410553 1555.9937744140625 1524.312744140625 None None None +9 2027 0.3859134912490845 1556.0518798828125 1524.3662109375 None None None +9 2028 0.3859134316444397 1556.113037109375 1524.4273681640625 None None None +9 2029 0.38593852519989014 1556.14453125 1524.4569091796875 None None None +9 2030 0.38592615723609924 1556.1243896484375 1524.4378662109375 None None None +9 2031 0.38594850897789 1556.021484375 1524.3330078125 None None None +9 2032 0.3859498202800751 1556.0523681640625 1524.36376953125 None None None +9 2033 0.38594746589660645 1556.0609130859375 1524.37255859375 None None None +9 2034 0.3859124481678009 1555.9764404296875 1524.2908935546875 None None None +9 2035 0.3859218657016754 1555.938720703125 1524.2523193359375 None None None +9 2036 0.38590723276138306 1555.941162109375 1524.2559814453125 None None None +9 2037 0.3859204649925232 1555.9696044921875 1524.2833251953125 None None None +9 2038 0.38589268922805786 1555.9085693359375 1524.224365234375 None None None +9 2039 0.38581040501594543 1555.881103515625 1524.2037353515625 None None None +9 2040 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None None None +9 2053 0.3858965039253235 1556.1260986328125 1524.4417724609375 None None None +9 2054 0.3858436346054077 1556.08740234375 1524.407470703125 None None None +9 2055 0.38583511114120483 1556.0618896484375 1524.3826904296875 None None None +9 2056 0.3858586549758911 1556.0623779296875 1524.38134765625 None None None +9 2057 0.38597509264945984 1555.99072265625 1524.3001708984375 None None None +9 2058 0.38597550988197327 1556.094482421875 1524.40380859375 None None None +9 2059 0.3859913647174835 1556.02880859375 1524.3367919921875 None None None +9 2060 0.38595566153526306 1556.0384521484375 1524.349365234375 None None None +9 2061 0.38594019412994385 1556.0869140625 1524.3990478515625 None None None +9 2062 0.3859160542488098 1556.0247802734375 1524.3389892578125 None None None +9 2063 0.3858814537525177 1555.955078125 1524.272216796875 None None None +9 2064 0.385894238948822 1556.0333251953125 1524.349365234375 None None None +9 2065 0.38584762811660767 1556.007568359375 1524.327392578125 None None None +9 2066 0.38585641980171204 1555.983154296875 1524.3023681640625 None None None +9 2067 0.3858141005039215 1555.879638671875 1524.2022705078125 None None None +9 2068 0.3858901560306549 1555.921875 1524.23828125 None None None +9 2069 0.3858839273452759 1555.8609619140625 1524.177978515625 None None None +9 2070 0.38582348823547363 1555.8870849609375 1524.2091064453125 None None None +9 2071 0.3858683705329895 1555.8037109375 1524.1219482421875 None None None +9 2072 0.3858996629714966 1555.7760009765625 1524.091796875 None None None +9 2073 0.38588467240333557 1555.8958740234375 1524.2127685546875 None None None +9 2074 0.38587236404418945 1555.8424072265625 1524.160400390625 None None None +9 2075 0.3858892321586609 1555.7860107421875 1524.1025390625 None None None +9 2076 0.38588500022888184 1555.817626953125 1524.134521484375 None None None +9 2077 0.38590192794799805 1555.800537109375 1524.115966796875 None None None +9 2078 0.3859204649925232 1555.757568359375 1524.0714111328125 None None None +9 2079 0.38591229915618896 1555.7208251953125 1524.035400390625 None None None +9 2080 0.38588693737983704 1555.7342529296875 1524.0509033203125 None None None +9 2081 0.3858722746372223 1555.751708984375 1524.0697021484375 None None None +9 2082 0.38588449358940125 1555.7930908203125 1524.1099853515625 None None None +9 2083 0.3858790397644043 1555.8577880859375 1524.17529296875 None None None +9 2084 0.3859204947948456 1555.8446044921875 1524.1585693359375 None None None +9 2085 0.3858926296234131 1555.89208984375 1524.208251953125 None None None +9 2086 0.38588082790374756 1555.80126953125 1524.1182861328125 None None None +9 2087 0.38587528467178345 1555.7628173828125 1524.080322265625 None None None +9 2088 0.38583579659461975 1555.7545166015625 1524.0751953125 None None None +9 2089 0.38582825660705566 1555.8204345703125 1524.1417236328125 None None None +9 2090 0.3857717514038086 1555.8067626953125 1524.1326904296875 None None None +9 2091 0.38571929931640625 1555.7642822265625 1524.094482421875 None None None +9 2092 0.38573169708251953 1555.7806396484375 1524.10986328125 None None None +9 2093 0.385674387216568 1555.73046875 1524.064453125 None None None +9 2094 0.3857210874557495 1555.7325439453125 1524.062744140625 None None None +9 2095 0.38572239875793457 1555.6866455078125 1524.0166015625 None None None +9 2096 0.38572126626968384 1555.6446533203125 1523.9747314453125 None None None +9 2097 0.3856867849826813 1555.635498046875 1523.968505859375 None None None +9 2098 0.3857085108757019 1555.670654296875 1524.001708984375 None None None +9 2099 0.3856540322303772 1555.6368408203125 1523.972412109375 None None None +9 2100 0.3856314420700073 1555.6234130859375 1523.9609375 None None None +9 2101 0.38564321398735046 1555.581298828125 1523.917724609375 None None None +9 2102 0.38559168577194214 1555.6138916015625 1523.95458984375 None None None +9 2103 0.38557687401771545 1555.65673828125 1523.998779296875 None None None +9 2104 0.38558775186538696 1555.7210693359375 1524.062255859375 None None None +9 2105 0.38555705547332764 1555.721923828125 1524.0655517578125 None None None +9 2106 0.3855116069316864 1555.711669921875 1524.0589599609375 None None None +9 2107 0.38553813099861145 1555.7802734375 1524.12548828125 None None None +9 2108 0.3855298161506653 1555.6605224609375 1524.00634765625 None None None +9 2109 0.38552749156951904 1555.7476806640625 1524.09375 None None None +9 2110 0.38559144735336304 1555.74755859375 1524.08837890625 None None None +9 2111 0.38561296463012695 1555.631103515625 1523.969970703125 None None None +9 2112 0.3856421411037445 1555.60205078125 1523.9384765625 None None None +9 2113 0.3856762945652008 1555.5333251953125 1523.8670654296875 None None None +9 2114 0.38564690947532654 1555.5775146484375 1523.9136962890625 None None None +9 2115 0.38560283184051514 1555.5653076171875 1523.9051513671875 None None None +9 2116 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1523.8670654296875 None None None +9 2142 0.38547801971435547 1555.5360107421875 1523.8858642578125 None None None +9 2143 0.38549959659576416 1555.645751953125 1523.993896484375 None None None +9 2144 0.3855806291103363 1555.5574951171875 1523.89892578125 None None None +9 2145 0.3855631351470947 1555.4490966796875 1523.7919921875 None None None +9 2146 0.38550859689712524 1555.50244140625 1523.849853515625 None None None +9 2147 0.3856182396411896 1555.6234130859375 1523.9619140625 None None None +9 2148 0.3856523931026459 1555.5166015625 1523.852294921875 None None None +9 2149 0.3856550455093384 1555.4884033203125 1523.8238525390625 None None None +9 2150 0.3856271207332611 1555.50927734375 1523.846923828125 None None None +9 2151 0.38559967279434204 1555.546875 1523.8868408203125 None None None +9 2152 0.3856404423713684 1555.5386962890625 1523.875244140625 None None None +9 2153 0.3856978416442871 1555.5316162109375 1523.863525390625 None None None +9 2154 0.38569211959838867 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1548.800048828125 1517.9158935546875 None None None +10 1928 0.3761664927005768 1548.775146484375 1517.8912353515625 None None None +10 1929 0.37612152099609375 1548.762939453125 1517.8828125 None None None +10 1930 0.37603384256362915 1548.6572265625 1517.7843017578125 None None None +10 1931 0.37599197030067444 1548.5472412109375 1517.677734375 None None None +10 1932 0.3759412169456482 1548.5517578125 1517.6864013671875 None None None +10 1933 0.3759359121322632 1548.4744873046875 1517.609619140625 None None None +10 1934 0.37591004371643066 1548.513671875 1517.65087890625 None None None +10 1935 0.3759024441242218 1548.5616455078125 1517.6995849609375 None None None +10 1936 0.37589573860168457 1548.6278076171875 1517.766357421875 None None None +10 1937 0.37587565183639526 1548.6463623046875 1517.7864990234375 None None None +10 1938 0.3758234679698944 1548.65625 1517.800537109375 None None None +10 1939 0.3757903575897217 1548.6934814453125 1517.840576171875 None None None +10 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None None None +10 1965 0.3756227493286133 1548.6826171875 1517.843505859375 None None None +10 1966 0.375624418258667 1548.7340087890625 1517.894775390625 None None None +10 1967 0.3756154477596283 1548.713623046875 1517.8751220703125 None None None +10 1968 0.3756053149700165 1548.6514892578125 1517.813720703125 None None None +10 1969 0.3755529224872589 1548.746826171875 1517.9134521484375 None None None +10 1970 0.3755241334438324 1548.7099609375 1517.87890625 None None None +10 1971 0.37550514936447144 1548.7403564453125 1517.910888671875 None None None +10 1972 0.3754740059375763 1548.743408203125 1517.9163818359375 None None None +10 1973 0.3754641115665436 1548.7421875 1517.9158935546875 None None None +10 1974 0.3754832446575165 1548.760986328125 1517.9332275390625 None None None +10 1975 0.37557411193847656 1548.6923828125 1517.857177734375 None None None +10 1976 0.37548333406448364 1548.613037109375 1517.7852783203125 None None None +10 1977 0.37551867961883545 1548.6165771484375 1517.785888671875 None None None +10 1978 0.3755660355091095 1548.6417236328125 1517.8070068359375 None None None +10 1979 0.37557053565979004 1548.64453125 1517.8095703125 None None None +10 1980 0.37556084990501404 1548.60009765625 1517.7659912109375 None None None +10 1981 0.37552303075790405 1548.537109375 1517.7060546875 None None None +10 1982 0.3754686117172241 1548.4853515625 1517.65869140625 None None None +10 1983 0.3754761219024658 1548.460693359375 1517.6334228515625 None None None +10 1984 0.37549877166748047 1548.5438232421875 1517.7147216796875 None None None +10 1985 0.37547430396080017 1548.4600830078125 1517.6329345703125 None None None +10 1986 0.37544694542884827 1548.4276123046875 1517.602783203125 None None None +10 1987 0.3754274249076843 1548.409423828125 1517.586181640625 None None None +10 1988 0.37545761466026306 1548.4078369140625 1517.58203125 None None None +10 1989 0.3754090666770935 1548.36767578125 1517.5457763671875 None None None 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None +12 1854 0.36451610922813416 1538.99951171875 1509.07275390625 None None None +12 1855 0.3644864857196808 1538.8968505859375 1508.97265625 None None None +12 1856 0.36449024081230164 1538.842041015625 1508.9176025390625 None None None +12 1857 0.3644810914993286 1538.85302734375 1508.9293212890625 None None None +12 1858 0.3645049035549164 1538.8546142578125 1508.928955078125 None None None +12 1859 0.364485502243042 1538.7677001953125 1508.8436279296875 None None None +12 1860 0.36452755331993103 1538.7515869140625 1508.8240966796875 None None None +12 1861 0.3645252287387848 1538.904541015625 1508.9771728515625 None None None +12 1862 0.36448782682418823 1538.879638671875 1508.955322265625 None None None +12 1863 0.3644903898239136 1538.8619384765625 1508.9375 None None None +12 1864 0.36448565125465393 1538.829345703125 1508.9052734375 None None None +12 1865 0.36449095606803894 1538.8397216796875 1508.9151611328125 None None None +12 1866 0.36452922224998474 1538.8011474609375 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1508.9638671875 None None None +12 1892 0.3642663061618805 1538.9019775390625 1508.9954833984375 None None None +12 1893 0.3642391562461853 1538.8765869140625 1508.9722900390625 None None None +12 1894 0.3642195463180542 1538.927734375 1509.02490234375 None None None +12 1895 0.3642040193080902 1538.9107666015625 1509.00927734375 None None None +12 1896 0.3641608655452728 1538.9517822265625 1509.0537109375 None None None +12 1897 0.36410292983055115 1538.92626953125 1509.0330810546875 None None None +12 1898 0.36408504843711853 1538.9417724609375 1509.050048828125 None None None +12 1899 0.3641134202480316 1538.888427734375 1508.994384765625 None None None +12 1900 0.364087849855423 1538.841552734375 1508.9495849609375 None None None +12 1901 0.36410677433013916 1538.74560546875 1508.852294921875 None None None +12 1902 0.3641577959060669 1538.7469482421875 1508.8494873046875 None None None +12 1903 0.3641100227832794 1538.7041015625 1508.8104248046875 None None None +12 1904 0.3641118109226227 1538.62646484375 1508.732666015625 None None None +12 1905 0.36416134238243103 1538.62744140625 1508.7296142578125 None None None +12 1906 0.3641490042209625 1538.5850830078125 1508.688232421875 None None None +12 1907 0.36414992809295654 1538.6549072265625 1508.7578125 None None None +12 1908 0.36413565278053284 1538.6553955078125 1508.759521484375 None None None +12 1909 0.36409246921539307 1538.625 1508.7325439453125 None None None +12 1910 0.364074170589447 1538.7147216796875 1508.8236083984375 None None None +12 1911 0.3640958368778229 1538.73291015625 1508.840087890625 None None None +12 1912 0.36403435468673706 1538.787109375 1508.8994140625 None None None +12 1913 0.3641003966331482 1538.778564453125 1508.885498046875 None None None +12 1914 0.36414986848831177 1538.7608642578125 1508.8636474609375 None None None +12 1915 0.36408334970474243 1538.8460693359375 1508.954345703125 None None None +12 1916 0.3640827536582947 1538.7635498046875 1508.871826171875 None None None +12 1917 0.3640570640563965 1538.7098388671875 1508.8203125 None None None +12 1918 0.3641377091407776 1538.6947021484375 1508.798583984375 None None None +12 1919 0.3641985356807709 1538.7421875 1508.841064453125 None None None +12 1920 0.3641473650932312 1538.760498046875 1508.8636474609375 None None None +12 1921 0.3641993999481201 1538.729736328125 1508.82861328125 None None None +12 1922 0.3641948997974396 1538.6971435546875 1508.7962646484375 None None None +12 1923 0.3641418218612671 1538.7286376953125 1508.832275390625 None None None +12 1924 0.36416059732437134 1538.644287109375 1508.746337890625 None None None +12 1925 0.36409276723861694 1538.7083740234375 1508.8160400390625 None None None +12 1926 0.36408883333206177 1538.6309814453125 1508.7391357421875 None None None +12 1927 0.36412832140922546 1538.6673583984375 1508.7723388671875 None None None +12 1928 0.364135205745697 1538.6876220703125 1508.7919921875 None None None +12 1929 0.3641752302646637 1538.64697265625 1508.748046875 None None None +12 1930 0.364203542470932 1538.5989990234375 1508.6978759765625 None None None +12 1931 0.36419379711151123 1538.5914306640625 1508.691162109375 None None None +12 1932 0.3641754388809204 1538.54638671875 1508.6475830078125 None None None +12 1933 0.3641607165336609 1538.533935546875 1508.6363525390625 None None None +12 1934 0.3641625642776489 1538.5008544921875 1508.60302734375 None None None +12 1935 0.3640914261341095 1538.458251953125 1508.5662841796875 None None None +12 1936 0.3640645146369934 1538.42138671875 1508.5316162109375 None None None +12 1937 0.3640167713165283 1538.4105224609375 1508.524658203125 None None None +12 1938 0.364012748003006 1538.3194580078125 1508.4339599609375 None None None +12 1939 0.36400383710861206 1538.3284912109375 1508.4437255859375 None None None +12 1940 0.3640114665031433 1538.3917236328125 1508.50634765625 None None None +12 1941 0.3639582693576813 1538.3890380859375 1508.5081787109375 None None None +12 1942 0.3639647960662842 1538.3707275390625 1508.4892578125 None None None +12 1943 0.36392146348953247 1538.384521484375 1508.506591796875 None None None +12 1944 0.363905668258667 1538.3121337890625 1508.4354248046875 None None None +12 1945 0.3639410138130188 1538.3062744140625 1508.4266357421875 None None None +12 1946 0.36394327878952026 1538.339599609375 1508.4598388671875 None None None +12 1947 0.36390042304992676 1538.3148193359375 1508.4384765625 None None None +12 1948 0.36393535137176514 1538.36767578125 1508.488525390625 None None None +12 1949 0.3639880418777466 1538.4146728515625 1508.53125 None None None +12 1950 0.36398062109947205 1538.5032958984375 1508.620361328125 None None None +12 1951 0.3639686703681946 1538.4547119140625 1508.57275390625 None None None +12 1952 0.36396193504333496 1538.4664306640625 1508.5850830078125 None None None +12 1953 0.3639165461063385 1538.4212646484375 1508.543701171875 None None None +12 1954 0.36396127939224243 1538.384033203125 1508.5028076171875 None None None +12 1955 0.36395323276519775 1538.342529296875 1508.4620361328125 None None None +12 1956 0.36391904950141907 1538.2762451171875 1508.398681640625 None None None +12 1957 0.3639112710952759 1538.274169921875 1508.397216796875 None None None +12 1958 0.36394914984703064 1538.300537109375 1508.42041015625 None None None +12 1959 0.36392685770988464 1538.32861328125 1508.4503173828125 None None None +12 1960 0.3639224171638489 1538.3326416015625 1508.45458984375 None None None +12 1961 0.3639065623283386 1538.3154296875 1508.438720703125 None None None +12 1962 0.36392372846603394 1538.2032470703125 1508.324951171875 None None None +12 1963 0.3639843463897705 1538.0592041015625 1508.176025390625 None None None +12 1964 0.3639829754829407 1538.0670166015625 1508.1839599609375 None None None +12 1965 0.363974392414093 1538.0078125 1508.12548828125 None None None +12 1966 0.3639753758907318 1538.03076171875 1508.1483154296875 None None None 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1538.0938720703125 1508.215576171875 None None None +12 1980 0.3639574646949768 1538.066650390625 1508.1856689453125 None None None +12 1981 0.36396247148513794 1538.0469970703125 1508.1656494140625 None None None +12 1982 0.3639673888683319 1537.99462890625 1508.11279296875 None None None +12 1983 0.36406221985816956 1537.9666748046875 1508.0770263671875 None None None +12 1984 0.3640506863594055 1538.0208740234375 1508.1322021484375 None None None +12 1985 0.3640124797821045 1537.951904296875 1508.06640625 None None None +12 1986 0.3640383780002594 1537.887451171875 1507.999755859375 None None None +12 1987 0.36408531665802 1537.8580322265625 1507.966552734375 None None None +12 1988 0.36410388350486755 1537.809814453125 1507.9169921875 None None None +12 1989 0.3641403615474701 1537.8345947265625 1507.938720703125 None None None +12 1990 0.364103227853775 1537.8780517578125 1507.9852294921875 None None None +12 1991 0.36417174339294434 1537.8768310546875 1507.9783935546875 None None None +12 1992 0.3642101287841797 1537.8665771484375 1507.965087890625 None None None +12 1993 0.3641849756240845 1537.7589111328125 1507.859375 None None None +12 1994 0.3641699254512787 1537.742431640625 1507.84423828125 None None None +12 1995 0.36420655250549316 1537.7420654296875 1507.8408203125 None None None +12 1996 0.36420655250549316 1537.7845458984375 1507.8831787109375 None None None +12 1997 0.36430490016937256 1537.7476806640625 1507.83837890625 None None None +12 1998 0.36431726813316345 1537.8746337890625 1507.9642333984375 None None None +12 1999 0.36430346965789795 1537.926513671875 1508.0174560546875 None None None +12 2000 0.3643440008163452 1538.0037841796875 1508.0914306640625 None None None +12 2001 0.3643486797809601 1538.0863037109375 1508.1734619140625 None None None +12 2002 0.3643546402454376 1538.0928955078125 1508.1795654296875 None None None +12 2003 0.36432600021362305 1538.0699462890625 1508.1590576171875 None None None +12 2004 0.36434170603752136 1538.0439453125 1508.1318359375 None None None +12 2005 0.36426353454589844 1537.9293212890625 1508.0235595703125 None None None +12 2006 0.36426791548728943 1537.898193359375 1507.9920654296875 None None None +12 2007 0.36430418491363525 1537.9569091796875 1508.0477294921875 None None None +12 2008 0.36427217721939087 1537.8863525390625 1507.979736328125 None None None +12 2009 0.3642393946647644 1537.9632568359375 1508.0594482421875 None None None +12 2010 0.3642468750476837 1537.9996337890625 1508.09521484375 None None None +12 2011 0.36426085233688354 1538.0185546875 1508.1131591796875 None None None +12 2012 0.3642733097076416 1538.03515625 1508.128662109375 None None None +12 2013 0.3642900288105011 1538.045654296875 1508.1378173828125 None None None +12 2014 0.3643181622028351 1538.073974609375 1508.163818359375 None None None +12 2015 0.3643225133419037 1538.0234375 1508.1129150390625 None None None +12 2016 0.3642522096633911 1537.99560546875 1508.0909423828125 None None None 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None +18 1909 0.2790927290916443 1502.02197265625 1479.1083984375 None None None +18 1910 0.27909526228904724 1502.040283203125 1479.1263427734375 None None None +18 1911 0.2790953814983368 1502.0167236328125 1479.102783203125 None None None +18 1912 0.2790965437889099 1502.0325927734375 1479.1185302734375 None None None +18 1913 0.2791360318660736 1502.08984375 1479.172607421875 None None None +18 1914 0.27914032340049744 1502.102783203125 1479.1851806640625 None None None +18 1915 0.2791158854961395 1502.1195068359375 1479.203857421875 None None None +18 1916 0.27912020683288574 1502.2579345703125 1479.342041015625 None None None +18 1917 0.2791168987751007 1502.24365234375 1479.327880859375 None None None +18 1918 0.27909529209136963 1502.2196044921875 1479.3056640625 None None None +18 1919 0.279081255197525 1502.175537109375 1479.2628173828125 None None None +18 1920 0.27913400530815125 1502.2481689453125 1479.3311767578125 None None None +18 1921 0.2791130244731903 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1468.52685546875 None None None +19 2382 0.25974220037460327 1489.841552734375 1468.5164794921875 None None None +19 2383 0.25975126028060913 1489.85400390625 1468.528076171875 None None None +19 2384 0.25976496934890747 1489.806640625 1468.479736328125 None None None +19 2385 0.2597942650318146 1489.7532958984375 1468.423828125 None None None +19 2386 0.25977811217308044 1489.7789306640625 1468.4508056640625 None None None +19 2387 0.2598079741001129 1489.859619140625 1468.529052734375 None None None +19 2388 0.25981879234313965 1489.8487548828125 1468.517333984375 None None None +19 2389 0.25983184576034546 1489.7906494140625 1468.4581298828125 None None None +19 2390 0.2598607838153839 1489.797119140625 1468.4622802734375 None None None +19 2391 0.2598831355571747 1489.81689453125 1468.4801025390625 None None None +19 2392 0.259894996881485 1489.8629150390625 1468.525146484375 None None None +19 2393 0.25989624857902527 1489.8702392578125 1468.532470703125 None None None +19 2394 0.25992274284362793 1489.9365234375 1468.5965576171875 None None None +19 2395 0.2599297761917114 1489.939697265625 1468.5992431640625 None None None +19 2396 0.2599274516105652 1490.0106201171875 1468.67041015625 None None None +19 2397 0.2599460482597351 1490.0 1468.658203125 None None None +19 2398 0.2599143981933594 1490.0125732421875 1468.67333984375 None None None +19 2399 0.2599092721939087 1489.9649658203125 1468.626220703125 None None None +19 2400 0.2599034607410431 1490.013671875 1468.6754150390625 None None None +19 2401 0.25992754101753235 1489.9881591796875 1468.6478271484375 None None None +19 2402 0.2599306106567383 1490.03125 1468.6907958984375 None None None +19 2403 0.2599174678325653 1490.0306396484375 1468.6912841796875 None None None +19 2404 0.25994205474853516 1489.9990234375 1468.6575927734375 None None None +19 2405 0.25998473167419434 1489.9140625 1468.569091796875 None None None +19 2406 0.25998392701148987 1489.8607177734375 1468.515869140625 None None None +19 2407 0.26001375913619995 1489.820556640625 1468.4732666015625 None None None +19 2408 0.26004648208618164 1489.8218994140625 1468.471923828125 None None None +19 2409 0.2600528299808502 1489.8486328125 1468.498046875 None None None +19 2410 0.26002585887908936 1489.8817138671875 1468.5333251953125 None None None +19 2411 0.2600134611129761 1489.90478515625 1468.557373046875 None None None +19 2412 0.26002898812294006 1489.92333984375 1468.5745849609375 None None None +19 2413 0.26005735993385315 1489.974365234375 1468.623291015625 None None None +19 2414 0.26007309556007385 1489.9320068359375 1468.5797119140625 None None None +19 2415 0.2600874900817871 1489.85400390625 1468.50048828125 None None None +19 2416 0.26008090376853943 1489.81298828125 1468.4598388671875 None None None +19 2417 0.2601051926612854 1489.7606201171875 1468.4056396484375 None None None +19 2418 0.2600756585597992 1489.714111328125 1468.3614501953125 None None None +19 2419 0.2600935995578766 1489.637451171875 1468.2833251953125 None None None +19 2420 0.2601063549518585 1489.6939697265625 1468.3387451171875 None None None +19 2421 0.26011815667152405 1489.6728515625 1468.3167724609375 None None None +19 2422 0.2601083815097809 1489.650390625 1468.295166015625 None None None +19 2423 0.2601335942745209 1489.5830078125 1468.2257080078125 None None None +19 2424 0.26011261343955994 1489.6199951171875 1468.2642822265625 None None None +19 2425 0.26010662317276 1489.6512451171875 1468.2960205078125 None None None +19 2426 0.2600957751274109 1489.641845703125 1468.28759765625 None None None +19 2427 0.2600483000278473 1489.6568603515625 1468.306396484375 None None None +19 2428 0.26005691289901733 1489.647216796875 1468.2960205078125 None None None +19 2429 0.2600456774234772 1489.7333984375 1468.383056640625 None None None +19 2430 0.26004496216773987 1489.7525634765625 1468.40234375 None None None +19 2431 0.2600296437740326 1489.8206787109375 1468.4716796875 None None None +19 2432 0.25998958945274353 1489.842041015625 1468.4962158203125 None None None +19 2433 0.25998654961586 1489.8248291015625 1468.479248046875 None None None +19 2434 0.2600048780441284 1489.859619140625 1468.5126953125 None None None +19 2435 0.2599785029888153 1489.891845703125 1468.5469970703125 None None None +19 2436 0.2599639296531677 1489.91650390625 1468.5728759765625 None None None +19 2437 0.2599937915802002 1489.9306640625 1468.5845947265625 None None None +19 2438 0.2599954605102539 1489.9432373046875 1468.5970458984375 None None None +19 2439 0.25999876856803894 1489.9886474609375 1468.6422119140625 None None None +19 2440 0.2599857449531555 1490.024169921875 1468.6787109375 None None None +19 2441 0.259978324174881 1490.0777587890625 1468.73291015625 None None None +19 2442 0.25996512174606323 1490.079833984375 1468.736083984375 None None None +19 2443 0.25993600487709045 1490.1600341796875 1468.818603515625 None None None +19 2444 0.25992152094841003 1490.1611328125 1468.821044921875 None None None +19 2445 0.25993645191192627 1490.1468505859375 1468.8055419921875 None None None +19 2446 0.2599492371082306 1490.1746826171875 1468.832275390625 None None None +19 2447 0.25995081663131714 1490.171630859375 1468.8291015625 None None None +19 2448 0.2599317729473114 1490.1558837890625 1468.81494140625 None None None +19 2449 0.2599368393421173 1490.1478271484375 1468.806396484375 None None None +19 2450 0.2599140703678131 1490.1539306640625 1468.814453125 None None None +19 2451 0.25989437103271484 1490.126708984375 1468.788818359375 None None None +19 2452 0.2599145770072937 1490.13134765625 1468.7918701171875 None None None +19 2453 0.2599172592163086 1490.13525390625 1468.795654296875 None None None +19 2454 0.25989508628845215 1490.103759765625 1468.765869140625 None None None +19 2455 0.25990524888038635 1490.1312255859375 1468.7926025390625 None None None +19 2456 0.25988832116127014 1490.135498046875 1468.7982177734375 None None None +19 2457 0.25985464453697205 1490.1298828125 1468.79541015625 None None None +19 2458 0.2598526179790497 1490.2044677734375 1468.8701171875 None None None +19 2459 0.25988104939460754 1490.212158203125 1468.87548828125 None None None +19 2460 0.259846568107605 1490.2449951171875 1468.9111328125 None None None +19 2461 0.2598579227924347 1490.190185546875 1468.85546875 None None None +19 2462 0.25982552766799927 1490.27880859375 1468.9466552734375 None None None +19 2463 0.2598389983177185 1490.2728271484375 1468.9395751953125 None None None +19 2464 0.2598702311515808 1490.2044677734375 1468.8687744140625 None None None +19 2465 0.2598716616630554 1490.125732421875 1468.7899169921875 None None None +19 2466 0.2598985433578491 1490.1302490234375 1468.7921142578125 None None None +19 2467 0.2599349021911621 1490.0494384765625 1468.7083740234375 None None None +19 2468 0.25994694232940674 1490.047119140625 1468.705078125 None None None +19 2469 0.25996214151382446 1490.076904296875 1468.733642578125 None None None +19 2470 0.25996077060699463 1490.107177734375 1468.7640380859375 None None None +19 2471 0.25991931557655334 1490.11865234375 1468.7789306640625 None None None +19 2472 0.2598869800567627 1490.092041015625 1468.7550048828125 None None None +19 2473 0.25991091132164 1490.1124267578125 1468.7733154296875 None None None diff --git a/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.bias_formatting.stderr.txt b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..7cee0fc3306ff89bbc90204dcaa9eec7d32b6041 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.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 +2023-07-17 00:27:40.468930: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:45.370167: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:45.375498: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 00:27:45.417060: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:08:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0 +coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s +2023-07-17 00:27:45.417170: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:45.474018: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:45.474188: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:45.491963: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:45.582192: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:45.667404: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:45.690929: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:45.695041: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:45.698827: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:45.699249: 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. +2023-07-17 00:27:45.700610: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:45.701026: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:08:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0 +coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s +2023-07-17 00:27:45.701069: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:45.701103: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:45.701132: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:45.701161: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:45.701190: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:45.701218: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:45.701246: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:45.701274: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:45.702757: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:45.704789: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:49.212267: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 00:27:49.212329: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 00:27:49.212350: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 00:27:49.216328: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14757 MB memory) -> physical GPU (device: 0, name: Tesla V100-SXM2-16GB, pci bus id: 0000:08:00.0, compute capability: 7.0) +2023-07-17 00:27:50.254221: 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.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.bias_formatting.stdout.txt b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..da6d0277f7664ef6965bcc35f19afde205187b6c --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3/new_model_formats/bias_model_scaled diff --git a/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet.params.json b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..ace4e693e352bcecdb53d13154cd675924df3f8e --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "82.1", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_data_params.tsv b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..3cd5ff4b00f97928a78a158b6678b4eafb1cd742 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 64.0 +counts_sum_max_thresh 8436.0 +trainings_pts_post_thresh 172975 diff --git a/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_formatting.stderr.txt b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7f719927bd63310eb057c2151ac42afb02582f1 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.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 +2023-07-17 14:02:25.023348: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:27.770560: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:02:27.774145: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 14:02:28.249946: 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 +2023-07-17 14:02:28.250058: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:28.271230: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:02:28.271353: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:02:28.282348: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:02:28.287645: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:02:28.305492: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:02:28.310357: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:02:28.311469: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:02:28.323100: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:02:28.323458: 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. +2023-07-17 14:02:28.324427: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:02:28.330988: 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 +2023-07-17 14:02:28.331031: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:28.331067: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:02:28.331088: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:02:28.331105: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:02:28.331122: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:02:28.331138: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:02:28.331154: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:02:28.331171: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:02:28.380163: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:02:28.381801: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:02:31.490229: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 14:02:31.490295: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 14:02:31.490310: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 14:02:31.496872: 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) +2023-07-17 14:02:34.081263: 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.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_formatting.stdout.txt b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..598e1422d50b558ed41d8e10da733ef6218c5b30 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3/new_model_formats/chrombpnet diff --git a/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_model_params.tsv b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..acaaa84eedb8d8ce5293ade35549b9d849b4130c --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 82.1 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..84f5b1f051d22489def6c62d777262f5f293be6c --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3/new_model_formats/chrombpnet_wo_bias diff --git a/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..84f5b1f051d22489def6c62d777262f5f293be6c --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3/new_model_formats/chrombpnet_wo_bias diff --git a/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.epoch_loss.csv b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..f28ddc62550c8efe6fc70467908cf98720cf5fd5 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.epoch_loss.csv @@ -0,0 +1,21 @@ +epoch,logcount_predictions_loss,logits_profile_predictions_loss,loss,val_logcount_predictions_loss,val_logits_profile_predictions_loss,val_loss +0,0.6982956528663635,1741.4075927734375,1798.7359619140625,0.5461987257003784,1701.107177734375,1745.9501953125 +1,0.5564553737640381,1618.4285888671875,1664.1146240234375,0.5778880715370178,1676.2545166015625,1723.6990966796875 +2,0.5103619694709778,1583.4324951171875,1625.3330078125,0.457764208316803,1648.0882568359375,1685.6707763671875 +3,0.4788651466369629,1566.9873046875,1606.30126953125,0.4445449113845825,1633.280029296875,1669.7760009765625 +4,0.4579549729824066,1553.890380859375,1591.4881591796875,0.5177686214447021,1638.615966796875,1681.1259765625 +5,0.4425422251224518,1544.0789794921875,1580.4124755859375,0.4950444996356964,1638.0777587890625,1678.720947265625 +6,0.42279449105262756,1536.408935546875,1571.1226806640625,0.42755070328712463,1629.74560546875,1664.847900390625 +7,0.41389116644859314,1530.0504150390625,1564.031494140625,0.4180964529514313,1622.5150146484375,1656.8409423828125 +8,0.3951166272163391,1525.276123046875,1557.7178955078125,0.4910558760166168,1617.37939453125,1657.6954345703125 +9,0.3851418197154999,1522.75341796875,1554.3765869140625,0.4112357199192047,1622.4580078125,1656.221923828125 +10,0.3763992190361023,1517.174560546875,1548.077880859375,0.4019346535205841,1641.7637939453125,1674.7633056640625 +11,0.36955946683883667,1515.1953125,1545.53369140625,0.42254987359046936,1616.084228515625,1650.77587890625 +12,0.3626539409160614,1511.0865478515625,1540.8599853515625,0.48188158869743347,1637.9906005859375,1677.5526123046875 +13,0.3501773178577423,1509.145751953125,1537.8944091796875,0.42811551690101624,1607.059814453125,1642.2086181640625 +14,0.34217435121536255,1505.6922607421875,1533.78271484375,0.400855153799057,1598.90478515625,1631.81494140625 +15,0.33487004041671753,1502.942626953125,1530.4373779296875,0.39409902691841125,1621.8009033203125,1654.156005859375 +16,0.32810279726982117,1502.381103515625,1529.314208984375,0.42641931772232056,1602.8515625,1637.86083984375 +17,0.3231492042541504,1500.109375,1526.6385498046875,0.395158052444458,1618.5665283203125,1651.009765625 +18,0.27738720178604126,1478.8585205078125,1501.633544921875,0.4058089256286621,1614.9539794921875,1648.2708740234375 +19,0.25991091132164,1468.7733154296875,1490.1124267578125,0.41823676228523254,1611.895751953125,1646.23388671875 diff --git a/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.stderr.txt b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..e0c80d9e211d7c84f590952a3b939e372cc4a91f --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.stderr.txt @@ -0,0 +1,328 @@ +2022-10-05 06:26:55.632502: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:35:51.611449: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:35:51.612737: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 06:35:51.991503: 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 +2022-10-05 06:35:52.060323: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:35:52.089201: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:35:52.089269: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:35:52.102637: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:35:52.108753: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:35:52.130405: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:35:52.136480: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:35:52.137890: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:35:52.142545: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:35:52.142906: 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. +2022-10-05 06:35:52.142994: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:35:52.144527: 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 +2022-10-05 06:35:52.144555: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:35:52.144574: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:35:52.144590: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:35:52.144606: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:35:52.144621: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:35:52.144636: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:35:52.144651: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:35:52.144666: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:35:52.147619: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:35:52.149243: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:35:53.846759: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 06:35:53.846893: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 06:35:53.846906: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 06:35:53.854322: 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) +2022-10-05 06:35:55.090567: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 06:35:55.099511: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-05 06:35:55.279108: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:35:56.859129: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:35:56.867464: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:36:45.584944: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:36:47.212534: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:36:47.213455: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 06:36:47.490826: 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 +2022-10-05 06:36:47.490976: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:36:47.493310: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:36:47.493475: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:36:47.494563: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:36:47.494781: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:36:47.497206: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:36:47.497897: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:36:47.498110: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:36:47.501212: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:36:47.501619: 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. +2022-10-05 06:36:47.501745: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:36:47.503285: 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 +2022-10-05 06:36:47.503364: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:36:47.503398: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:36:47.503414: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:36:47.503429: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:36:47.503443: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:36:47.503456: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:36:47.503469: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:36:47.503483: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:36:47.506369: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:36:47.506490: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:36:48.046814: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 06:36:48.046964: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 06:36:48.046976: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 06:36:48.051280: 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) +2022-10-05 06:43:08.267706: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 06:43:08.268194: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-05 06:43:09.669016: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:43:10.102049: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:43:10.119093: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:43:13.421579: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. +2022-10-05 08:58:23.361725: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:58:25.982814: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:58:25.983732: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 08:58:26.319627: 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 +2022-10-05 08:58:26.319738: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:58:26.321983: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:58:26.322039: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:58:26.323079: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:58:26.323272: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:58:26.325596: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:58:26.326114: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:58:26.326252: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:58:26.328986: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:58:26.329318: 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. +2022-10-05 08:58:26.329396: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 08:58:26.330781: 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 +2022-10-05 08:58:26.330807: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:58:26.330825: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 08:58:26.330841: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 08:58:26.330855: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 08:58:26.330870: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 08:58:26.330883: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 08:58:26.330898: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 08:58:26.330911: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 08:58:26.333565: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 08:58:26.333601: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 08:58:27.253754: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 08:58:27.253887: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 08:58:27.253899: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 08:58:27.267645: 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) +2022-10-05 09:00:50.430020: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:00:50.433708: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-05 09:00:50.521890: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:00:51.000596: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:00:51.002916: 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. +2022-10-05 09:03:12.540360: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:03:14.951863: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:03:14.952787: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 09:03:15.232496: 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 +2022-10-05 09:03:15.232646: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:03:15.234895: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:03:15.234973: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:03:15.235989: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:03:15.236186: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:03:15.238560: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:03:15.239110: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:03:15.239261: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:03:15.241314: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:03:15.241681: 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. +2022-10-05 09:03:15.241815: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:03:15.242828: 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 +2022-10-05 09:03:15.242861: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:03:15.242894: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:03:15.242909: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:03:15.242925: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:03:15.242946: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:03:15.242961: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:03:15.242976: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:03:15.242990: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:03:15.244802: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:03:15.244858: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:03:15.769355: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 09:03:15.769494: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 09:03:15.769507: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 09:03:15.773108: 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. +2022-10-05 09:04:39.357363: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:04:39.359898: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-05 09:04:39.419016: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:04:39.903203: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:04:39.905000: 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. +2022-10-05 09:06:52.926901: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:06:55.421177: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:06:55.422127: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 09:06:55.641913: 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 +2022-10-05 09:06:55.642031: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:06:55.644296: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:06:55.644347: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:06:55.645358: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:06:55.645550: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:06:55.647871: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:06:55.648396: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:06:55.648546: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:06:55.650586: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:06:55.650911: 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. +2022-10-05 09:06:55.651000: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:06:55.651980: 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 +2022-10-05 09:06:55.652003: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:06:55.652022: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:06:55.652037: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:06:55.652081: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:06:55.652098: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:06:55.652112: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:06:55.652126: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:06:55.652140: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:06:55.654009: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:06:55.654041: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:06:56.160538: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 09:06:56.160681: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 09:06:56.160693: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 09:06:56.164324: 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) +2022-10-05 09:08:19.658674: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:08:19.660580: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-05 09:08:19.701059: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:08:20.307003: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:08:20.308917: 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. +2022-10-05 09:09:32.296613: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:09:33.484951: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:09:33.485861: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 09:09:33.800541: 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 +2022-10-05 09:09:33.800679: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:09:33.802996: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:09:33.803159: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:09:33.804221: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:09:33.804448: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:09:33.806809: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:09:33.807479: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:09:33.807633: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:09:33.809545: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:09:33.809907: 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. +2022-10-05 09:09:33.810018: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:09:33.810945: 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 +2022-10-05 09:09:33.810987: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:09:33.811009: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:09:33.811025: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:09:33.811040: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:09:33.811055: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:09:33.811069: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:09:33.811084: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:09:33.811099: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:09:33.812796: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:09:33.812852: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:09:34.340286: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 09:09:34.340455: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 09:09:34.340468: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 09:09:34.344085: 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. +2022-10-05 09:09:48.000256: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:09:48.000843: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-05 09:09:48.203180: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:09:48.733153: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:09:48.735058: 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/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_3//footprints’: File exists +2022-10-05 09:11:35.531736: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:11:36.706883: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:11:36.707792: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 09:11:36.961328: 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 +2022-10-05 09:11:36.961442: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:11:36.963639: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:11:36.963697: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:11:36.964694: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:11:36.964879: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:11:36.967199: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:11:36.967713: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:11:36.967848: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:11:36.969736: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:11:36.970074: 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. +2022-10-05 09:11:36.970153: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:11:36.971049: 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 +2022-10-05 09:11:36.971107: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:11:36.971127: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:11:36.971144: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:11:36.971161: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:11:36.971177: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:11:36.971193: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:11:36.971208: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:11:36.971224: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:11:36.972886: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:11:36.972923: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:11:37.477673: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 09:11:37.477822: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 09:11:37.477836: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 09:11:37.481382: 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) +2022-10-05 09:11:51.499776: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:11:51.500353: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000000000 Hz +2022-10-05 09:11:51.648038: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:11:52.195944: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:11:52.197965: 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.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.stdout.txt b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..204f1feefa4cbacfc67796cb7468e4184c5688ae --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR964MZQ/logfile.modelling.fold_3.ENCSR964MZQ.stdout.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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a/fold_3/model.chrombpnet.fold_3.ENCSR964MZQ.tar b/fold_3/model.chrombpnet.fold_3.ENCSR964MZQ.tar new file mode 100644 index 0000000000000000000000000000000000000000..1f72bcb7d01ef0bbec15d524af38620b4dff0ed9 --- /dev/null +++ b/fold_3/model.chrombpnet.fold_3.ENCSR964MZQ.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:996c8c1bf96b8110d568fe949e26abeae4816b0432d1ade826d674817e507854 +size 27607040 diff --git a/fold_3/model.chrombpnet_nobias.fold_3.ENCSR964MZQ.h5 b/fold_3/model.chrombpnet_nobias.fold_3.ENCSR964MZQ.h5 new file mode 100644 index 0000000000000000000000000000000000000000..f102feab7b45026fbbadd358bc5a9a745a5a5330 --- /dev/null +++ b/fold_3/model.chrombpnet_nobias.fold_3.ENCSR964MZQ.h5 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:24c5803d96b551c6613c2fd584c18b517416941e8aeca968fd6b0ac462a84e6d +size 25583536 diff --git a/fold_3/model.chrombpnet_nobias.fold_3.ENCSR964MZQ.tar b/fold_3/model.chrombpnet_nobias.fold_3.ENCSR964MZQ.tar new file mode 100644 index 0000000000000000000000000000000000000000..74281660406ed8e122ca196e6c44a767e0107c29 --- /dev/null +++ b/fold_3/model.chrombpnet_nobias.fold_3.ENCSR964MZQ.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6c6f654940a518a9190f6671320922fed296038390a5d7d14b38b729e2b7fef +size 26081280 diff --git a/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.args.json b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.args.json new file mode 100644 index 0000000000000000000000000000000000000000..d9c117c6d15c5aaa700f09a06fcff691c4c8b20f --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.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//ENCSR964MZQ//preprocessing/bigWigs/ENCSR964MZQ.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.batch_loss.tsv b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..c5bac3f1be9087aa31b08830380790f69c19e313 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.batch_loss.tsv @@ -0,0 +1,55045 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 3.2407920360565186 2319.165283203125 2055.68896484375 None None None +0 1 3.072819232940674 2416.0029296875 2166.182861328125 None None None +0 2 3408.434326171875 279269.59375 2163.889404296875 None None None +0 3 2561.53076171875 210403.078125 2150.61181640625 None None None +0 4 2049.85791015625 168778.703125 2125.228759765625 None None None +0 5 1708.8155517578125 141064.234375 2137.51416015625 None None None +0 6 1465.2081298828125 121248.8671875 2127.426513671875 None None None +0 7 1282.4599609375 106368.9375 2104.923583984375 None None None +0 8 1140.3299560546875 94804.3515625 2095.509033203125 None None None +0 9 1026.668701171875 85562.6484375 2094.464111328125 None None None +0 10 933.6444702148438 77987.7578125 2082.45263671875 None None None +0 11 856.1554565429688 71698.1328125 2092.677734375 None None None +0 12 790.5487060546875 66358.9921875 2087.36767578125 None None None +0 13 734.3148193359375 61779.09375 2079.28466796875 None None None +0 14 685.5958251953125 57818.9765625 2080.01904296875 None None None +0 15 643.0010375976562 54382.75 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None None None +0 1914 7.130848407745361 2431.17724609375 1851.44287109375 None None None +0 1915 7.12745475769043 2430.837646484375 1851.3790283203125 None None None +0 1916 7.124157905578613 2430.59130859375 1851.4007568359375 None None None +0 1917 7.120998859405518 2430.3720703125 1851.4385986328125 None None None +0 1918 7.11754035949707 2429.900146484375 1851.2476806640625 None None None +0 1919 7.114206790924072 2429.572021484375 1851.190673828125 None None None +0 1920 7.110859394073486 2429.1728515625 1851.0638427734375 None None None +0 1921 7.107563018798828 2428.667724609375 1850.8265380859375 None None None +0 1922 7.104182243347168 2428.462890625 1850.896484375 None None None +0 1923 7.100782871246338 2428.0498046875 1850.759765625 None None None +0 1924 7.097476482391357 2427.666015625 1850.6448974609375 None None None +0 1925 7.094229221343994 2427.3291015625 1850.5721435546875 None None None +0 1926 7.090876579284668 2427.15087890625 1850.6661376953125 None None None 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2422.45654296875 1849.7265625 None None None +0 1941 7.041528224945068 2422.103759765625 1849.6314697265625 None None None +0 1942 7.038181781768799 2421.7421875 1849.5418701171875 None None None +0 1943 7.035001754760742 2421.380615234375 1849.43896484375 None None None +0 1944 7.031861782073975 2421.047607421875 1849.361083984375 None None None +0 1945 7.028629779815674 2420.76953125 1849.345947265625 None None None +0 1946 7.025371551513672 2420.358642578125 1849.199951171875 None None None +0 1947 7.022060871124268 2420.06005859375 1849.1705322265625 None None None +0 1948 7.018826007843018 2419.72216796875 1849.095458984375 None None None +0 1949 7.015546798706055 2419.263671875 1848.9036865234375 None None None +0 1950 7.0122528076171875 2418.91796875 1848.825439453125 None None None +0 1951 7.008929252624512 2418.643310546875 1848.821044921875 None None None +0 1952 7.005754470825195 2418.37353515625 1848.8095703125 None None None +0 1953 7.002595901489258 2417.98876953125 1848.681396484375 None None None +0 1954 6.999430179595947 2417.62353515625 1848.57373046875 None None None +0 1955 6.996304988861084 2417.28564453125 1848.48974609375 None None None +0 1956 6.993119239807129 2417.004150390625 1848.4674072265625 None None None +0 1957 6.989856243133545 2416.741455078125 1848.4698486328125 None None None +0 1958 6.9866533279418945 2416.40380859375 1848.392822265625 None None None +0 1959 6.983409404754639 2416.123291015625 1848.3758544921875 None None None +0 1960 6.980146408081055 2415.91796875 1848.435791015625 None None None +0 1961 6.976876735687256 2415.58935546875 1848.3729248046875 None None None +0 1962 6.973711967468262 2415.19921875 1848.2401123046875 None None None +0 1963 6.970556735992432 2414.795166015625 1848.0927734375 None None None +0 1964 6.967296600341797 2414.472900390625 1848.03564453125 None None None +0 1965 6.964202404022217 2414.270263671875 1848.0845947265625 None None None +0 1966 6.960954666137695 2413.9130859375 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1847.0960693359375 None None None +0 1980 6.9163079261779785 2409.26318359375 1846.9713134765625 None None None +0 1981 6.913134574890137 2408.91796875 1846.884033203125 None None None +0 1982 6.910032749176025 2408.59521484375 1846.8135986328125 None None None +0 1983 6.9070234298706055 2408.45751953125 1846.920654296875 None None None +0 1984 6.903964519500732 2408.201416015625 1846.9132080078125 None None None +0 1985 6.900908470153809 2407.7412109375 1846.701416015625 None None None +0 1986 6.897812366485596 2407.402099609375 1846.6138916015625 None None None +0 1987 6.894631862640381 2407.1328125 1846.603271484375 None None None +0 1988 6.891446113586426 2406.93310546875 1846.6627197265625 None None None +0 1989 6.888276100158691 2406.52001953125 1846.507080078125 None None None +0 1990 6.885191440582275 2406.1396484375 1846.3775634765625 None None None +0 1991 6.882038593292236 2405.8056640625 1846.3001708984375 None None None +0 1992 6.8789544105529785 2405.517822265625 1846.262939453125 None None None +0 1993 6.875746250152588 2405.1103515625 1846.1162109375 None None None +0 1994 6.872682094573975 2404.94921875 1846.2041015625 None None None +0 1995 6.869531631469727 2404.740966796875 1846.252197265625 None None None +0 1996 6.866542816162109 2404.47265625 1846.226806640625 None None None +0 1997 6.86354923248291 2404.13818359375 1846.135498046875 None None None +0 1998 6.86042594909668 2403.751953125 1846.0032958984375 None None None +0 1999 6.8572587966918945 2403.411376953125 1845.9202880859375 None None None +0 2000 6.854194164276123 2403.067138671875 1845.8250732421875 None None None +0 2001 6.851180553436279 2402.80908203125 1845.8121337890625 None None None +0 2002 6.848126411437988 2402.528564453125 1845.780029296875 None None None +0 2003 6.845146656036377 2402.165283203125 1845.6588134765625 None None None +0 2004 6.84208345413208 2401.913330078125 1845.65576171875 None None None +0 2005 6.83896017074585 2401.61572265625 1845.6121826171875 None None None +0 2006 6.835799694061279 2401.26611328125 1845.5194091796875 None None None +0 2007 6.8326520919799805 2400.89111328125 1845.400390625 None None None +0 2008 6.829607963562012 2400.46484375 1845.2218017578125 None None None +0 2009 6.826612949371338 2400.188232421875 1845.1885986328125 None None None +0 2010 6.823575973510742 2399.802001953125 1845.0491943359375 None None None +0 2011 6.820513725280762 2399.474853515625 1844.9710693359375 None None None +0 2012 6.817408084869385 2399.146728515625 1844.895263671875 None None None +0 2013 6.8143815994262695 2398.99169921875 1844.986328125 None None None +0 2014 6.811269760131836 2398.62548828125 1844.873046875 None None None +0 2015 6.808187007904053 2398.15966796875 1844.657958984375 None None None +0 2016 6.805143356323242 2397.79443359375 1844.5401611328125 None None None +0 2017 6.802183151245117 2397.5712890625 1844.5576171875 None None None +0 2018 6.799105167388916 2397.228515625 1844.4652099609375 None None None 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None +2 1947 0.5798625349998474 1664.2745361328125 1617.130126953125 None None None +2 1948 0.5798692107200623 1664.2138671875 1617.0689697265625 None None None +2 1949 0.5798481106758118 1664.246826171875 1617.103759765625 None None None +2 1950 0.5798563361167908 1664.322998046875 1617.1793212890625 None None None +2 1951 0.5798138380050659 1664.3131103515625 1617.1728515625 None None None +2 1952 0.5797312259674072 1664.315673828125 1617.18212890625 None None None +2 1953 0.5798187255859375 1664.4010009765625 1617.26025390625 None None None +2 1954 0.5797936916351318 1664.4766845703125 1617.3380126953125 None None None +2 1955 0.5797471404075623 1664.4473876953125 1617.3123779296875 None None None +2 1956 0.5798059105873108 1664.40185546875 1617.2620849609375 None None None +2 1957 0.579780101776123 1664.3636474609375 1617.2259521484375 None None None +2 1958 0.5797711610794067 1664.3428955078125 1617.2059326171875 None None None +2 1959 0.5796715021133423 1664.40380859375 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1929 0.44470301270484924 1573.957763671875 1537.8031005859375 None None None +7 1930 0.44472554326057434 1573.9498291015625 1537.7933349609375 None None None +7 1931 0.44472140073776245 1573.8856201171875 1537.7294921875 None None None +7 1932 0.4446962773799896 1573.8404541015625 1537.686279296875 None None None +7 1933 0.44479361176490784 1573.830322265625 1537.6683349609375 None None None +7 1934 0.44481801986694336 1573.798828125 1537.635009765625 None None None +7 1935 0.4447420537471771 1573.836181640625 1537.678466796875 None None None +7 1936 0.44466084241867065 1573.8258056640625 1537.6746826171875 None None None +7 1937 0.4446295201778412 1573.958740234375 1537.8101806640625 None None None +7 1938 0.4446597397327423 1573.873046875 1537.721923828125 None None None +7 1939 0.4446851909160614 1573.8677978515625 1537.714599609375 None None None +7 1940 0.4446607232093811 1573.8265380859375 1537.6754150390625 None None None +7 1941 0.44459590315818787 1573.8179931640625 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1527.045654296875 None None None +8 1904 0.42848867177963257 1561.9271240234375 1527.091796875 None None None +8 1905 0.42844536900520325 1561.96044921875 1527.128662109375 None None None +8 1906 0.42840349674224854 1561.94873046875 1527.120361328125 None None None +8 1907 0.4284723401069641 1561.9033203125 1527.0692138671875 None None None +8 1908 0.4285181760787964 1562.0504150390625 1527.212646484375 None None None +8 1909 0.4285905063152313 1561.99169921875 1527.1480712890625 None None None +8 1910 0.4285777509212494 1562.0693359375 1527.226806640625 None None None +8 1911 0.42851364612579346 1562.1121826171875 1527.2747802734375 None None None +8 1912 0.42847809195518494 1562.001708984375 1527.1671142578125 None None None +8 1913 0.42846184968948364 1561.9583740234375 1527.125244140625 None None None +8 1914 0.4285230338573456 1561.9256591796875 1527.0875244140625 None None None +8 1915 0.4284631311893463 1561.891357421875 1527.05810546875 None None None +8 1916 0.42846691608428955 1561.9178466796875 1527.084228515625 None None None +8 1917 0.4284895360469818 1561.9737548828125 1527.138427734375 None None None +8 1918 0.42846444249153137 1562.0137939453125 1527.180419921875 None None None +8 1919 0.4285602271556854 1562.0072021484375 1527.1661376953125 None None None +8 1920 0.4285483956336975 1562.0811767578125 1527.240966796875 None None None +8 1921 0.428555428981781 1562.243896484375 1527.403076171875 None None None +8 1922 0.42850610613822937 1562.293212890625 1527.4564208984375 None None None +8 1923 0.4285370409488678 1562.3065185546875 1527.467041015625 None None None +8 1924 0.42851540446281433 1562.2373046875 1527.3995361328125 None None None +8 1925 0.4284462034702301 1562.1763916015625 1527.3443603515625 None None None +8 1926 0.42848166823387146 1562.2520751953125 1527.4171142578125 None None None +8 1927 0.428542822599411 1562.2803955078125 1527.4404296875 None None None +8 1928 0.4285316467285156 1562.2940673828125 1527.454833984375 None None None +8 1929 0.4285210967063904 1562.343994140625 1527.505615234375 None None None +8 1930 0.42858049273490906 1562.3499755859375 1527.5067138671875 None None None +8 1931 0.42866042256355286 1562.2635498046875 1527.4139404296875 None None None +8 1932 0.42867520451545715 1562.30029296875 1527.4495849609375 None None None +8 1933 0.4286172091960907 1562.3084716796875 1527.46240234375 None None None +8 1934 0.42862096428871155 1562.411865234375 1527.5654296875 None None None +8 1935 0.4286278188228607 1562.40185546875 1527.554931640625 None None None +8 1936 0.4287802278995514 1562.3924560546875 1527.5333251953125 None None None +8 1937 0.4286884069442749 1562.3262939453125 1527.474609375 None None None +8 1938 0.4286368191242218 1562.3753662109375 1527.5277099609375 None None None +8 1939 0.42862802743911743 1562.345947265625 1527.4990234375 None None None +8 1940 0.42863985896110535 1562.3818359375 1527.533935546875 None None None +8 1941 0.4287398159503937 1562.367919921875 1527.5118408203125 None None None +8 1942 0.4287647306919098 1562.4102783203125 1527.55224609375 None None None +8 1943 0.42873501777648926 1562.353759765625 1527.498046875 None None None +8 1944 0.42876043915748596 1562.3507080078125 1527.4930419921875 None None None +8 1945 0.42885667085647583 1562.409423828125 1527.5439453125 None None None +8 1946 0.42884373664855957 1562.371337890625 1527.5069580078125 None None None +8 1947 0.4287543296813965 1562.4368896484375 1527.5797119140625 None None None +8 1948 0.4287675619125366 1562.5660400390625 1527.707763671875 None None None +8 1949 0.42883872985839844 1562.5758056640625 1527.7117919921875 None None None +8 1950 0.42878958582878113 1562.610107421875 1527.7501220703125 None None None +8 1951 0.4287751317024231 1562.6380615234375 1527.779296875 None None None +8 1952 0.42871248722076416 1562.62255859375 1527.768798828125 None None None +8 1953 0.4287702739238739 1562.7435302734375 1527.8851318359375 None None None +8 1954 0.42876097559928894 1562.7171630859375 1527.8594970703125 None None None +8 1955 0.42874065041542053 1562.7591552734375 1527.903076171875 None None None +8 1956 0.4287024140357971 1562.7296142578125 1527.87646484375 None None None +8 1957 0.42863428592681885 1562.692626953125 1527.8450927734375 None None None +8 1958 0.4286196827888489 1562.74658203125 1527.900146484375 None None None +8 1959 0.4285943806171417 1562.8350830078125 1527.9908447265625 None None None +8 1960 0.4285964071750641 1562.87646484375 1528.031982421875 None None None +8 1961 0.4286330044269562 1562.8330078125 1527.9854736328125 None None None +8 1962 0.4286632239818573 1562.8094482421875 1527.9595947265625 None None None +8 1963 0.42860689759254456 1562.762939453125 1527.917724609375 None None None +8 1964 0.42860889434814453 1562.719482421875 1527.8740234375 None None None +8 1965 0.42852139472961426 1562.7138671875 1527.87548828125 None None None +8 1966 0.4284901022911072 1562.697021484375 1527.861083984375 None None None +8 1967 0.42845988273620605 1562.6849365234375 1527.8514404296875 None None None +8 1968 0.4284500777721405 1562.695068359375 1527.8623046875 None None None +8 1969 0.42841386795043945 1562.6453857421875 1527.815673828125 None None None +8 1970 0.42842262983322144 1562.7213134765625 1527.890869140625 None None None +8 1971 0.42843395471572876 1562.66357421875 1527.8321533203125 None None None +8 1972 0.4284205734729767 1562.65625 1527.825927734375 None None None +8 1973 0.42840009927749634 1562.728759765625 1527.9000244140625 None None None +8 1974 0.4283943474292755 1562.6767578125 1527.8486328125 None None None +8 1975 0.42840826511383057 1562.6953125 1527.8660888671875 None None None +8 1976 0.4284237027168274 1562.687744140625 1527.8572998046875 None None None +8 1977 0.42837366461753845 1562.7171630859375 1527.8907470703125 None None None +8 1978 0.4283921718597412 1562.7049560546875 1527.8770751953125 None None None +8 1979 0.42834657430648804 1562.6669921875 1527.8428955078125 None None None +8 1980 0.4283417761325836 1562.724365234375 1527.900634765625 None None None +8 1981 0.4283173084259033 1562.7515869140625 1527.929931640625 None None None +8 1982 0.4283275008201599 1562.684814453125 1527.8623046875 None None None +8 1983 0.4283931255340576 1562.6517333984375 1527.823974609375 None None None +8 1984 0.4283358156681061 1562.6790771484375 1527.8560791015625 None None None +8 1985 0.42830610275268555 1562.691650390625 1527.8709716796875 None None None +8 1986 0.4282989501953125 1562.6800537109375 1527.8599853515625 None None None +8 1987 0.42821136116981506 1562.70849609375 1527.8956298828125 None None None +8 1988 0.4281812012195587 1562.7510986328125 1527.940673828125 None None None +8 1989 0.4281517565250397 1562.757568359375 1527.949462890625 None None None +8 1990 0.4281233549118042 1562.9185791015625 1528.11279296875 None None None +8 1991 0.42816483974456787 1562.90576171875 1528.0966796875 None None None +8 1992 0.42816361784935 1562.9149169921875 1528.10595703125 None None None +8 1993 0.4281860291957855 1563.04345703125 1528.232666015625 None None None +8 1994 0.42818683385849 1563.044677734375 1528.23388671875 None None None +8 1995 0.42829659581184387 1563.143798828125 1528.3240966796875 None None None +8 1996 0.4282565116882324 1563.0869140625 1528.270263671875 None None None +8 1997 0.42829856276512146 1563.182861328125 1528.36279296875 None None None +8 1998 0.4282721281051636 1563.1383056640625 1528.3204345703125 None None None +8 1999 0.42837366461753845 1563.0633544921875 1528.2373046875 None None None +8 2000 0.42838358879089355 1563.060302734375 1528.2335205078125 None None None +8 2001 0.4283730089664459 1563.083740234375 1528.2578125 None None None +8 2002 0.42834949493408203 1563.178466796875 1528.3544921875 None None None +8 2003 0.42833003401756287 1563.2044677734375 1528.3819580078125 None None None +8 2004 0.42830848693847656 1563.2337646484375 1528.4129638671875 None None None +8 2005 0.42835015058517456 1563.212890625 1528.388671875 None None None +8 2006 0.4282839000225067 1563.2418212890625 1528.423095703125 None None None +8 2007 0.4282412528991699 1563.1983642578125 1528.383056640625 None None None +8 2008 0.42824894189834595 1563.23046875 1528.4146728515625 None None None +8 2009 0.4282666742801666 1563.2191162109375 1528.40185546875 None None None +8 2010 0.4282100200653076 1563.2379150390625 1528.42529296875 None None None +8 2011 0.42822134494781494 1563.3668212890625 1528.55322265625 None None None +8 2012 0.42823442816734314 1563.3604736328125 1528.5457763671875 None None None +8 2013 0.42825964093208313 1563.488525390625 1528.6717529296875 None None None +8 2014 0.4282326400279999 1563.4639892578125 1528.6492919921875 None None None +8 2015 0.4282553195953369 1563.45947265625 1528.64306640625 None None None +8 2016 0.42824411392211914 1563.499267578125 1528.6837158203125 None None None +8 2017 0.4282338619232178 1563.5111083984375 1528.6964111328125 None None None +8 2018 0.42826390266418457 1563.545654296875 1528.728515625 None None None +8 2019 0.4282238781452179 1563.6336669921875 1528.81982421875 None None None +8 2020 0.4282710552215576 1563.6158447265625 1528.7982177734375 None None None +8 2021 0.4282885491847992 1563.6331787109375 1528.8140869140625 None None None +8 2022 0.4282955527305603 1563.554443359375 1528.7347412109375 None None None +8 2023 0.42828503251075745 1563.4830322265625 1528.6640625 None None None +8 2024 0.4282258152961731 1563.4581298828125 1528.64404296875 None None None +8 2025 0.42819511890411377 1563.3873291015625 1528.5758056640625 None None None +8 2026 0.42814111709594727 1563.297119140625 1528.4898681640625 None None None +8 2027 0.42814457416534424 1563.3253173828125 1528.517822265625 None None None +8 2028 0.42814773321151733 1563.2562255859375 1528.4482421875 None None None +8 2029 0.4281260669231415 1563.255126953125 1528.4488525390625 None None None +8 2030 0.42813798785209656 1563.2008056640625 1528.3936767578125 None None None +8 2031 0.42814725637435913 1563.1981201171875 1528.39013671875 None None None +8 2032 0.42823684215545654 1563.2669677734375 1528.45166015625 None None None +8 2033 0.42824167013168335 1563.208984375 1528.3931884765625 None None None +8 2034 0.42826780676841736 1563.1268310546875 1528.308837890625 None None None +8 2035 0.42823317646980286 1563.103271484375 1528.2882080078125 None None None +8 2036 0.4282853603363037 1563.2264404296875 1528.4072265625 None None None +8 2037 0.4282827079296112 1563.2550048828125 1528.4361572265625 None None None +8 2038 0.42826688289642334 1563.2557373046875 1528.438232421875 None None None +8 2039 0.4282369911670685 1563.2916259765625 1528.476318359375 None None None +8 2040 0.42824286222457886 1563.29931640625 1528.4835205078125 None None None +8 2041 0.4281682074069977 1563.318603515625 1528.5089111328125 None None None +8 2042 0.42817091941833496 1563.3216552734375 1528.51171875 None None None +8 2043 0.4281197488307953 1563.2423095703125 1528.4365234375 None None None +8 2044 0.42809024453163147 1563.239501953125 1528.43603515625 None None None +8 2045 0.42805832624435425 1563.34521484375 1528.54443359375 None None None +8 2046 0.4280742406845093 1563.382568359375 1528.5804443359375 None None None +8 2047 0.4280385375022888 1563.4150390625 1528.6158447265625 None None None +8 2048 0.4280690848827362 1563.42626953125 1528.6246337890625 None None None +8 2049 0.42807966470718384 1563.4234619140625 1528.620849609375 None None None +8 2050 0.4280641973018646 1563.38037109375 1528.5789794921875 None None None +8 2051 0.4280243217945099 1563.4102783203125 1528.6121826171875 None None None +8 2052 0.42799967527389526 1563.383544921875 1528.5875244140625 None None None +8 2053 0.42804956436157227 1563.3082275390625 1528.50830078125 None None None +8 2054 0.42808958888053894 1563.3021240234375 1528.4989013671875 None None None +8 2055 0.4280377924442291 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1528.9884033203125 None None None +8 2094 0.4280475080013275 1563.845703125 1529.046142578125 None None None +8 2095 0.4280451834201813 1563.8538818359375 1529.054443359375 None None None +8 2096 0.42815089225769043 1563.8094482421875 1529.0013427734375 None None None +8 2097 0.42815399169921875 1563.864501953125 1529.05615234375 None None None +8 2098 0.42815926671028137 1563.833740234375 1529.0250244140625 None None None +8 2099 0.42816662788391113 1563.887451171875 1529.0780029296875 None None None +8 2100 0.4282064139842987 1563.9639892578125 1529.1513671875 None None None +8 2101 0.42819276452064514 1563.92578125 1529.1142578125 None None None +8 2102 0.42814964056015015 1563.8570556640625 1529.0491943359375 None None None +8 2103 0.4281156361103058 1563.871826171875 1529.066650390625 None None None +8 2104 0.4280555844306946 1563.8555908203125 1529.055419921875 None None None +8 2105 0.4279941916465759 1563.7398681640625 1528.944580078125 None None None +8 2106 0.4279845356941223 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1518.9820556640625 None None None +9 1928 0.4168151617050171 1552.9403076171875 1519.05126953125 None None None +9 1929 0.4168725609779358 1552.948974609375 1519.055419921875 None None None +9 1930 0.4168727397918701 1553.0927734375 1519.19921875 None None None +9 1931 0.41689857840538025 1553.042724609375 1519.14697265625 None None None +9 1932 0.4169600307941437 1552.97314453125 1519.0723876953125 None None None +9 1933 0.41698288917541504 1552.9639892578125 1519.0614013671875 None None None +9 1934 0.41698700189590454 1552.97021484375 1519.0672607421875 None None None +9 1935 0.41709354519844055 1553.021728515625 1519.110107421875 None None None +9 1936 0.4172383248806 1553.045166015625 1519.121826171875 None None None +9 1937 0.41727903485298157 1553.001708984375 1519.0750732421875 None None None +9 1938 0.41727447509765625 1553.0205078125 1519.09423828125 None None None +9 1939 0.417259156703949 1553.0640869140625 1519.1390380859375 None None None +9 1940 0.41722092032432556 1553.035888671875 1519.1141357421875 None None None +9 1941 0.4172798693180084 1553.01611328125 1519.0894775390625 None None None +9 1942 0.4173280894756317 1553.10791015625 1519.177490234375 None None None +9 1943 0.41727393865585327 1553.053466796875 1519.12744140625 None None None +9 1944 0.4172665476799011 1553.1700439453125 1519.24462890625 None None None +9 1945 0.417265921831131 1553.2550048828125 1519.32958984375 None None None +9 1946 0.41725531220436096 1553.2069091796875 1519.2823486328125 None None None +9 1947 0.4173082411289215 1553.2847900390625 1519.35595703125 None None None +9 1948 0.4173359274864197 1553.3448486328125 1519.4136962890625 None None None +9 1949 0.41739267110824585 1553.3236083984375 1519.387939453125 None None None +9 1950 0.41738614439964294 1553.2432861328125 1519.3082275390625 None None None +9 1951 0.41734668612480164 1553.21728515625 1519.2855224609375 None None None +9 1952 0.41742780804634094 1553.209716796875 1519.271240234375 None None None +9 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1519.631103515625 None None None +9 1979 0.4175417125225067 1553.4879150390625 1519.5400390625 None None None +9 1980 0.4175768196582794 1553.3780517578125 1519.42724609375 None None None +9 1981 0.4175546169281006 1553.3563232421875 1519.4073486328125 None None None +9 1982 0.417563796043396 1553.3837890625 1519.4342041015625 None None None +9 1983 0.41765689849853516 1553.4290771484375 1519.471923828125 None None None +9 1984 0.4176345765590668 1553.4447021484375 1519.4891357421875 None None None +9 1985 0.4175867736339569 1553.3834228515625 1519.4317626953125 None None None +9 1986 0.41758993268013 1553.38720703125 1519.435302734375 None None None +9 1987 0.41756516695022583 1553.428466796875 1519.478759765625 None None None +9 1988 0.4174925684928894 1553.30126953125 1519.3572998046875 None None None +9 1989 0.4174574315547943 1553.3214111328125 1519.38037109375 None None None +9 1990 0.41750776767730713 1553.409423828125 1519.46435546875 None None None +9 1991 0.4174845516681671 1553.398193359375 1519.455078125 None None None +9 1992 0.41751036047935486 1553.423828125 1519.4786376953125 None None None +9 1993 0.4175586998462677 1553.44482421875 1519.4957275390625 None None None +9 1994 0.41752615571022034 1553.520263671875 1519.573974609375 None None None +9 1995 0.41754695773124695 1553.498046875 1519.550048828125 None None None +9 1996 0.41753071546554565 1553.4625244140625 1519.515869140625 None None None +9 1997 0.4174778163433075 1553.4241943359375 1519.48193359375 None None None +9 1998 0.4177403151988983 1553.46435546875 1519.500732421875 None None None +9 1999 0.41785168647766113 1553.43310546875 1519.4603271484375 None None None +9 2000 0.4178641140460968 1553.364990234375 1519.3912353515625 None None None +9 2001 0.4179138243198395 1553.482666015625 1519.5050048828125 None None None +9 2002 0.4179280698299408 1553.4190673828125 1519.440185546875 None None None +9 2003 0.4179541766643524 1553.4024658203125 1519.4215087890625 None None None +9 2004 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1514.7113037109375 None None None +10 1902 0.4054596722126007 1547.648193359375 1514.6856689453125 None None None +10 1903 0.40548327565193176 1547.6175537109375 1514.6529541015625 None None None +10 1904 0.40551814436912537 1547.56982421875 1514.6025390625 None None None +10 1905 0.4055038392543793 1547.6197509765625 1514.653564453125 None None None +10 1906 0.4055362343788147 1547.559326171875 1514.5904541015625 None None None +10 1907 0.4054841697216034 1547.494873046875 1514.5303955078125 None None None +10 1908 0.4054606258869171 1547.486572265625 1514.52392578125 None None None +10 1909 0.405534952878952 1547.554443359375 1514.5858154296875 None None None +10 1910 0.4056493937969208 1547.4609375 1514.4830322265625 None None None +10 1911 0.40572115778923035 1547.4364013671875 1514.45263671875 None None None +10 1912 0.40569067001342773 1547.4903564453125 1514.50927734375 None None None +10 1913 0.40567952394485474 1547.5191650390625 1514.5389404296875 None None None +10 1914 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1547.3359375 1514.3936767578125 None None None +10 1940 0.40519076585769653 1547.2471923828125 1514.3067626953125 None None None +10 1941 0.4051883816719055 1547.1553955078125 1514.2152099609375 None None None +10 1942 0.4051620364189148 1547.21337890625 1514.2752685546875 None None None +10 1943 0.40511515736579895 1547.15283203125 1514.2186279296875 None None None +10 1944 0.4051233232021332 1547.3148193359375 1514.3798828125 None None None +10 1945 0.4050963819026947 1547.3990478515625 1514.46630859375 None None None +10 1946 0.40508851408958435 1547.35546875 1514.4234619140625 None None None +10 1947 0.4050557017326355 1547.345947265625 1514.4166259765625 None None None +10 1948 0.40506020188331604 1547.225341796875 1514.295654296875 None None None +10 1949 0.4050169289112091 1547.1912841796875 1514.26513671875 None None None +10 1950 0.4049869477748871 1547.1744384765625 1514.2506103515625 None None None +10 1951 0.40504568815231323 1547.14990234375 1514.2213134765625 None None None +10 1952 0.40497133135795593 1547.1094970703125 1514.18701171875 None None None +10 1953 0.4049236476421356 1547.103759765625 1514.1851806640625 None None None +10 1954 0.40494832396507263 1547.123779296875 1514.203125 None None None +10 1955 0.4049912393093109 1547.127685546875 1514.20361328125 None None None +10 1956 0.4049822986125946 1547.09765625 1514.1741943359375 None None None +10 1957 0.4049888849258423 1547.0638427734375 1514.139892578125 None None None +10 1958 0.4050251841545105 1547.036376953125 1514.1094970703125 None None None +10 1959 0.40495648980140686 1547.0693359375 1514.14794921875 None None None +10 1960 0.4049486815929413 1547.12353515625 1514.2027587890625 None None None +10 1961 0.40495002269744873 1547.1165771484375 1514.1956787109375 None None None +10 1962 0.40493854880332947 1547.0928955078125 1514.1729736328125 None None None +10 1963 0.4049326777458191 1547.0245361328125 1514.1051025390625 None None None +10 1964 0.4049168527126312 1546.9913330078125 1514.0731201171875 None None None +10 1965 0.4049086272716522 1546.993408203125 1514.0758056640625 None None None +10 1966 0.4048842787742615 1547.0684814453125 1514.15283203125 None None None +10 1967 0.40486133098602295 1547.117919921875 1514.2041015625 None None None +10 1968 0.4048745036125183 1547.123291015625 1514.20849609375 None None None +10 1969 0.4048857092857361 1547.140625 1514.224853515625 None None None +10 1970 0.40488356351852417 1547.1220703125 1514.206298828125 None None None +10 1971 0.40490153431892395 1547.134033203125 1514.216796875 None None None +10 1972 0.40491199493408203 1547.2117919921875 1514.293701171875 None None None +10 1973 0.40492337942123413 1547.209716796875 1514.290771484375 None None None +10 1974 0.40494170784950256 1547.2216796875 1514.3011474609375 None None None +10 1975 0.40496858954429626 1547.265869140625 1514.3431396484375 None None None +10 1976 0.4049619734287262 1547.3128662109375 1514.3907470703125 None None None +10 1977 0.4049098789691925 1547.3614501953125 1514.443603515625 None None None +10 1978 0.4048357903957367 1547.3419189453125 1514.4300537109375 None None None +10 1979 0.40480494499206543 1547.3372802734375 1514.4278564453125 None None None +10 1980 0.40480732917785645 1547.2999267578125 1514.390380859375 None None None +10 1981 0.4047192931175232 1547.2498779296875 1514.3475341796875 None None None +10 1982 0.4047175347805023 1547.2384033203125 1514.3360595703125 None None None +10 1983 0.40475258231163025 1547.2242431640625 1514.319091796875 None None None +10 1984 0.4047584533691406 1547.1962890625 1514.2906494140625 None None None +10 1985 0.40474221110343933 1547.2222900390625 1514.318115234375 None None None +10 1986 0.4047597050666809 1547.202880859375 1514.297119140625 None None None +10 1987 0.4047242999076843 1547.177001953125 1514.274169921875 None None None +10 1988 0.40469926595687866 1547.1611328125 1514.26025390625 None None None +10 1989 0.40470701456069946 1547.1192626953125 1514.2176513671875 None None None +10 1990 0.40473368763923645 1547.0982666015625 1514.1944580078125 None None None +10 1991 0.404766708612442 1547.125244140625 1514.2188720703125 None None None +10 1992 0.4048128128051758 1547.040283203125 1514.130126953125 None None None +10 1993 0.4048936665058136 1547.0267333984375 1514.110107421875 None None None +10 1994 0.4048878252506256 1547.013671875 1514.0975341796875 None None None +10 1995 0.40493425726890564 1547.0338134765625 1514.1138916015625 None None None +10 1996 0.40494993329048157 1546.9197998046875 1513.9986572265625 None None None +10 1997 0.40494096279144287 1546.9488525390625 1514.0284423828125 None None None +10 1998 0.4049469232559204 1546.9395751953125 1514.0186767578125 None None None +10 1999 0.4049051105976105 1546.870361328125 1513.952880859375 None None None +10 2000 0.40491029620170593 1546.844482421875 1513.926513671875 None None None +10 2001 0.4049079120159149 1546.78564453125 1513.8677978515625 None None None +10 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None None None +12 1924 0.38439932465553284 1539.5521240234375 1508.29931640625 None None None +12 1925 0.3843950927257538 1539.4237060546875 1508.1712646484375 None None None +12 1926 0.38442400097846985 1539.3690185546875 1508.1142578125 None None None +12 1927 0.3844647705554962 1539.4237060546875 1508.1656494140625 None None None +12 1928 0.38443928956985474 1539.325927734375 1508.070068359375 None None None +12 1929 0.3844946026802063 1539.313232421875 1508.052734375 None None None +12 1930 0.38446682691574097 1539.253173828125 1507.994873046875 None None None +12 1931 0.3844364285469055 1539.2314453125 1507.9755859375 None None None +12 1932 0.3844221234321594 1539.1875 1507.9329833984375 None None None +12 1933 0.38444364070892334 1539.172607421875 1507.916259765625 None None None +12 1934 0.3844067454338074 1539.217041015625 1507.9638671875 None None None +12 1935 0.3843494653701782 1539.15966796875 1507.9111328125 None None None +12 1936 0.38442298769950867 1539.0859375 1507.8314208984375 None None None +12 1937 0.3844578266143799 1539.0584716796875 1507.8011474609375 None None None +12 1938 0.38443857431411743 1538.9915771484375 1507.73583984375 None None None +12 1939 0.38442423939704895 1539.0589599609375 1507.8043212890625 None None None +12 1940 0.3844151496887207 1539.0789794921875 1507.8250732421875 None None None +12 1941 0.3843979239463806 1539.1209716796875 1507.868408203125 None None None +12 1942 0.38443464040756226 1539.1097412109375 1507.8541259765625 None None None +12 1943 0.38446295261383057 1539.1148681640625 1507.85693359375 None None None +12 1944 0.38446488976478577 1539.0887451171875 1507.8306884765625 None None None +12 1945 0.3844914436340332 1539.0457763671875 1507.7855224609375 None None None +12 1946 0.3844856023788452 1538.90673828125 1507.64697265625 None None None +12 1947 0.3845575451850891 1538.94775390625 1507.68212890625 None None None +12 1948 0.38454052805900574 1538.9486083984375 1507.684326171875 None None None 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1538.4293212890625 1507.1688232421875 None None None +12 1962 0.38452741503715515 1538.50830078125 1507.2454833984375 None None None +12 1963 0.38447797298431396 1538.5079345703125 1507.2490234375 None None None +12 1964 0.38446179032325745 1538.45849609375 1507.2010498046875 None None None +12 1965 0.3844681680202484 1538.4178466796875 1507.159912109375 None None None +12 1966 0.38447996973991394 1538.38916015625 1507.130126953125 None None None +12 1967 0.3844831883907318 1538.45361328125 1507.1943359375 None None None +12 1968 0.3844454288482666 1538.458740234375 1507.2025146484375 None None None +12 1969 0.38445234298706055 1538.5355224609375 1507.27880859375 None None None +12 1970 0.38445746898651123 1538.5511474609375 1507.2939453125 None None None +12 1971 0.38440704345703125 1538.6513671875 1507.3983154296875 None None None +12 1972 0.3844291865825653 1538.5941162109375 1507.33935546875 None None None +12 1973 0.3843786120414734 1538.581787109375 1507.3311767578125 None None None +12 1974 0.38441789150238037 1538.5928955078125 1507.339111328125 None None None +12 1975 0.3844201862812042 1538.569091796875 1507.315185546875 None None None +12 1976 0.38436833024024963 1538.6171875 1507.3675537109375 None None None +12 1977 0.38437116146087646 1538.68115234375 1507.43115234375 None None None +12 1978 0.384310781955719 1538.635009765625 1507.3900146484375 None None None +12 1979 0.3842845857143402 1538.6817626953125 1507.43896484375 None None None +12 1980 0.38427311182022095 1538.60205078125 1507.3602294921875 None None None +12 1981 0.3841892182826996 1538.555419921875 1507.3203125 None None None +12 1982 0.3841835856437683 1538.6038818359375 1507.369140625 None None None +12 1983 0.38417869806289673 1538.5626220703125 1507.3282470703125 None None None +12 1984 0.3841337561607361 1538.568115234375 1507.33740234375 None None None +12 1985 0.384206622838974 1538.58447265625 1507.347900390625 None None None +12 1986 0.38417115807533264 1538.615478515625 1507.3817138671875 None None None +12 1987 0.3841415345668793 1538.573486328125 1507.342041015625 None None None +12 1988 0.3840928077697754 1538.5772705078125 1507.349853515625 None None None +12 1989 0.38413894176483154 1538.5101318359375 1507.2789306640625 None None None +12 1990 0.3840852677822113 1538.474365234375 1507.24755859375 None None None +12 1991 0.38412386178970337 1538.5499267578125 1507.3199462890625 None None None +12 1992 0.38407209515571594 1538.522216796875 1507.29638671875 None None None +12 1993 0.38401150703430176 1538.5704345703125 1507.3497314453125 None None None +12 1994 0.38400617241859436 1538.5986328125 1507.3782958984375 None None None +12 1995 0.38405439257621765 1538.6121826171875 1507.3880615234375 None None None +12 1996 0.38407421112060547 1538.6138916015625 1507.3880615234375 None None None +12 1997 0.3840497136116028 1538.583984375 1507.360107421875 None None None +12 1998 0.38402512669563293 1538.576416015625 1507.354736328125 None None None +12 1999 0.38401103019714355 1538.5908203125 1507.3702392578125 None None None +12 2000 0.38399437069892883 1538.5758056640625 1507.3565673828125 None None None +12 2001 0.38396671414375305 1538.5701904296875 1507.3531494140625 None None None +12 2002 0.38396427035331726 1538.5927734375 1507.3758544921875 None None None +12 2003 0.38392165303230286 1538.5279541015625 1507.314453125 None None None +12 2004 0.3839438259601593 1538.5107421875 1507.29541015625 None None None +12 2005 0.3839357793331146 1538.53515625 1507.320556640625 None None None +12 2006 0.38388341665267944 1538.485595703125 1507.275146484375 None None None +12 2007 0.3838581442832947 1538.4229736328125 1507.2147216796875 None None None +12 2008 0.38388848304748535 1538.43798828125 1507.227294921875 None None None +12 2009 0.38385701179504395 1538.5277099609375 1507.319580078125 None None None +12 2010 0.3838280439376831 1538.5439453125 1507.338134765625 None None None +12 2011 0.38380923867225647 1538.5650634765625 1507.36083984375 None None None +12 2012 0.3838408291339874 1538.59228515625 1507.385498046875 None None None +12 2013 0.3837740123271942 1538.551025390625 1507.3497314453125 None None None +12 2014 0.3837316930294037 1538.6278076171875 1507.429931640625 None None None +12 2015 0.38374781608581543 1538.630126953125 1507.430908203125 None None None +12 2016 0.3837357461452484 1538.513427734375 1507.315185546875 None None None +12 2017 0.3837823271751404 1538.58935546875 1507.387451171875 None None None +12 2018 0.3838055431842804 1538.6488037109375 1507.445068359375 None None None +12 2019 0.38378357887268066 1538.6806640625 1507.478759765625 None None None +12 2020 0.38379666209220886 1538.661376953125 1507.45849609375 None None None +12 2021 0.383839875459671 1538.556396484375 1507.349853515625 None None None +12 2022 0.38380396366119385 1538.556884765625 1507.353271484375 None None None +12 2023 0.383798211812973 1538.6019287109375 1507.3988037109375 None None None +12 2024 0.3837432861328125 1538.52880859375 1507.330078125 None None None +12 2025 0.38374704122543335 1538.5084228515625 1507.3092041015625 None None None +12 2026 0.38373592495918274 1538.517578125 1507.3194580078125 None None None +12 2027 0.3837679326534271 1538.5775146484375 1507.376708984375 None None None +12 2028 0.38370007276535034 1538.53564453125 1507.34033203125 None None None +12 2029 0.3836413025856018 1538.510498046875 1507.3199462890625 None None None +12 2030 0.38356584310531616 1538.5146484375 1507.330322265625 None None None +12 2031 0.3835386037826538 1538.4085693359375 1507.2264404296875 None None None +12 2032 0.38356199860572815 1538.4349365234375 1507.2508544921875 None None None +12 2033 0.3835049867630005 1538.5323486328125 1507.3529052734375 None None None +12 2034 0.3835192620754242 1538.57275390625 1507.3922119140625 None None None +12 2035 0.3835231065750122 1538.5462646484375 1507.3653564453125 None None None +12 2036 0.3834640681743622 1538.5242919921875 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1443.62255859375 None None None +20 1923 0.24109609425067902 1463.2486572265625 1443.6473388671875 None None None +20 1924 0.24110282957553864 1463.162353515625 1443.5604248046875 None None None +20 1925 0.2411099523305893 1463.192626953125 1443.5902099609375 None None None +20 1926 0.24108541011810303 1463.18798828125 1443.587646484375 None None None +20 1927 0.24108080565929413 1463.0970458984375 1443.4970703125 None None None +20 1928 0.24108074605464935 1463.111083984375 1443.5111083984375 None None None +20 1929 0.24110548198223114 1463.125244140625 1443.523193359375 None None None +20 1930 0.24112553894519806 1463.108154296875 1443.5045166015625 None None None +20 1931 0.24108383059501648 1463.114013671875 1443.5137939453125 None None None +20 1932 0.241048201918602 1463.14599609375 1443.5487060546875 None None None +20 1933 0.24108730256557465 1463.2071533203125 1443.606689453125 None None None +20 1934 0.24110181629657745 1463.226806640625 1443.6251220703125 None None None +20 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1443.84033203125 None None None +20 1948 0.24104902148246765 1463.477294921875 1443.879638671875 None None None +20 1949 0.24101506173610687 1463.498779296875 1443.9039306640625 None None None +20 1950 0.24100717902183533 1463.5535888671875 1443.9593505859375 None None None +20 1951 0.24100562930107117 1463.561767578125 1443.967529296875 None None None +20 1952 0.24099966883659363 1463.5467529296875 1443.9530029296875 None None None +20 1953 0.2410418540239334 1463.62353515625 1444.0263671875 None None None +20 1954 0.2410142570734024 1463.6322021484375 1444.037353515625 None None None +20 1955 0.24101753532886505 1463.586669921875 1443.9915771484375 None None None +20 1956 0.24107159674167633 1463.617919921875 1444.0184326171875 None None None +20 1957 0.24105870723724365 1463.6865234375 1444.088134765625 None None None +20 1958 0.24104321002960205 1463.805419921875 1444.2083740234375 None None None +20 1959 0.2410522699356079 1463.845703125 1444.2479248046875 None None None +20 1960 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None None None +21 1968 0.23211905360221863 1457.7939453125 1438.9246826171875 None None None +21 1969 0.23215176165103912 1457.778076171875 1438.9061279296875 None None None +21 1970 0.23214763402938843 1457.795166015625 1438.9234619140625 None None None +21 1971 0.23210346698760986 1457.79345703125 1438.9254150390625 None None None +21 1972 0.23209653794765472 1457.82958984375 1438.9620361328125 None None None +21 1973 0.23209519684314728 1457.9658203125 1439.098388671875 None None None +21 1974 0.2320808321237564 1457.924560546875 1439.0582275390625 None None None +21 1975 0.23209840059280396 1457.9429931640625 1439.0751953125 None None None +21 1976 0.23209108412265778 1457.94775390625 1439.08056640625 None None None +21 1977 0.23207132518291473 1458.008056640625 1439.142578125 None None None +21 1978 0.23212939500808716 1457.974853515625 1439.104736328125 None None None +21 1979 0.23217353224754333 1457.9427490234375 1439.0689697265625 None None None +21 1980 0.23218394815921783 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None None +21 2416 0.23149366676807404 1458.64697265625 1439.82958984375 None None None +21 2417 0.23150967061519623 1458.5989990234375 1439.7803955078125 None None None +21 2418 0.23149599134922028 1458.5777587890625 1439.76025390625 None None None +21 2419 0.23150533437728882 1458.5806884765625 1439.762451171875 None None None +21 2420 0.2314898669719696 1458.6436767578125 1439.82666015625 None None None +21 2421 0.2314618080854416 1458.6334228515625 1439.81884765625 None None None +21 2422 0.23145553469657898 1458.6617431640625 1439.84765625 None None None +21 2423 0.2314678132534027 1458.6494140625 1439.8343505859375 None None None +21 2424 0.2314646989107132 1458.7115478515625 1439.896728515625 None None None +21 2425 0.23143692314624786 1458.7242431640625 1439.9117431640625 None None None +21 2426 0.2314186990261078 1458.714599609375 1439.9034423828125 None None None +21 2427 0.2313930094242096 1458.7327880859375 1439.923828125 None None None +21 2428 0.23138879239559174 1458.7056884765625 1439.89697265625 None None None +21 2429 0.23140005767345428 1458.6942138671875 1439.884521484375 None None None +21 2430 0.2313999980688095 1458.731689453125 1439.9219970703125 None None None +21 2431 0.23140506446361542 1458.7523193359375 1439.942138671875 None None None +21 2432 0.23139825463294983 1458.716064453125 1439.9066162109375 None None None +21 2433 0.2313767820596695 1458.7138671875 1439.9061279296875 None None None +21 2434 0.2313540130853653 1458.7567138671875 1439.95068359375 None None None +21 2435 0.23134422302246094 1458.771240234375 1439.9661865234375 None None None +21 2436 0.23136748373508453 1458.802490234375 1439.9954833984375 None None None +21 2437 0.23135852813720703 1458.8375244140625 1440.03125 None None None +21 2438 0.2313634604215622 1458.857421875 1440.05078125 None None None +21 2439 0.23135121166706085 1458.96728515625 1440.1614990234375 None None None +21 2440 0.23134300112724304 1458.9788818359375 1440.173828125 None None None +21 2441 0.23138770461082458 1458.9649658203125 1440.15625 None None None +21 2442 0.23141147196292877 1458.9993896484375 1440.188720703125 None None None +21 2443 0.2314079850912094 1459.00732421875 1440.19677734375 None None None +21 2444 0.23144462704658508 1458.94140625 1440.1280517578125 None None None +21 2445 0.23141513764858246 1458.9815673828125 1440.1705322265625 None None None +21 2446 0.23137201368808746 1458.9530029296875 1440.1455078125 None None None +21 2447 0.23134471476078033 1458.899169921875 1440.0938720703125 None None None +21 2448 0.23133939504623413 1458.93603515625 1440.131103515625 None None None +21 2449 0.23135411739349365 1458.9083251953125 1440.102294921875 None None None +21 2450 0.2313341349363327 1458.938720703125 1440.1341552734375 None None None +21 2451 0.23132237792015076 1458.9322509765625 1440.1285400390625 None None None +21 2452 0.2313043177127838 1458.947265625 1440.1451416015625 None None None +21 2453 0.23130249977111816 1458.919921875 1440.117919921875 None None None +21 2454 0.23134806752204895 1458.8724365234375 1440.066650390625 None None None +21 2455 0.23132449388504028 1458.8734130859375 1440.0694580078125 None None None +21 2456 0.23132754862308502 1458.8155517578125 1440.0113525390625 None None None +21 2457 0.2313205748796463 1458.7974853515625 1439.9940185546875 None None None +21 2458 0.2313067615032196 1458.8038330078125 1440.00146484375 None None None +21 2459 0.23131118714809418 1458.802490234375 1439.999755859375 None None None +21 2460 0.23131822049617767 1458.7794189453125 1439.97607421875 None None None +21 2461 0.2313104271888733 1458.8052978515625 1440.002685546875 None None None +21 2462 0.23133885860443115 1458.802734375 1439.9976806640625 None None None +21 2463 0.23134177923202515 1458.811279296875 1440.0059814453125 None None None +21 2464 0.2313925325870514 1458.8441162109375 1440.03466796875 None None None +21 2465 0.2313757687807083 1458.8721923828125 1440.0640869140625 None None None +21 2466 0.23142662644386292 1458.8851318359375 1440.0728759765625 None None None +21 2467 0.23139891028404236 1458.8485107421875 1440.0384521484375 None None None +21 2468 0.23140864074230194 1458.8236083984375 1440.0128173828125 None None None +21 2469 0.2314213365316391 1458.857666015625 1440.0458984375 None None None +21 2470 0.2314818650484085 1458.9111328125 1440.09423828125 None None None +21 2471 0.23150429129600525 1458.921630859375 1440.10302734375 None None None +21 2472 0.23150058090686798 1458.9727783203125 1440.1544189453125 None None None +21 2473 0.23148886859416962 1458.922119140625 1440.104736328125 None None None +21 2474 0.23147165775299072 1458.8673095703125 1440.05126953125 None None None +21 2475 0.231493279337883 1458.8507080078125 1440.0328369140625 None None None +21 2476 0.23150967061519623 1458.8294677734375 1440.01025390625 None None None +21 2477 0.2315218299627304 1458.7979736328125 1439.977783203125 None None None +21 2478 0.2315104454755783 1458.780029296875 1439.9608154296875 None None None +21 2479 0.23153309524059296 1458.75390625 1439.932861328125 None None None +21 2480 0.2314976304769516 1458.7579345703125 1439.939697265625 None None None +21 2481 0.2315026968717575 1458.7275390625 1439.908935546875 None None None +21 2482 0.231509730219841 1458.767822265625 1439.9486083984375 None None None +21 2483 0.23151832818984985 1458.791748046875 1439.971923828125 None None None +21 2484 0.2315237820148468 1458.7591552734375 1439.9388427734375 None None None +21 2485 0.2315063625574112 1458.7783203125 1439.95947265625 None None None +21 2486 0.23149973154067993 1458.77294921875 1439.95458984375 None None None +21 2487 0.23149634897708893 1458.7354736328125 1439.9173583984375 None None None +21 2488 0.23149709403514862 1458.7445068359375 1439.92626953125 None None None +21 2489 0.23149913549423218 1458.7236328125 1439.9052734375 None None None +21 2490 0.2315131425857544 1458.7384033203125 1439.9189453125 None None None +21 2491 0.231499582529068 1458.7666015625 1439.9483642578125 None None None +21 2492 0.23148885369300842 1458.7760009765625 1439.95849609375 None None None +21 2493 0.23147667944431305 1458.7506103515625 1439.93408203125 None None None +21 2494 0.23148788511753082 1458.7607421875 1439.9432373046875 None None None +21 2495 0.2314695566892624 1458.73193359375 1439.9158935546875 None None None +21 2496 0.2314666211605072 1458.7327880859375 1439.9168701171875 None None None +21 2497 0.23144246637821198 1458.6824951171875 1439.86865234375 None None None +21 2498 0.23143406212329865 1458.6629638671875 1439.849853515625 None None None +21 2499 0.23143409192562103 1458.728759765625 1439.9156494140625 None None None +21 2500 0.23140905797481537 1458.75927734375 1439.9482421875 None None None +21 2501 0.23137301206588745 1458.78369140625 1439.9754638671875 None None None diff --git a/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.bias_formatting.stderr.txt b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..632eb0bb0aa98ee15aefe2d9a1e8ff07cab57dc6 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.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 +2023-07-17 00:27:39.397870: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:44.986166: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:44.991542: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 00:27:45.033028: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:04:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0 +coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s +2023-07-17 00:27:45.033144: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:45.074710: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:45.074877: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:45.094131: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:45.182689: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:45.522849: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:45.545783: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:45.550067: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:45.555845: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:45.556508: 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. +2023-07-17 00:27:45.558764: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 00:27:45.560339: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:04:00.0 name: Tesla V100-SXM2-16GB computeCapability: 7.0 +coreClock: 1.53GHz coreCount: 80 deviceMemorySize: 15.77GiB deviceMemoryBandwidth: 836.37GiB/s +2023-07-17 00:27:45.560430: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:45.560503: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 00:27:45.560551: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 00:27:45.560597: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 00:27:45.560641: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 00:27:45.560685: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 00:27:45.560728: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 00:27:45.560773: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 00:27:45.562583: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 00:27:45.565720: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 00:27:48.974008: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 00:27:48.974096: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 00:27:48.974118: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 00:27:48.978322: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14757 MB memory) -> physical GPU (device: 0, name: Tesla V100-SXM2-16GB, pci bus id: 0000:04:00.0, compute capability: 7.0) +2023-07-17 00:27:50.092963: 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.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.bias_formatting.stdout.txt b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..7ddb17d731bdfdefb5b30086fbf69f7f33a4eea2 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/bias_model_scaled.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/new_model_formats/bias_model_scaled diff --git a/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet.params.json b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet.params.json new file mode 100644 index 0000000000000000000000000000000000000000..6268ce6f2a1ac06a34e87621ad3c1732da09ab2f --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet.params.json @@ -0,0 +1,11 @@ +{ + "counts_loss_weight": "81.3", + "filters": "512", + "n_dil_layers": "8", + "bias_model_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_data_params.tsv b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_data_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..367008c60b1a891ecd8f557ff3658b9faf890f82 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_data_params.tsv @@ -0,0 +1,3 @@ +counts_sum_min_thresh 75.0 +counts_sum_max_thresh 8150.06 +trainings_pts_post_thresh 173637 diff --git a/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_formatting.stderr.txt b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..fbdd0b630a2c451c73f6698033c94f81ebd8920d --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.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 +2023-07-17 14:02:58.474485: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:03:01.573952: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:03:01.579843: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2023-07-17 14:03:01.623247: 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 +2023-07-17 14:03:01.623317: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:03:01.652733: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:03:01.652855: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:03:01.668063: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:03:01.674600: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:03:01.700744: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:03:01.707079: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:03:01.708318: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:03:01.724457: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:03:01.724832: 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. +2023-07-17 14:03:01.725803: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2023-07-17 14:03:01.726436: 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 +2023-07-17 14:03:01.726475: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:03:01.726514: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2023-07-17 14:03:01.726537: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2023-07-17 14:03:01.726559: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2023-07-17 14:03:01.726581: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2023-07-17 14:03:01.726603: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2023-07-17 14:03:01.726626: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2023-07-17 14:03:01.726648: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2023-07-17 14:03:01.728030: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2023-07-17 14:03:01.729460: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2023-07-17 14:03:03.597784: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2023-07-17 14:03:03.597885: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2023-07-17 14:03:03.597903: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2023-07-17 14:03:03.600865: 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) +2023-07-17 14:03:05.995715: 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.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_formatting.stdout.txt b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..20b7cf25e3db422c976487c575295eb8c1eb4500 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/new_model_formats/chrombpnet diff --git a/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_model_params.tsv b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_model_params.tsv new file mode 100644 index 0000000000000000000000000000000000000000..b90e01be9de20c3f445e345b827aa4700de3b5b0 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_model_params.tsv @@ -0,0 +1,9 @@ +counts_loss_weight 81.3 +filters 512 +n_dil_layers 8 +bias_model_path /scratch/groups/akundaje/anusri/chromatin_atlas/DNASE/ENCSR964MZQ//chrombppnet_model_encsr283tme_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.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_no_bias_formatting.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..801e211fb5701e9f7a5429053e7cd9f0dd33ad85 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/new_model_formats/chrombpnet_wo_bias diff --git a/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.chrombpnet_no_bias_formatting.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..801e211fb5701e9f7a5429053e7cd9f0dd33ad85 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.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//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/chrombpnet_wo_bias.h5 -o /oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/DNASE//ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4/new_model_formats/chrombpnet_wo_bias diff --git a/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.epoch_loss.csv b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.epoch_loss.csv new file mode 100644 index 0000000000000000000000000000000000000000..cd5210f76e65e477b54780174c6819c8ff27b361 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.epoch_loss.csv @@ -0,0 +1,23 @@ +epoch,logcount_predictions_loss,logits_profile_predictions_loss,loss,val_logcount_predictions_loss,val_logits_profile_predictions_loss,val_loss +0,5.620192050933838,1816.8988037109375,2273.81591796875,0.6430768966674805,1733.1868896484375,1785.4683837890625 +1,0.6254239678382874,1651.8909912109375,1702.7352294921875,0.5679977536201477,1676.9671630859375,1723.14599609375 +2,0.57338947057724,1614.562255859375,1661.1781005859375,0.5431715846061707,1642.127197265625,1686.2864990234375 +3,0.5321296453475952,1587.5810546875,1630.8421630859375,0.4767288565635681,1628.624267578125,1667.3831787109375 +4,0.5050597190856934,1569.88525390625,1610.9434814453125,0.6079922914505005,1622.4117431640625,1671.8419189453125 +5,0.47726354002952576,1556.3531494140625,1595.1541748046875,0.4471435844898224,1625.535400390625,1661.8887939453125 +6,0.4574066996574402,1543.2611083984375,1580.4456787109375,0.48757079243659973,1602.302734375,1641.941650390625 +7,0.4456273019313812,1537.98291015625,1574.2127685546875,0.41907817125320435,1606.4178466796875,1640.489501953125 +8,0.4264155328273773,1527.45556640625,1562.1224365234375,0.5046164393424988,1588.96240234375,1629.9873046875 +9,0.4193035364151001,1521.2523193359375,1555.3433837890625,0.41377103328704834,1581.14599609375,1614.7855224609375 +10,0.40485143661499023,1516.0374755859375,1548.9510498046875,0.4191325902938843,1578.2763671875,1612.3525390625 +11,0.3912733197212219,1510.5157470703125,1542.3271484375,0.4611862599849701,1599.369140625,1636.86279296875 +12,0.3827893137931824,1507.0933837890625,1538.2142333984375,0.43883490562438965,1592.3028564453125,1627.979736328125 +13,0.3702559173107147,1503.8104248046875,1533.9117431640625,0.4194495975971222,1592.356689453125,1626.4580078125 +14,0.33110010623931885,1481.0906982421875,1508.0087890625,0.4049200117588043,1572.91943359375,1605.839111328125 +15,0.3140660226345062,1471.7598876953125,1497.29736328125,0.39830970764160156,1575.843505859375,1608.2255859375 +16,0.29894983768463135,1467.4488525390625,1491.754150390625,0.39848899841308594,1571.995849609375,1604.392333984375 +17,0.2855955958366394,1461.4755859375,1484.695556640625,0.4104684293270111,1587.6845703125,1621.056640625 +18,0.2775537073612213,1457.8023681640625,1480.365478515625,0.45428767800331116,1584.682861328125,1621.6168212890625 +19,0.2670150399208069,1453.459716796875,1475.1695556640625,0.40931758284568787,1580.930419921875,1614.2071533203125 +20,0.24057357013225555,1442.7508544921875,1462.3096923828125,0.40550678968429565,1587.9400634765625,1620.908203125 +21,0.23137301206588745,1439.9754638671875,1458.78369140625,0.4331028461456299,1585.0313720703125,1620.24267578125 diff --git a/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.stderr.txt b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.stderr.txt new file mode 100644 index 0000000000000000000000000000000000000000..c7b5fc05b9399f5be500e4f56162196bd8dd877e --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.stderr.txt @@ -0,0 +1,328 @@ +2022-10-05 06:32:36.341359: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:42:37.923976: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:42:37.925265: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 06:42:38.045827: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 06:42:38.063345: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:42:38.094795: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:42:38.094959: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:42:38.108411: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:42:38.114609: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:42:38.136049: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:42:38.142139: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:42:38.143580: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:42:38.148286: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:42:38.148657: 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. +2022-10-05 06:42:38.148729: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:42:38.150359: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 06:42:38.150394: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:42:38.150416: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:42:38.150431: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:42:38.150445: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:42:38.150459: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:42:38.150473: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:42:38.150487: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:42:38.150501: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:42:38.153619: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:42:38.155207: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:42:39.830245: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 06:42:39.830328: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 06:42:39.830339: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 06:42:39.838505: 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: 0000:8b:00.0, compute capability: 8.0) +2022-10-05 06:42:41.177423: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 06:42:41.186180: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499930000 Hz +2022-10-05 06:42:41.370477: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:42:42.885004: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:42:42.893223: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:43:14.507715: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:43:16.149854: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:43:16.150657: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 06:43:16.228660: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 06:43:16.228742: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:43:16.230952: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:43:16.231026: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:43:16.232034: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:43:16.232224: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:43:16.234608: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:43:16.235135: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:43:16.235269: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:43:16.236962: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:43:16.237287: 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. +2022-10-05 06:43:16.237359: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 06:43:16.238196: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 06:43:16.238235: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:43:16.238255: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:43:16.238269: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:43:16.238282: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 06:43:16.238295: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 06:43:16.238308: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 06:43:16.238321: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 06:43:16.238333: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:43:16.239908: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 06:43:16.239939: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 06:43:16.728618: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 06:43:16.728708: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 06:43:16.728720: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 06:43:16.731516: 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: 0000:8b:00.0, compute capability: 8.0) +2022-10-05 06:49:00.630573: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 06:49:00.631024: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499930000 Hz +2022-10-05 06:49:02.070963: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 06:49:02.539647: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 06:49:02.556054: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 06:49:06.135876: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once. +2022-10-05 09:24:02.371558: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:24:04.961337: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:24:04.962148: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 09:24:05.041319: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:24:05.041405: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:24:05.043624: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:24:05.043673: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:24:05.044687: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:24:05.044874: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:24:05.047192: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:24:05.047697: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:24:05.047822: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:24:05.050533: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:24:05.050856: 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. +2022-10-05 09:24:05.050926: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:24:05.051763: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:24:05.051785: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:24:05.051802: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:24:05.051817: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:24:05.051831: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:24:05.051846: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:24:05.051859: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:24:05.051873: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:24:05.051887: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:24:05.053460: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:24:05.053489: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:24:05.510885: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 09:24:05.510970: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 09:24:05.510982: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 09:24:05.514250: 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: 0000:8b:00.0, compute capability: 8.0) +2022-10-05 09:26:24.083905: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:26:24.088082: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499930000 Hz +2022-10-05 09:26:24.178934: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:26:24.711894: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:26:24.714231: 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. +2022-10-05 09:28:51.376193: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:28:53.723402: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:28:53.724225: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 09:28:53.803467: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:28:53.803546: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:28:53.805765: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:28:53.805810: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:28:53.806814: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:28:53.806992: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:28:53.809322: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:28:53.809820: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:28:53.809946: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:28:53.811596: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:28:53.811914: 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. +2022-10-05 09:28:53.811995: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:28:53.812825: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:28:53.812847: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:28:53.812864: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:28:53.812879: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:28:53.812893: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:28:53.812907: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:28:53.812921: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:28:53.812935: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:28:53.812949: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:28:53.814494: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:28:53.814524: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:28:54.288250: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 09:28:54.288341: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 09:28:54.288353: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 09:28:54.291724: 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: 0000:8b: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. +2022-10-05 09:30:18.214502: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:30:18.216920: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499930000 Hz +2022-10-05 09:30:18.276110: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:30:18.743656: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:30:18.745333: 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. +2022-10-05 09:32:35.731266: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:32:38.108958: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:32:38.109771: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 09:32:38.189035: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:32:38.189121: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:32:38.191341: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:32:38.191398: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:32:38.192414: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:32:38.192606: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:32:38.194953: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:32:38.195452: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:32:38.195584: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:32:38.197275: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:32:38.197598: 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. +2022-10-05 09:32:38.197669: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:32:38.198509: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:32:38.198531: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:32:38.198548: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:32:38.198562: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:32:38.198609: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:32:38.198626: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:32:38.198640: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:32:38.198653: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:32:38.198667: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:32:38.200237: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:32:38.200268: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:32:38.674063: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 09:32:38.674152: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 09:32:38.674164: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 09:32:38.677524: 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: 0000:8b:00.0, compute capability: 8.0) +2022-10-05 09:34:02.388079: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:34:02.389900: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499930000 Hz +2022-10-05 09:34:02.429823: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:34:02.954654: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:34:02.957177: 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. +2022-10-05 09:35:15.033105: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:35:16.205233: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:35:16.206047: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 09:35:16.283797: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:35:16.283860: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:35:16.286055: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:35:16.286108: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:35:16.287110: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:35:16.287294: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:35:16.289628: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:35:16.290126: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:35:16.290259: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:35:16.291945: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:35:16.292260: 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. +2022-10-05 09:35:16.292326: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:35:16.293160: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:35:16.293188: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:35:16.293204: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:35:16.293218: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:35:16.293232: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:35:16.293246: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:35:16.293259: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:35:16.293273: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:35:16.293287: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:35:16.294857: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:35:16.294891: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:35:16.780084: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 09:35:16.780199: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 09:35:16.780213: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 09:35:16.783231: 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: 0000:8b: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. +2022-10-05 09:35:29.946175: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:35:29.946702: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499930000 Hz +2022-10-05 09:35:30.149262: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:35:30.660936: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:35:30.662923: 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/ENCSR964MZQ//chrombppnet_model_encsr283tme_bias_fold_4//footprints’: File exists +2022-10-05 09:37:19.397920: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:37:20.522024: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:37:20.522797: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1 +2022-10-05 09:37:20.610821: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:37:20.610910: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:37:20.613112: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:37:20.613164: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:37:20.614163: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:37:20.614348: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:37:20.616673: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:37:20.617170: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:37:20.617295: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:37:20.618974: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:37:20.619304: 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. +2022-10-05 09:37:20.619372: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set +2022-10-05 09:37:20.620208: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: +pciBusID: 0000:8b:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0 +coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.45GiB deviceMemoryBandwidth: 1.41TiB/s +2022-10-05 09:37:20.620252: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:37:20.620270: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:37:20.620285: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:37:20.620299: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10 +2022-10-05 09:37:20.620312: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10 +2022-10-05 09:37:20.620326: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10 +2022-10-05 09:37:20.620340: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11 +2022-10-05 09:37:20.620354: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8 +2022-10-05 09:37:20.621909: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0 +2022-10-05 09:37:20.621943: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0 +2022-10-05 09:37:21.098057: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix: +2022-10-05 09:37:21.098148: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267] 0 +2022-10-05 09:37:21.098161: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0: N +2022-10-05 09:37:21.100915: 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: 0000:8b:00.0, compute capability: 8.0) +2022-10-05 09:37:33.343716: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2) +2022-10-05 09:37:33.344224: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2499930000 Hz +2022-10-05 09:37:33.482362: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11 +2022-10-05 09:37:33.988235: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11 +2022-10-05 09:37:33.990038: 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.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.stdout.txt b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.stdout.txt new file mode 100644 index 0000000000000000000000000000000000000000..01b404c582357f5981b2d8d2b051afd96b6a3076 --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR964MZQ/logfile.modelling.fold_4.ENCSR964MZQ.stdout.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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b/fold_4/model.chrombpnet_nobias.fold_4.ENCSR964MZQ.tar new file mode 100644 index 0000000000000000000000000000000000000000..70957593e0fd340b2f54beffe08389e5616fc1c7 --- /dev/null +++ b/fold_4/model.chrombpnet_nobias.fold_4.ENCSR964MZQ.tar @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ecdbf20cd31dc15a7410b4f4ba920c8392827925b742f64c2f87501c2413ccb3 +size 26081280