<commit_before>import logging
from numpy.lib.twodim_base import diag, eye
from numpy.ma.core import asarray
import os
from os.path import expanduser
from pickle import dump

from independent_jobs.engines.BatchClusterParameters import BatchClusterParameters
from independent_jobs.engines.SerialComputationEngine import SerialComputationEngine
from independent_jobs.engines.SlurmComputationEngine import SlurmComputationEngine
from independent_jobs.tools.FileSystem import FileSystem
from independent_jobs.tools.Log import Log
from kameleon_mcmc.distribution.Gaussian import Gaussian
from kameleon_mcmc.mcmc.MCMCChain import MCMCChain
from kameleon_mcmc.mcmc.MCMCParams import MCMCParams
from kameleon_mcmc.mcmc.output.StatisticsOutput import StatisticsOutput
from kameleon_mcmc.mcmc.output.StoreChainOutput import StoreChainOutput
from kameleon_mcmc.mcmc.samplers.StandardMetropolis import StandardMetropolis
from ozone.distribution.OzonePosteriorAverageEngine import \
    OzonePosteriorAverageEngine


def main():
    Log.set_loglevel(logging.DEBUG)
    
    modulename = "sample_ozone_posterior_average_slurm"
    if not FileSystem.cmd_exists("sbatch"):
        engine = SerialComputationEngine()
    else:
        johns_slurm_hack = "#SBATCH --partition=intel-ivy,wrkstn,compute"
        folder = os.sep + os.sep.join(["nfs", "data3", "ucabhst", modulename])
        batch_parameters = BatchClusterParameters(foldername=folder, max_walltime=60 * 60,<commit_msg>remove workstations from cluster as incompatible c++ code<commit_after>import logging
from numpy.lib.twodim_base import diag, eye
from numpy.ma.core import asarray
import os
from os.path import expanduser
from pickle import dump

from independent_jobs.engines.BatchClusterParameters import BatchClusterParameters
from independent_jobs.engines.SerialComputationEngine import SerialComputationEngine
from independent_jobs.engines.SlurmComputationEngine import SlurmComputationEngine
from independent_jobs.tools.FileSystem import FileSystem
from independent_jobs.tools.Log import Log
from kameleon_mcmc.distribution.Gaussian import Gaussian
from kameleon_mcmc.mcmc.MCMCChain import MCMCChain
from kameleon_mcmc.mcmc.MCMCParams import MCMCParams
from kameleon_mcmc.mcmc.output.StatisticsOutput import StatisticsOutput
from kameleon_mcmc.mcmc.output.StoreChainOutput import StoreChainOutput
from kameleon_mcmc.mcmc.samplers.StandardMetropolis import StandardMetropolis
from ozone.distribution.OzonePosteriorAverageEngine import \
    OzonePosteriorAverageEngine


def main():
    Log.set_loglevel(logging.DEBUG)
    
    modulename = "sample_ozone_posterior_average_slurm"
    if not FileSystem.cmd_exists("sbatch"):
        engine = SerialComputationEngine()
    else:
        johns_slurm_hack = "#SBATCH --partition=intel-ivy,wrkstn,compute"
        johns_slurm_hack = "#SBATCH --partition=intel-ivy,compute"
        
        folder = os.sep + os.sep.join(["nfs", "data3", "ucabhst", modulename])
        batch_parameters = BatchClusterParameters(foldername=folder, max_walltime=60 * 60,
{'fraction_non_alphanumeric': 0.0639763779527559, 'fraction_numerical': 0.0032808398950131233, 'mean_word_length': 5.993119266055046, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '1457195', 'n_tokens_mistral': 963, 'n_tokens_neox': 927, 'n_words': 195}