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run_training.py
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run_training.py
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###################################################
#
# Script to launch the training
#
##################################################
import os, sys
import ConfigParser
#config file to read from
config = ConfigParser.RawConfigParser()
config.readfp(open(r'./configuration.txt'))
#===========================================
#name of the experiment
name_experiment = config.get('experiment name', 'name')
nohup = config.getboolean('training settings', 'nohup') #std output on log file?
run_GPU = '' if sys.platform == 'win32' else ' THEANO_FLAGS=device=gpu,floatX=float32 '
#create a folder for the results
result_dir = name_experiment
print "\n1. Create directory for the results (if not already existing)"
if os.path.exists(result_dir):
print "Dir already existing"
elif sys.platform=='win32':
os.system('mkdir ' + result_dir)
else:
os.system('mkdir -p ' +result_dir)
print "copy the configuration file in the results folder"
if sys.platform=='win32':
os.system('copy configuration.txt .\\' +name_experiment+'\\'+name_experiment+'_configuration.txt')
else:
os.system('cp configuration.txt ./' +name_experiment+'/'+name_experiment+'_configuration.txt')
# run the experiment
if nohup:
print "\n2. Run the training on GPU with nohup"
os.system(run_GPU +' nohup python -u ./src/retinaNN_training.py > ' +'./'+name_experiment+'/'+name_experiment+'_training.nohup')
else:
print "\n2. Run the training on GPU (no nohup)"
os.system(run_GPU +' python ./src/retinaNN_training.py')
#Prediction/testing is run with a different script