def testGenderClassification(network,networkFile,maleDataDir,femaleDataDir,signalClass,signalCount,resultsFolder):
print '----------------------------------------------------------------'
print '***** Running FeedForward Test with parameters:\n'
print '* networkfile : %s' %(networkFile)
print '* signalCount : %s' %(signalCount)
print '* signalClass : %s' %(signalClass.__name__)
print '* maleDataDir : %s' %(maleDataDir)
print '* femaleDataDir : %s' %(femaleDataDir)
print '* resultsFolder : %s' %(resultsFolder)
print '----------------------------------------------------------------'
"""
Computing results folder
"""
run_path = createRunFolder(resultsFolder=resultsFolder)
print '**** Dumping results in directory: \"%s\"' %(run_path)
print '----------------------------------------------------------------'
input_params_file = os.path.join(run_path,'inputParams.txt')
input_params = {
'networkfile':networkFile,
'signalCount':signalCount,
'signalClass':signalClass.__name__,
'maleDataDir':maleDataDir,
'femaleDataDir':femaleDataDir,
'resultsFolder':resultsFolder
}
writeAsJson(input_params,input_params_file,indent=4)
#extracting female and male samples. All samples will be used for testing
_,female_test_samples = getData(femaleDataDir,network.signalLength,network.signalCount,testProportion=1.0)
_,male_test_samples = getData(maleDataDir,network.signalLength,signalCount,testProportion=1.0)
test_inputs,test_targets,test_mfccfiles = combineSamples(female_test_samples,male_test_samples)
test_dataset = (test_inputs,test_targets,test_mfccfiles)
test_results_file = os.path.join(run_path,'test_results.txt')
test_error = testOnCustomDataset(test_dataset,network,signalClass,test_results_file)
test_accuracy = 1-test_error
print '----------------------------------------------------------------'
print '**** Dataset Test Results:'
print '----------------------------------------------------------------'
print '* Test Dataset Accuracy: %s' %(test_accuracy)
print '* Test Dataset Error %s' %(test_error)
print '----------------------------------------------------------------'
print 'Dumping Results in \"test_results.txt\" file '
print '----------------------------------------------------------------'
