def ecocfn(code_size=52./38, C=50, linSVC_L1=False, kernel ='linear', selection='chi2',numFeatures=330):#try different code sizes
"""l1Reg is used only if linSVC=True"""
data = Data()
gene_exp = data.get_gene_exp_matrix()
labels = data.get_labels()
if linSVC_L1:
clf = svm.LinearSVC(C=C,penalty='l1',dual=False)
else:
clf = svm.SVC(C=C,kernel=kernel)
ecocAlgo = OutputCodeClassifier(clf, code_size=code_size, random_state=0)
print(leaveOneOutCrossValid(gene_exp,labels,ecocAlgo,selection=selection,numFeatures=numFeatures))
