def svm_predict_from_file(proba=False, n_predict=5, isDecision=False):
start = time.time()
with open(model_file,"rb") as handle:
svmManager = SvmManager(handle, verbose=verbose, isSgd=True, proba=proba)
svmManager.load()
if not proba:
result = svmManager.predict(test_points)
elif not isDecision:
result = svmManager.predict_proba(test_points, n_predict)
else:
result = svmManager.decision_function(test_points, n_predict)
end = time.time()
logging.info("testing predict from file finished in {0}s with {1}".format(end - start, model_file))
print("[RESULT LENGTH]", len(result))
return result
