import argparse import logging import sys import traceback import operator import numpy as np from fastText import load_model from .encode import encode_contract, load_and_encode, parse_target from .cache import save_cache from .similarity import similarity logger = logging.getLogger("Slither-simil") def test(args): try: model = args.model model = load_model(model) filename = args.filename contract, fname = parse_target(args.fname) infile = args.input ntop = args.ntop if filename is None or contract is None or fname is None or infile is None: logger.error('The test mode requires filename, contract, fname and input parameters.') sys.exit(-1) irs = encode_contract(filename, **vars(args)) if len(irs) == 0: sys.exit(-1) y = " ".join(irs[(filename,contract,fname)]) fvector = model.get_sentence_vector(y) cache = load_and_encode(infile, **vars(args)) #save_cache("cache.npz", cache) r = dict() for x,y in cache.items(): r[x] = similarity(fvector, y) r = sorted(r.items(), key=operator.itemgetter(1), reverse=True) logger.info("Reviewed %d functions, listing the %d most similar ones:", len(r), ntop) format_table = "{: <65} {: <20} {: <20} {: <10}" logger.info(format_table.format(*["filename", "contract", "function", "score"])) for x,score in r[:ntop]: score = str(round(score, 3)) logger.info(format_table.format(*(list(x)+[score]))) except Exception: logger.error('Error in %s' % args.filename) logger.error(traceback.format_exc()) sys.exit(-1)