Static Analyzer for Solidity
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slither/utils/similarity/train.py

41 lines
1.3 KiB

import argparse
import logging
import sys
import traceback
import operator
from fastText import train_unsupervised
from .encode import encode_contract, load_contracts
logger = logging.getLogger("Slither-simil")
def train(args):
try:
last_data_train_filename = "last_data_train.txt"
model_filename = args.model
solc = args.solc
dirname = args.input
ext = args.filter
nsamples = args.nsamples
if dirname is None:
logger.error('The train mode requires the input parameter.')
sys.exit(-1)
contracts = load_contracts(dirname, ext=ext, nsamples=nsamples)
logger.info('Saving extracted data into', last_data_train_filename)
with open(last_data_train_filename, 'w') as f:
for contract in contracts:
for function,ir in encode_contract(contract,solc).items():
if ir != []:
f.write(" ".join(ir)+"\n")
model = train_unsupervised(input=last_data_train_filename, model='skipgram')
model.save_model(model_filename)
print(model.get_words())
except Exception:
logger.error('Error in %s' % args.filename)
logger.error(traceback.format_exc())
sys.exit(-1)