#!/usr/bin/env python import gzip import os import sys HELP = '''Process an input corpus by dividing it into pseudo-documents and uniformly sampling train, dev, and test sets (simulate uniform sampling at the document level when document boundaries are unknown) usage: {} in_file out_prefix doc_size dev_test_docs [-lc] recommended: doc_size=20, dev_test_docs=100 ''' def gzopen(f): return gzip.open(f, 'rb') if f.endswith('.gz') else open(f, 'r') def wc(f): return sum(1 for _ in gzopen(f)) def main(argv): if len(argv[1:]) < 4: sys.stderr.write(HELP.format(os.path.basename(argv[0]))) sys.exit(2) in_file = os.path.abspath(argv[1]) out_prefix = os.path.abspath(argv[2]) doc_size = int(argv[3]) dev_test_docs = int(argv[4]) lc = (len(argv[1:]) == 5 and argv[5] == '-lc') corpus_size = wc(in_file) total_docs = corpus_size / doc_size leftover = corpus_size % doc_size train_docs = total_docs - (2 * dev_test_docs) train_batch_size = (train_docs / dev_test_docs) - 2 sys.stderr.write('Splitting {} lines ({} documents)\n'.format(corpus_size, total_docs + (1 if leftover else 0))) sys.stderr.write('Train: {} ({})\n'.format((train_docs * doc_size) + leftover, train_docs + (1 if leftover else 0))) sys.stderr.write('Dev: {} ({})\n'.format(dev_test_docs * doc_size, dev_test_docs)) sys.stderr.write('Test: {} ({})\n'.format(dev_test_docs * doc_size, dev_test_docs)) with gzopen(in_file) as inp, \ open('{}.train'.format(out_prefix), 'w') as train_out, \ open('{}.dev'.format(out_prefix), 'w') as dev_out, \ open('{}.test'.format(out_prefix), 'w') as test_out: i = 0 for _ in range(dev_test_docs): for _ in range(train_batch_size): for _ in range(doc_size): i += 1 train_out.write('{} ||| {}'.format(i, inp.readline()) if lc else inp.readline()) for _ in range(doc_size): i += 1 dev_out.write('{} ||| {}'.format(i, inp.readline()) if lc else inp.readline()) for _ in range(doc_size): i += 1 test_out.write('{} ||| {}'.format(i, inp.readline()) if lc else inp.readline()) for line in inp: i += 1 train_out.write('{} ||| {}'.format(i, line) if lc else line) if __name__ == '__main__': main(sys.argv)