# coding: utf8 from __future__ import unicode_literals, division, print_function import plac from pathlib import Path import ujson import cProfile import pstats import spacy import sys import tqdm import cytoolz def read_inputs(loc): if loc is None: file_ = sys.stdin file_ = (line.encode('utf8') for line in file_) else: file_ = Path(loc).open() for line in file_: data = ujson.loads(line) text = data['text'] yield text @plac.annotations( lang=("model/language", "positional", None, str), inputs=("Location of input file", "positional", None, read_inputs)) def profile(cmd, lang, inputs=None): """ Profile a spaCy pipeline, to find out which functions take the most time. """ nlp = spacy.load(lang) texts = list(cytoolz.take(10000, inputs)) cProfile.runctx("parse_texts(nlp, texts)", globals(), locals(), "Profile.prof") s = pstats.Stats("Profile.prof") s.strip_dirs().sort_stats("time").print_stats() def parse_texts(nlp, texts): for doc in nlp.pipe(tqdm.tqdm(texts), batch_size=128): pass