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server.py
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server.py
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#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""Coreference resolution server example.
A simple server serving the coreference system.
"""
from __future__ import unicode_literals
from __future__ import print_function
import json
from wsgiref.simple_server import make_server
import falcon
import spacy
import neuralcoref
try:
unicode_ = unicode # Python 2
except NameError:
unicode_ = str # Python 3
class AllResource(object):
def __init__(self):
self.nlp = spacy.load('en')
neuralcoref.add_to_pipe(self.nlp)
print("Server loaded")
self.response = None
def on_get(self, req, resp):
self.response = {}
text_param = req.get_param_as_list("text")
print("text: ", text_param)
if text_param is not None:
text = ",".join(text_param) if isinstance(text_param, list) else text_param
text = unicode_(text)
doc = self.nlp(text)
if doc._.has_coref:
mentions = [{'start': mention.start_char,
'end': mention.end_char,
'text': mention.text,
'resolved': cluster.main.text
}
for cluster in doc._.coref_clusters
for mention in cluster.mentions]
clusters = list(list(span.text for span in cluster)
for cluster in doc._.coref_clusters)
resolved = doc._.coref_resolved
self.response['mentions'] = mentions
self.response['clusters'] = clusters
self.response['resolved'] = resolved
resp.body = json.dumps(self.response)
resp.content_type = 'application/json'
resp.append_header('Access-Control-Allow-Origin', "*")
resp.status = falcon.HTTP_200
if __name__ == '__main__':
RESSOURCE = AllResource()
APP = falcon.API()
APP.add_route('/', RESSOURCE)
HTTPD = make_server('0.0.0.0', 8000, APP)
HTTPD.serve_forever()