gistfile1.txt

#!/usr/bin/python3
'''Sequence to sequence grammar check.
'''

from flask import Flask, jsonify, request
import math
from keras.models import Model
from keras.layers import Input, LSTM, CuDNNLSTM, Dense, Embedding, Reshape, Concatenate, Lambda, Conv1D
from keras import backend as K
import numpy as np
import sys
import encoding
import deepproof_model
import re

import tensorflow as tf
from keras.backend.tensorflow_backend import set_session
config = tf.ConfigProto()
config.gpu_options.per_process_gpu_memory_fraction = 0.29
set_session(tf.Session(config=config))

encoder_model, decoder_model, model = deepproof_model.create(False)

model.load_weights('proof6a2.h5')


def check(line):
  input_seq = encoding.encode_string(line, 300, 0)
  input_seq = np.reshape(input_seq, (1, input_seq.shape[0], 1))
  return deepproof_model.decode_sequence([encoder_model, decoder_model], input_seq)

print(check("Starting up the process, not sure why I need to do this, but it fails otherwise."))

app = Flask(__name__)

@app.after_request
def after_request(response):
  header = response.headers
  header['Access-Control-Allow-Origin'] = '*'
  header['Access-Control-Allow-Headers'] = 'Accept,Content-Type'
  return response

@app.route("/api", methods=["GET", "POST"])
def hello():
  print(request.json)
  result = re.search(r"\|(.*?)\|", check(request.json['text'])).group(1)
  return jsonify({'result': result}), 200

app.run(host = "localhost", port=5000, debug=True)