Created
December 23, 2015 00:32
-
-
Save joegle/b82d70b0d581dc4609e4 to your computer and use it in GitHub Desktop.
Flask + gensim word2vec
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
from gensim.models import word2vec | |
import logging | |
logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.INFO) | |
model1 = word2vec.Word2Vec.load_word2vec_format('models/glove_model.txt', binary=False) | |
model1.init_sims(replace=True) | |
from flask import Flask, jsonify, request | |
app = Flask(__name__) | |
@app.route('/') | |
def hello_world(): | |
return 'Hello World!' | |
@app.route('/similar/<username>') | |
def show_user_profile(username): | |
# show the user profile for that user | |
n = request.args.get('topn') | |
if not n: | |
n = 10 | |
else: | |
n = int(n) | |
return jsonify(model1.most_similar([username], topn=n)) | |
@app.route('/similarity/<word1>/<word2>') | |
def similarity(word1, word2): | |
# show the user profile for that user | |
return jsonify({"similarity": model1.similarity(word1, word2), "word1": word1, "word2": word2}) | |
@app.route('/doesnt_match/<words>') | |
def doesnt_match(words): | |
# show the user profile for that user | |
word_list = words.split("+") | |
return jsonify({"doesnt_match": model1.doesnt_match(word_list), "word_list": word_list}) | |
if __name__ == '__main__': | |
app.run() |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment