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YAKE as a REST service
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""" | |
The simple example serving YAKE as a rest api. | |
instructions: | |
pip install flasgger | |
pip install git+https://github.com/LIAAD/yake | |
python yake_rest_api.py | |
open http://127.0.0.1:5000/apidocs/ | |
""" | |
from flask import Flask, jsonify, request | |
from flasgger import Swagger | |
import yake | |
app = Flask(__name__) | |
app.config['SWAGGER'] = { | |
'title': 'Yake API sample' | |
} | |
Swagger(app) | |
@app.route('/yake/',methods=['POST']) | |
def handle_yake(): | |
"""Example endpoint return a list of keywords using YAKE | |
--- | |
parameters: | |
- name: text | |
in: formData | |
type: string | |
description: text | |
required: true | |
- name: language | |
in: formData | |
type: string | |
description: language | |
required: true | |
default: "en" | |
enum: ["pt", "en", "es", "fr", "it", "de" ] | |
- name: max_ngram_size | |
in: formData | |
type: integer | |
description: max size of ngram | |
required: true | |
default: 4 | |
- name: number_of_keywords | |
in: formData | |
type: integer | |
description: number of keywords to return | |
required: true | |
default: 10 | |
responses: | |
200: | |
description: Extract keywords from input text | |
""" | |
print(request.form) | |
text = request.form["text"] | |
language = request.form["language"] | |
max_ngram_size = int(request.form["max_ngram_size"]) | |
number_of_keywords = int(request.form["number_of_keywords"]) | |
my_yake = yake.KeywordExtractor(lan=language, | |
n=max_ngram_size, | |
top=number_of_keywords, | |
dedupLim=0.8, | |
windowsSize=2 | |
) | |
keywords = my_yake.extract_keywords(text) | |
result = [{"ngram":x[1] ,"score":x[0]} for x in keywords] | |
return jsonify(result) | |
if __name__ == "__main__": | |
app.run(debug=True) |
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The simple example serving YAKE as a rest api.
instructions:
open http://127.0.0.1:5000/apidocs/