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app.py
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executable file
·54 lines (40 loc) · 1.48 KB
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#!/usr/bin/env python
import os
from flask import Flask, jsonify, request
from sentence_transformers import SentenceTransformer
from waitress import serve
from flask_cors import CORS
from time import strftime
import logging
import traceback
logger = logging.getLogger('waitress')
logger.setLevel(logging.INFO)
app = Flask(__name__)
CORS(app)
model_name = os.environ.get('MODEL')
port = os.environ.get('PORT', 5000)
@app.route('/', methods=['POST'])
def encode():
data = request.get_json(force=True)
sentences = data.get("sentences", [])
batch_size = int(data.get("batch_size", 8))
embeddings = encoder.encode(sentences, batch_size=batch_size)
return jsonify({ "embeddings": embeddings.tolist(), "count": len(embeddings) })
@app.route('/health')
def health():
return "OK"
@app.after_request
def after_request(response):
timestamp = strftime('[%Y-%b-%d %H:%M]')
logger.error('%s %s %s %s %s %s', timestamp, request.remote_addr, request.method, request.scheme, request.full_path, response.status)
return response
@app.errorhandler(Exception)
def exceptions(e):
tb = traceback.format_exc()
timestamp = strftime('[%Y-%b-%d %H:%M]')
logger.error('%s %s %s %s %s 5xx INTERNAL SERVER ERROR\n%s', timestamp, request.remote_addr, request.method, request.scheme, request.full_path, tb)
return e, 500
if __name__ == '__main__':
logger.info(f"Using model {model_name}")
encoder = SentenceTransformer(model_name)
serve(app, host="0.0.0.0", port=port)