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stampy-chat/api/main.py
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from flask import Flask, jsonify, request, Response
from flask_cors import CORS, cross_origin
from get_blocks import get_top_k_blocks
from chat import talk_to_robot
import dataclasses
import os
import openai
import pinecone
# ---------------------------------- env setup ---------------------------------
if os.path.exists('.env'):
from dotenv import load_dotenv
load_dotenv()
OPENAI_API_KEY = os.environ.get('OPENAI_API_KEY')
openai.api_key = OPENAI_API_KEY
PINECONE_API_KEY = os.environ.get('PINECONE_API_KEY')
PINECONE_ENV = "us-east1-gcp"
pinecone.init(
api_key=PINECONE_API_KEY,
environment=PINECONE_ENV
)
INDEX_NAME = "alignment-search"
index = pinecone.Index(index_name=INDEX_NAME)
# ---------------------------------- web setup ---------------------------------
app = Flask(__name__)
cors = CORS(app)
app.config['CORS_HEADERS'] = 'Content-Type'
# ---------------------------------- sse stuff ---------------------------------
def stream(src):
yield from ('data: ' + '\ndata: '.join(message.splitlines()) + '\n\n' for message in src)
yield 'event: close\n\n'
# ------------------------------- semantic search ------------------------------
@app.route('/semantic', methods=['POST'])
@cross_origin()
def semantic():
query = request.json['query']
return jsonify([dataclasses.asdict(block) for block in get_top_k_blocks(index, query)])
# ------------------------------------ chat ------------------------------------
@app.route('/chat', methods=['POST'])
@cross_origin()
def chat():
query = request.json['query']
history = request.json['history']
return Response(stream(talk_to_robot(index, query, history)), mimetype='text/event-stream')
# is_valid, response, context = talk_to_robot(index, query, history)
# if is_valid:
# return jsonify({'response': response, 'citations': [{'title': block.title, 'author': block.author, 'date': block.date, 'url': block.url} for block in context]})
# else:
# return jsonify({'error': response})
# ------------------------------------------------------------------------------
if __name__ == '__main__':
app.run(debug=True, port=3000)