mirror of
https://github.com/ianarawjo/ChainForge.git
synced 2025-03-16 09:06:02 +00:00
123 lines
4.7 KiB
Python
123 lines
4.7 KiB
Python
import json, os, asyncio, sys, argparse, threading
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from dataclasses import dataclass
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from statistics import mean, median, stdev
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from flask import Flask, request, jsonify
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from flask_cors import CORS
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from flask_socketio import SocketIO
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from chainforge.flask_app import run_server
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from chainforge.promptengine.query import PromptLLM, PromptLLMDummy
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from chainforge.promptengine.template import PromptTemplate, PromptPermutationGenerator
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from chainforge.promptengine.utils import LLM, is_valid_filepath, get_files_at_dir, create_dir_if_not_exists
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# Setup the socketio app
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app = Flask(__name__)
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# Initialize Socket.IO with CORS enabled
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socketio = SocketIO(app, cors_allowed_origins="*", async_mode="gevent")
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# The cache base directory
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CACHE_DIR = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'cache')
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# Wait a max of a full 3 minutes (180 seconds) for the response count to update, before exiting.
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MAX_WAIT_TIME = 180
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def countdown():
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n = 10
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while n > 0:
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socketio.sleep(0.5)
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socketio.emit('response', n, namespace='/queryllm')
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n -= 1
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@socketio.on('queryllm', namespace='/queryllm')
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def readCounts(data):
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id = data['id']
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max_count = data['max']
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tempfilepath = os.path.join(CACHE_DIR, f'_temp_{id}.txt')
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# Check that temp file exists. If it doesn't, something went wrong with setup on Flask's end:
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if not os.path.exists(tempfilepath):
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print(f"Error: Temp file not found at path {tempfilepath}. Cannot stream querying progress.")
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socketio.emit('finish', 'temp file not found', namespace='/queryllm')
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i = 0
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last_n = 0
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init_run = True
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while i < MAX_WAIT_TIME and last_n < max_count:
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# Open the temp file to read the progress so far:
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try:
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with open(tempfilepath, 'r', encoding='utf-8') as f:
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queries = json.load(f)
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except FileNotFoundError as e:
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# If the temp file was deleted during executing, the Flask 'queryllm' func must've terminated successfully:
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socketio.emit('finish', 'success', namespace='/queryllm')
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return
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# Calculate the total sum of responses
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# TODO: This is a naive approach; we need to make this more complex and factor in cache'ing in future
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n = sum([int(n) for llm, n in queries.items()])
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# If something's changed...
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if init_run or last_n != n:
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i = 0
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last_n = n
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init_run = False
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# Update the React front-end with the current progress
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socketio.emit('response', queries, namespace='/queryllm')
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else:
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i += 0.1
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# Wait a bit before reading the file again
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socketio.sleep(0.1)
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if i >= MAX_WAIT_TIME:
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print(f"Error: Waited maximum {MAX_WAIT_TIME} seconds for response count to update. Exited prematurely.")
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socketio.emit('finish', 'max_wait_reached', namespace='/queryllm')
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else:
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print("All responses loaded!")
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socketio.emit('finish', 'success', namespace='/queryllm')
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# Start socketio server
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def run_socketio_server(socketio, port):
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socketio.run(app, host="localhost", port=8001)
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# Main Chainforge start
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def main():
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parser = argparse.ArgumentParser(description='Chainforge command line tool')
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# Serve command
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subparsers = parser.add_subparsers(dest='serve')
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serve_parser = subparsers.add_parser('serve', help='Start Chainforge server')
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# Turn on to disable all outbound LLM API calls and replace them with dummy calls
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# that return random strings of ASCII characters. Useful for testing interface without wasting $$.
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serve_parser.add_argument('--dummy-responses',
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help="""Disables queries to LLMs, replacing them with spoofed responses composed of random ASCII characters.
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Produces each dummy response at random intervals between 0.1 and 3 seconds.""",
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dest='dummy_responses',
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action='store_true')
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# TODO: Reimplement this where the React server is given the backend's port before loading.
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# serve_parser.add_argument('--port', help='The port to run the server on. Defaults to 8000.', type=int, default=8000, nargs='?')
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args = parser.parse_args()
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# Currently only support the 'serve' command...
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if not args.serve:
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parser.print_help()
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exit(0)
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port = 8000 # args.port if args.port else 8000
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# Spin up separate thread for socketio app, on port+1 (8001 default)
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print(f"Serving SocketIO server on port {port+1}...")
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t1 = threading.Thread(target=run_socketio_server, args=[socketio, port+1])
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t1.start()
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print(f"Serving Flask server on port {port}...")
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run_server(host="localhost", port=port, cmd_args=args)
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if __name__ == "__main__":
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main() |