From f3758f36be5bdee321b9973da749205eeb2aa352 Mon Sep 17 00:00:00 2001 From: slush0 Date: Mon, 13 Feb 2023 23:40:25 +0000 Subject: [PATCH] Python client implementation --- contrib/client.py | 71 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 71 insertions(+) create mode 100755 contrib/client.py diff --git a/contrib/client.py b/contrib/client.py new file mode 100755 index 0000000..f4d63c6 --- /dev/null +++ b/contrib/client.py @@ -0,0 +1,71 @@ +#!/usr/bin/env python +import json +import sys + +# pip install websocket-client +import websocket + +class ModelClient(object): + def __init__(self, endpoint_url): + self.endpoint_url = endpoint_url + self.ws = None + self.model = None + + def open_session(self, model, max_length): + self.ws = websocket.create_connection(self.endpoint_url) + self.model = model + payload = { + "type": "open_inference_session", + "model": self.model, + "max_length": max_length, + } + self.ws.send(json.dumps(payload)) + assert json.loads(self.ws.recv())['ok'] == True + + def close_session(self): + self.ws.close() + + def generate(self, prompt, **kwargs): + payload = { + "type": "generate", + "inputs": prompt, + "max_new_tokens": 1, + "do_sample": 0, + "temperature": 0, + "stop_sequence": "" if "bloomz" in self.model else "\n\n", + } + payload = {**payload, **kwargs} + self.ws.send(json.dumps(payload)) + + while True: + data = json.loads(self.ws.recv()) + if not data['ok']: + raise Exception(data['traceback']) + yield data['outputs'] + if data['stop']: + break + +def main(): + client = ModelClient("ws://localhost:8000/api/v2/generate") + # client = ModelClient("ws://chat.petals.ml/api/v2/generate") + client.open_session("bigscience/bloom-petals", 128) + + if len(sys.argv) > 1: + prompt = sys.argv[1] + # Bloomz variant uses instead of \n\n as an eos token + if not prompt.endswith("\n\n"): + prompt += "\n\n" + else: + prompt = "The SQL command to extract all the users whose name starts with A is: \n\n" + print(f"Prompt: {prompt}") + + for out in client.generate(prompt, + do_sample=True, + temperature=0.75, + top_p=0.9): + print(out, end="", flush=True) + + client.close_session() + +if __name__ == '__main__': + main()