import argparse import json import requests from fastchat.conversation import ( get_default_conv_template, compute_skip_echo_len, SeparatorStyle, ) def main(): model_name = args.model_name if args.worker_address: worker_addr = args.worker_address else: controller_addr = args.controller_address ret = requests.post(controller_addr + "/refresh_all_workers") ret = requests.post(controller_addr + "/list_models") models = ret.json()["models"] models.sort() print(f"Models: {models}") ret = requests.post( controller_addr + "/get_worker_address", json={"model": model_name} ) worker_addr = ret.json()["address"] print(f"worker_addr: {worker_addr}") if worker_addr == "": return conv = get_default_conv_template(model_name).copy() conv.append_message(conv.roles[0], args.message) conv.append_message(conv.roles[1], None) prompt = conv.get_prompt() headers = {"User-Agent": "fastchat Client"} pload = { "model": model_name, "prompt": prompt, "max_new_tokens": args.max_new_tokens, "temperature": args.temperature, "stop": conv.sep if conv.sep_style == SeparatorStyle.SINGLE else conv.sep2, } response = requests.post( worker_addr + "/worker_generate_stream", headers=headers, json=pload, stream=True, ) print(f"{conv.roles[0]}: {args.message}") for chunk in response.iter_lines( chunk_size=8192, decode_unicode=False, delimiter=b"\0" ): if chunk: data = json.loads(chunk.decode("utf-8")) skip_echo_len = compute_skip_echo_len(model_name, conv, prompt) output = data["text"][skip_echo_len:].strip() print(f"{conv.roles[1]}: {output}", end="\r") print("") if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument( "--controller-address", type=str, default="http://localhost:21001" ) parser.add_argument("--worker-address", type=str) parser.add_argument("--model-name", type=str, default="facebook/opt-350m") parser.add_argument("--temperature", type=float, default=0.0) parser.add_argument("--max-new-tokens", type=int, default=32) parser.add_argument( "--message", type=str, default="Tell me a story with more than 1000 words." ) args = parser.parse_args() main()