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Merge pull request #9 from thehunmonkgroup/chatbot-streaming
Chatbot example
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#!/usr/bin/env python | ||
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# Simple chatbot example -- run with -h argument to see options. | ||
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import os | ||
import sys | ||
import argparse | ||
import logging | ||
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from mistralai.client import MistralClient | ||
from mistralai.models.chat_completion import ChatMessage | ||
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MODEL_LIST = [ | ||
"mistral-tiny", | ||
"mistral-small", | ||
"mistral-medium", | ||
] | ||
DEFAULT_MODEL = "mistral-small" | ||
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LOG_FORMAT = '%(asctime)s - %(levelname)s - %(message)s' | ||
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logger = logging.getLogger('chatbot') | ||
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class ChatBot: | ||
def __init__(self, api_key, model, system_message=None): | ||
self.client = MistralClient(api_key=api_key) | ||
self.model = model | ||
self.system_message = system_message | ||
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def opening_instructions(self): | ||
print(""" | ||
To chat: type your message and hit enter | ||
To start a new chat: type /new | ||
To exit: type /exit, /quit, or hit CTRL+C | ||
""") | ||
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def new_chat(self): | ||
self.messages = [] | ||
if self.system_message: | ||
self.messages.append(ChatMessage(role="system", content=self.system_message)) | ||
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def check_exit(self, content): | ||
if content.lower().strip() in ["/exit", "/quit"]: | ||
self.exit() | ||
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def check_new_chat(self, content): | ||
if content.lower().strip() in ["/new"]: | ||
print("") | ||
print("Starting new chat...") | ||
print("") | ||
self.new_chat() | ||
return True | ||
return False | ||
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def run_inference(self, content): | ||
self.messages.append(ChatMessage(role="user", content=content)) | ||
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assistant_response = "" | ||
logger.debug(f"Sending messages: {self.messages}") | ||
for chunk in self.client.chat_stream(model=self.model, messages=self.messages): | ||
response = chunk.choices[0].delta.content | ||
if response is not None: | ||
print(response, end="", flush=True) | ||
assistant_response += response | ||
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print("", flush=True) | ||
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if assistant_response: | ||
self.messages.append(ChatMessage(role="assistant", content=assistant_response)) | ||
logger.debug(f"Current messages: {self.messages}") | ||
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def start(self): | ||
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self.opening_instructions() | ||
self.new_chat() | ||
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while True: | ||
try: | ||
print("") | ||
content = input("YOU: ") | ||
self.check_exit(content) | ||
if not self.check_new_chat(content): | ||
print("") | ||
print("MISTRAL:") | ||
print("") | ||
self.run_inference(content) | ||
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except KeyboardInterrupt: | ||
self.exit() | ||
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def exit(self): | ||
logger.debug("Exiting chatbot") | ||
sys.exit(0) | ||
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if __name__ == "__main__": | ||
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parser = argparse.ArgumentParser(description="A simple chatbot using the Mistral API") | ||
parser.add_argument("--api-key", default=os.environ.get("MISTRAL_API_KEY"), | ||
help="Mistral API key. Defaults to environment variable MISTRAL_API_KEY") | ||
parser.add_argument("-m", "--model", choices=MODEL_LIST, | ||
default=DEFAULT_MODEL, | ||
help="Model for chat inference. Choices are %(choices)s. Defaults to %(default)s") | ||
parser.add_argument("-s", "--system-message", | ||
help="Optional system message to prepend.") | ||
parser.add_argument("-d", "--debug", action="store_true", help="Enable debug logging") | ||
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args = parser.parse_args() | ||
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if args.debug: | ||
logger.setLevel(logging.DEBUG) | ||
else: | ||
logger.setLevel(logging.INFO) | ||
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formatter = logging.Formatter(LOG_FORMAT) | ||
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ch = logging.StreamHandler() | ||
ch.setFormatter(formatter) | ||
logger.addHandler(ch) | ||
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logger.debug(f"Starting chatbot with model: {args.model}") | ||
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bot = ChatBot(args.api_key, args.model, args.system_message) | ||
bot.start() |