middlewares/chat_client.py

from huggingface_hub import InferenceClient
import os
from dotenv import load_dotenv

load_dotenv()

API_TOKEN = os.getenv("HF_TOKEN")




def format_prompt(session_state ,query, history, chat_client):
    if chat_client=="NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO" :
        model_input = f"""<|im_start|>system
        {session_state.system_instruction}
        """
        for user_prompt, bot_response in history:
            model_input += f"""<|im_start|>user
            {user_prompt}<|im_end|>
            """
            model_input += f"""<|im_start|>assistant
            {bot_response}<|im_end|>
            """
        model_input += f"""<|im_start|>user 
        {query}<|im_end|>
        <|im_start|>assistant"""
        
        return model_input

        
    else :
        model_input = "<s>"
        for user_prompt, bot_response in history:
            model_input += f"[INST] {user_prompt} [/INST]"
            model_input += f" {bot_response}</s> "
        model_input += f"[INST] {query} [/INST]"
        return model_input


def chat(session_state, query, config):
    

    
    chat_bot_dict = config["CHAT_BOTS"]
    chat_client = chat_bot_dict[session_state.chat_bot]
    temperature = session_state.temp
    max_new_tokens = session_state.max_tokens
    repetion_penalty = session_state.repetion_penalty
    history = session_state.history


    client = InferenceClient(chat_client, token=API_TOKEN)
    temperature = float(temperature)
    if temperature < 1e-2:
        temperature = 1e-2
    top_p = float(0.95)

    generate_kwargs = dict(
        temperature=temperature,
        max_new_tokens=max_new_tokens,
        top_p=top_p,
        repetition_penalty=repetion_penalty,
        do_sample=True,
        seed=42,
    )

    formatted_prompt = format_prompt(session_state, query, history, chat_client)

    stream = client.text_generation(
        formatted_prompt,
        **generate_kwargs,
        stream=True,
        details=True,
        return_full_text=False,
        truncate = 32000
    )

    return stream