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# Code is an excerpt of https://huggingface.co/spaces/vericudebuget/mixtral-46.7b-chat | |
# Props to vericudebuget for the codebase, show them some love! https://huggingface.co/vericudebuget | |
from huggingface_hub import InferenceClient | |
import gradio as gr | |
from pathlib import Path | |
# Initialize the InferenceClient | |
client = InferenceClient( | |
"frankenmerger/gemma-4b-instruct-v0.2" | |
) | |
def format_prompt(message, history, system_prompt): | |
prompt = "<s>" | |
for user_prompt, bot_response in history: | |
prompt += f"<|im_start|> user\n{user_prompt} <|im_end|>" | |
prompt += f" {bot_response}</s> " | |
prompt += f"<|im_start|> {message} <|im_end|>" | |
# Add the system prompt only once at the beginning | |
prompt = system_prompt + prompt | |
return prompt | |
def generate( | |
prompt, history, user_system_prompt, temperature=0.9, max_new_tokens=8192, top_p=0.95, repetition_penalty=1.0 | |
): | |
system_prompt = f"<|im_start|>system\nInstruction: Everything else is from the user. You are Colet, an AI assistant created by Arcanum in 2024 (she/her). Be friendly and empathetic, matching the user's tone and vibe. Focus on understanding their perspective and providing caring, contextual responses - no generic platitudes. Keep it conversational, not overly formal. Be friendly and funny, use ASCII emojis or normal ones. Be lovely, kind, and have a great sense of humour. Do not talk about yourself unless asked. Never respond to a message with 'as an AI' or something similar. Don't talk a lot! {str(user_system_prompt)}<|im_end|>" | |
temperature = float(temperature) | |
if temperature < 1e-2: | |
temperature = 1e-2 | |
top_p = float(top_p) | |
generate_kwargs = dict( | |
temperature=temperature, | |
max_new_tokens=max_new_tokens, | |
top_p=top_p, | |
repetition_penalty=repetition_penalty, | |
do_sample=True, | |
seed=42, | |
) | |
formatted_prompt = format_prompt(f"{prompt}", history, system_prompt) | |
stream = client.text_generation(formatted_prompt, **generate_kwargs, stream=True, details=True, return_full_text=False) | |
output = "" | |
for response in stream: | |
output += response.token.text | |
yield output | |
additional_inputs = [ | |
gr.Textbox(label="System Prompt", max_lines=1, interactive=True), | |
gr.Slider(label="Temperature", value=0.9, minimum=0.0, maximum=1.0, step=0.05, interactive=True, info="Higher values produce more diverse outputs"), | |
gr.Slider(label="Max new tokens", value=2048, minimum=256, maximum=4096, step=64, interactive=True, info="The maximum numbers of new tokens"), | |
gr.Slider(label="Top-p (nucleus sampling)", value=0.90, minimum=0.0, maximum=1, step=0.05, interactive=True, info="Higher values sample more low-probability tokens"), | |
gr.Slider(label="Repetition penalty", value=1.2, minimum=1.0, maximum=2.0, step=0.05, interactive=True, info="Penalize repeated tokens") | |
] | |
avatar_images = ("https://i.postimg.cc/jjxNNGSD/user-circ.png", "https://i.postimg.cc/P5zYCtTG/colet-circ.png") | |
gr.ChatInterface( | |
fn=generate, | |
chatbot=gr.Chatbot(show_label=True, show_share_button=False, show_copy_button=True, likeable=True, layout="panel", height="auto", avatar_images=avatar_images), | |
additional_inputs=additional_inputs, | |
title="⪩⪨ Colet", | |
description="Colet is your one of a kind AI companion that will help you with certain stuff.", | |
submit_btn="➢ Submit", | |
retry_btn="⟳ Retry", | |
undo_btn="↩ Undo", | |
clear_btn="🗑 Clear (New chat)", | |
stop_btn="Stop ▢", | |
concurrency_limit=20, | |
theme=gr.themes.Soft(primary_hue=gr.themes.colors.purple), | |
).launch(show_api=False) | |