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MaziyarPanahi
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README.md
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---
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title: Chat With Phi 2
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sdk: gradio
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sdk_version: 4.
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app_file: app.py
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pinned:
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: Chat With Phi 2
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emoji: 🚀
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colorFrom: red
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colorTo: indigo
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sdk: gradio
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sdk_version: 4.22.0
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app_file: app.py
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pinned: true
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license: apache-2.0
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import gradio as gr
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import time
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import requests
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import json
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import os
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from urllib3.util.retry import Retry
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from requests.adapters import HTTPAdapter
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API_URL = os.getenv("API_URL")
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API_KEY = os.getenv("API_KEY")
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print(f"API_URL: {API_URL}")
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print(f"API_KEY: {API_KEY}")
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url = f"{API_URL}/v1/chat/completions"
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# The headers for the HTTP request
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headers = {
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"accept": "application/json",
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"Content-Type": "application/json",
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"Authorization": f"Bearer {API_KEY}",
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}
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def is_valid_json(data):
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try:
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parsed_data = json.loads(data)
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return True, parsed_data
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except ValueError as e:
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return False, str(e)
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with gr.Blocks() as demo:
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markup = gr.Markdown(
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"""
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# Phi-2
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This is a demo of the Phi-2 quantized model in GGUF (phi-2.Q5_K_M.gguf) hosted on K8s cluster.
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The original models can be found [MaziyarPanahi/MaziyarPanahi/phi-2-GGUF](https://huggingface.co/MaziyarPanahi/phi-2-GGUF)"""
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)
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chatbot = gr.Chatbot(height=500)
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msg = gr.Textbox(lines=1, label="User Message")
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clear = gr.Button("Clear")
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with gr.Row():
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with gr.Column(scale=2):
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system_prompt_input = gr.Textbox(
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label="System Prompt",
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placeholder="Type system prompt here...",
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value="You are a helpful assistant.",
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)
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temperature_input = gr.Slider(
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label="Temperature", minimum=0.0, maximum=1.0, value=0.9, step=0.01
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)
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max_new_tokens_input = gr.Slider(
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label="Max New Tokens", minimum=0, maximum=1024, value=256, step=1
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)
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with gr.Column(scale=2):
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top_p_input = gr.Slider(
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label="Top P", minimum=0.0, maximum=1.0, value=0.95, step=0.01
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)
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top_k_input = gr.Slider(
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label="Top K", minimum=1, maximum=100, value=50, step=1
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)
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repetition_penalty_input = gr.Slider(
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label="Repetition Penalty",
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minimum=1.0,
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maximum=2.0,
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value=1.1,
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step=0.01,
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)
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def update_globals(
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system_prompt, temperature, max_new_tokens, top_p, top_k, repetition_penalty
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):
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global global_system_prompt, global_temperature, global_max_new_tokens, global_top_p, global_repetition_penalty, global_top_k
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global_system_prompt = system_prompt
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global_temperature = temperature
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global_max_new_tokens = max_new_tokens
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global_top_p = top_p
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global_top_k = top_k
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global_repetition_penalty = repetition_penalty
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def user(user_message, history):
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return "", history + [[user_message, None]]
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def bot(
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history,
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system_prompt,
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temperature,
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max_new_tokens,
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top_p,
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top_k,
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repetition_penalty,
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):
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print(f"History in bot: {history}")
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print(f"System Prompt: {system_prompt}")
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print(f"Temperature: {temperature}")
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print(f"Max New Tokens: {max_new_tokens}")
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print(f"Top P: {top_p}")
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print(f"Top K: {top_k}")
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print(f"Repetition Penalty: {repetition_penalty}")
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history_messages = [{"content": h[0], "role": "user"} for h in history if h[0]]
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history[-1][1] = ""
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sys_msg = [
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{
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"content": (
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system_prompt if system_prompt else "You are a helpful assistant."
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),
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"role": "system",
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}
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]
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history_messages = sys_msg + history_messages
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print(history_messages)
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# Create a session object
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session = requests.Session()
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# Define the retry strategy
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retries = Retry(
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total=5, # Total number of retries to allow
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backoff_factor=1, # A backoff factor to apply between attempts
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status_forcelist=[
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500,
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502,
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503,
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504,
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], # A set of HTTP status codes that we should force a retry on
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allowed_methods=[
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"HEAD",
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"GET",
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"OPTIONS",
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"POST",
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], # HTTP methods to retry on
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)
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data = {
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"messages": history_messages,
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"stream": True,
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"temprature": temperature,
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"top_k": top_k,
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"top_p": top_p,
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"seed": 42,
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"repeat_penalty": repetition_penalty,
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"chat_format": "mistral-instruct",
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"max_tokens": max_new_tokens,
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# "response_format": {
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# "type": "json_object",
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# },
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}
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# Mount it for http usage
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session.mount("http://", HTTPAdapter(max_retries=retries))
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# Making the POST request with increased timeout and retry logic
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try:
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response = session.post(
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url,
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headers=headers,
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data=json.dumps(data),
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stream=True,
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timeout=(10, 30),
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)
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if response.status_code == 200:
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for line in response.iter_lines():
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# Filter out keep-alive new lines
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if line:
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data = line.decode("utf-8").lstrip("data: ")
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# Check if the examples are valid
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valid_check = is_valid_json(data)
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if valid_check[0]:
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try:
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# Attempt to parse the JSON dataa
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# json_data = json.loads(data)
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json_data = valid_check[1]
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delta_content = (
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json_data.get("choices", [{}])[0]
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.get("delta", {})
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.get("content", "")
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)
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if delta_content: # Ensure there's content to print
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history[-1][1] += delta_content
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time.sleep(0.05)
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yield history
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except json.JSONDecodeError as e:
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print(f"Error decoding JSON: {e} date: {data}")
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except requests.exceptions.RequestException as e:
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print(f"An error occurred: {e}")
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msg.submit(
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user, [msg, chatbot], [msg, chatbot], queue=True, concurrency_limit=10
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).then(
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bot,
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inputs=[
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chatbot,
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system_prompt_input,
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temperature_input,
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max_new_tokens_input,
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top_p_input,
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top_k_input,
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repetition_penalty_input,
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],
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outputs=chatbot,
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)
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clear.click(lambda: None, None, chatbot, queue=False)
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demo.queue(default_concurrency_limit=20, max_size=20, api_open=False)
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if __name__ == "__main__":
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demo.launch(show_api=False, share=False)
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