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import os | |
import random | |
import gradio as gr | |
from groq import Groq | |
client = Groq( | |
api_key = os.environ.get("Groq_Api_Key") | |
) | |
def create_history_messages(history): | |
history_messages = [{"role": "user", "content": m[0]} for m in history] | |
history_messages.extend([{"role": "assistant", "content": m[1]} for m in history]) | |
return history_messages | |
def generate_response(prompt, history, model, temperature, max_tokens, top_p, seed): | |
messages = create_history_messages(history) | |
messages.append({"role": "user", "content": prompt}) | |
print(messages) | |
if seed == 0: | |
seed = random.randint(1, 100000) | |
stream = client.chat.completions.create( | |
messages=messages, | |
model=model, | |
temperature=temperature, | |
max_tokens=max_tokens, | |
top_p=top_p, | |
seed=seed, | |
stop=None, | |
stream=True, | |
) | |
response = "" | |
for chunk in stream: | |
delta_content = chunk.choices[0].delta.content | |
if delta_content is not None: | |
response += delta_content | |
yield response | |
return response | |
additional_inputs = [ | |
gr.Dropdown(choices=["llama3-70b-8192", "llama3-8b-8192", "mixtral-8x7b-32768", "llama2-70b-4096", "gemma-7b-it"], value="llama3-70b-8192", label="Model"), | |
gr.Slider(minimum=0.0, maximum=1.0, step=0.01, value=0.5, label="Temperature", info="Controls diversity of the generated text. Lower is more deterministic, higher is more creative."), | |
gr.Slider(minimum=1, maximum=4096, step=1, value=4096, label="Max Tokens", info="The maximum number of tokens that the model can process in a single response"), | |
gr.Slider(minimum=0.0, maximum=1.0, step=0.01, value=0.5, label="Top P", info="A method of text generation where a model will only consider the most probable next tokens that make up the probability p."), | |
gr.Number(precision=0, value=42, label="Seed", info="A starting point to initiate generation, use 0 for random") | |
] | |
gr.ChatInterface( | |
fn=generate_response, | |
chatbot=gr.Chatbot(show_label=False, show_share_button=False, show_copy_button=True, likeable=True, layout="panel"), | |
additional_inputs=additional_inputs, | |
title="Groq API UI", | |
description="Inference by Groq. Hugging Face Space by [Nick088](https://linktr.ee/Nick088)", | |
).launch() |