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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 generate_response(prompt, history, model, temperature, max_tokens, top_p, seed):
messages = []
for i, data in enumerate(history):
if i % 2 == 0:
role = 'user'
else:
role = 'assistant'
message = {}
message["role"] = role
message["content"] = data
messages.append(message)
message = {}
message["role"] = "user"
message["content"] = prompt
messages.append(message)
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()