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import gradio as gr | |
import os | |
from huggingface_hub import InferenceClient | |
import cohere | |
HF_API_KEY = os.getenv("HF_API_KEY") | |
COHERE_API_KEY = os.getenv("COHERE_API_KEY") # Get Cohere API key | |
models = ["HuggingFaceH4/zephyr-7b-beta", "microsoft/Phi-4-mini-instruct", "meta-llama/Llama-3.2-3B-Instruct", "meta-llama/Llama-3.1-8B-Instruct"] | |
client_hf = InferenceClient(model=models[3], token=HF_API_KEY) # HF Client | |
client_cohere = cohere.Client(COHERE_API_KEY) # Cohere Client | |
def respond( | |
message, | |
history: list[tuple[str, str]], | |
system_message, | |
max_tokens, | |
temperature, | |
top_p, | |
use_cohere, # Checkbox value | |
): | |
messages = [{"role": "system", "content": system_message}] | |
for val in history: | |
if val[0]: | |
messages.append({"role": "user", "content": val[0]}) | |
if val[1]: | |
messages.append({"role": "assistant", "content": val[1]}) | |
messages.append({"role": "user", "content": message}) | |
response = "" | |
if use_cohere: # If Cohere is selected | |
cohere_response = client_cohere.chat( | |
message=message, | |
model="command-r", # Or "command" depending on your plan | |
temperature=temperature, | |
max_tokens=max_tokens | |
) | |
response = cohere_response.text | |
yield response # Yield full response (Cohere doesn't stream) | |
else: # If HF is selected | |
for message in client_hf.chat_completion( | |
messages, | |
max_tokens=max_tokens, | |
stream=True, | |
temperature=temperature, | |
top_p=top_p, | |
): | |
token = message.choices[0].delta.content | |
response += token | |
yield response | |
# Gradio UI | |
demo = gr.ChatInterface( | |
respond, | |
additional_inputs=[ | |
gr.Textbox(value="You are a friendly Chatbot.", label="System message"), | |
gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max new tokens"), | |
gr.Slider(minimum=0.1, maximum=4.0, value=0.7, step=0.1, label="Temperature"), | |
gr.Slider(minimum=0.1, maximum=1.0, value=0.95, step=0.05, label="Top-p"), | |
gr.Checkbox(label="Use Cohere API"), # Checkbox to switch API | |
], | |
) | |
if __name__ == "__main__": | |
demo.launch() | |