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| import gradio as gr | |
| from huggingface_hub import InferenceClient | |
| # Initialize the model and tokenizer | |
| client = InferenceClient("HuggingFaceH4/zephyr-7b-beta") | |
| # Define the conversation flow | |
| def respond(message, history, system_message, max_tokens, temperature, top_p): | |
| 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 = "" | |
| for message in client.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 | |
| # Create the chat interface | |
| css = """ | |
| body { | |
| background-color: #f9f9f9; | |
| } | |
| .gradio-container { | |
| max-width: 800px; | |
| margin: 40px auto; | |
| padding: 20px; | |
| border: 1px solid #ddd; | |
| border-radius: 10px; | |
| box-shadow: 0 0 10px rgba(0, 0, 0, 0.1); | |
| } | |
| .gradio-input { | |
| background-color: #fff; | |
| border: 1px solid #ccc; | |
| padding: 10px; | |
| border-radius: 10px; | |
| } | |
| .gradio-button { | |
| background-color: #3498db; | |
| color: #fff; | |
| border: none; | |
| padding: 10px 20px; | |
| border-radius: 10px; | |
| cursor: pointer; | |
| } | |
| .gradio-button:hover { | |
| background-color: #2980b9; | |
| } | |
| """ | |
| demo = gr.Interface( | |
| fn=respond, | |
| inputs=["text", "state", "text", "number", "number", "number"], | |
| outputs="text", | |
| title="NVS AI: Health Conversational Chatbot", | |
| description="Get answers to your health-related questions!", | |
| ) | |
| demo.launch() |