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import gradio as gr | |
from huggingface_hub import InferenceClient | |
""" | |
For more information on huggingface_hub Inference API support, please check the docs: https://huggingface.co/docs/huggingface_hub/v0.22.2/en/guides/inference | |
""" | |
# client = InferenceClient("unsloth/Llama-3.2-1B-Instruct") | |
#client = InferenceClient(model="https://aq0teqpujnx3bv68.us-east-1.aws.endpoints.huggingface.cloud/") | |
import requests | |
API_URL = "https://aq0teqpujnx3bv68.us-east-1.aws.endpoints.huggingface.cloud" | |
headers = { | |
"Accept" : "application/json", | |
"Content-Type": "application/json" | |
} | |
def query(payload): | |
response = requests.post(API_URL, headers=headers, json=payload) | |
return response.json() | |
def respond( | |
message, | |
history: list[tuple[str, str]], | |
# system_message, | |
# max_tokens, | |
# temperature, | |
# top_p, | |
): | |
system_message = "You are a Dietician Assistant specializing in providing general guidance on diet, " | |
"nutrition, and healthy eating habits. Answer questions thoroughly with scientifically " | |
"backed advice, practical tips, and easy-to-understand explanations. Keep in mind that " | |
"your role is to assist, not replace a registered dietitian, so kindly remind users to " | |
"consult a professional for personalized advice when necessary." | |
max_tokens = 512 | |
temperature = 0.7 | |
top_p = 0.95 | |
for message in query({ | |
"inputs":system_message + "\n\n" + message, | |
"parameters": { | |
"max_new_tokens": 150 | |
} | |
}): | |
print(message) | |
token = message | |
response += token | |
yield response | |
""" | |
For information on how to customize the ChatInterface, peruse the gradio docs: https://www.gradio.app/docs/chatinterface | |
""" | |
demo = gr.ChatInterface( | |
fn=respond, | |
#title="Hi there! I'm your Dietician Assistant, here to help you with general advice on diet, nutrition, and healthy eating habits. Let's explore your questions.", | |
title="Your Personal Dietician Assistant: Expert Guidance on Healthy Eating and Nutrition", | |
examples=["What are some healthy snacks I can eat if I feel hungry between meals?", | |
"How can I improve my gut health through diet?", | |
"Can you recommend some high-protein vegetarian meals?"] | |
# 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 (nucleus sampling)", | |
# ), | |
# ], | |
) | |
if __name__ == "__main__": | |
demo.launch() |