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import itertools | |
import gradio as gr | |
import requests | |
import os | |
from gradio.themes.utils import sizes | |
def respond(message, history): | |
if len(message.strip()) == 0: | |
return "ERROR the question should not be empty" | |
local_token = os.getenv('API_TOKEN') | |
local_endpoint = os.getenv('API_ENDPOINT') | |
if local_token is None or local_endpoint is None: | |
return "ERROR missing env variables" | |
# Add your API token to the headers | |
headers = { | |
'Content-Type': 'application/json', | |
'Authorization': f'Bearer {local_token}' | |
} | |
#prompt = list(itertools.chain.from_iterable(history)) | |
#prompt.append(message) | |
#q = {"inputs": [prompt]} | |
q = {"inputs": [message]} | |
try: | |
response = requests.post( | |
local_endpoint, json=q, headers=headers, timeout=100) | |
response_data = response.json() | |
#print(response_data) | |
response_data=response_data["predictions"][0] | |
#print(response_data) | |
except Exception as error: | |
response_data = f"ERROR status_code: {type(error).__name__}" | |
+ str(response.status_code) + " response:" + response.text | |
# print(response.json()) | |
return response_data | |
theme = gr.themes.Soft( | |
text_size=sizes.text_sm,radius_size=sizes.radius_sm, spacing_size=sizes.spacing_sm, | |
) | |
demo = gr.ChatInterface( | |
respond, | |
chatbot=gr.Chatbot(show_label=False, container=False, show_copy_button=True, bubble_full_width=True), | |
textbox=gr.Textbox(placeholder="Ask me a question", | |
container=False, scale=7), | |
title="Databricks LLM RAGのデモです", | |
description="This chatbot is a demo example for the dbdemos llm chatbot. <br>This content is provided as a LLM RAG educational example, without support. It is using llama2, can hallucinate and should not be used as production content.<br>Please review our dbdemos license and terms for more details.", | |
examples=[["How can I start a Databricks cluster?"], | |
["What is a Databricks Cluster Policy?"], | |
["How can I track billing usage on my workspaces?"],], | |
cache_examples=False, | |
theme=theme, | |
retry_btn=None, | |
undo_btn=None, | |
clear_btn="Clear", | |
) | |
if __name__ == "__main__": | |
demo.launch() | |