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import os | |
import gradio as gr | |
from google import genai | |
from google.genai.types import GenerateContentConfig, GoogleSearch, Tool | |
# Initialize GenAI Client | |
API_KEY = os.getenv("GOOGLE_API_KEY") # Ensure to set this in Hugging Face Secrets | |
client = genai.Client(api_key=API_KEY) | |
MODEL_ID = "gemini-2.0-flash-exp" # Replace with your desired model ID | |
def google_search_query(question, use_web_search): | |
try: | |
# Generate the AI response without web search initially | |
response = client.models.generate_content( | |
model=MODEL_ID, | |
contents=question, | |
) | |
ai_response = response.text # AI response as plain text | |
if use_web_search: | |
# If user selects web search, redefine the tool and generate response with web search | |
google_search_tool = Tool(google_search=GoogleSearch()) | |
response = client.models.generate_content( | |
model=MODEL_ID, | |
contents=question, | |
config=GenerateContentConfig(tools=[google_search_tool]), | |
) | |
search_results = response.candidates[0].grounding_metadata.search_entry_point.rendered_content | |
else: | |
search_results = "Web search not used." | |
return ai_response, search_results | |
except Exception as e: | |
return f"Error: {str(e)}", "" | |
# Gradio Interface using Chatbot and conditional web search | |
with gr.Blocks(theme=gr.themes.Glass(secondary_hue = "violet")) as app: | |
gr.Markdown("# Gemini 2.0 Google Search Custom UI") | |
with gr.Row(): | |
chatbot = gr.Chatbot(label="Chatbot Responses") | |
with gr.Row(): | |
question_input = gr.Textbox(lines=2, label="Ask a Question") | |
web_search_checkbox = gr.Checkbox(label="Enhance with Web Search", value=False) | |
with gr.Row(): | |
submit_button = gr.Button("Submit") | |
def update_chatbot(question, use_web_search, chat_log): | |
ai_response, search_results = google_search_query(question, use_web_search) | |
chat_log.append(("You", question)) | |
chat_log.append(("AI", ai_response)) | |
if use_web_search: | |
chat_log.append(("AI + Web Search", search_results)) | |
return chat_log | |
submit_button.click( | |
fn=update_chatbot, | |
inputs=[question_input, web_search_checkbox, chatbot], | |
outputs=[chatbot] | |
) | |
app.launch() | |