Spaces:
Sleeping
Sleeping
import os | |
import io | |
import gradio as gr | |
import google.generativeai as genai | |
from PIL import Image | |
# Configure the Gemini API | |
# Retrieve the API key from Hugging Face Spaces secrets | |
api_key = os.environ.get("GEMINI_API_KEY") | |
if not api_key: | |
raise ValueError("GEMINI_API_KEY not found in environment variables. Please set it in Hugging Face Spaces secrets.") | |
genai.configure(api_key=api_key) | |
def upload_to_gemini(image): | |
"""Uploads the given image to Gemini.""" | |
if image is None: | |
return None | |
image_byte_array = io.BytesIO() | |
image.save(image_byte_array, format='JPEG') | |
image_byte_array = image_byte_array.getvalue() | |
return genai.upload_file(image_byte_array, mime_type="image/jpeg") | |
# Create the model | |
generation_config = { | |
"temperature": 0.9, | |
"top_p": 0.95, | |
"top_k": 64, | |
"max_output_tokens": 1024, | |
"response_mime_type": "text/plain", | |
} | |
model = genai.GenerativeModel( | |
model_name="gemini-1.5-flash", | |
generation_config=generation_config, | |
) | |
def chat_with_gemini(history, user_message, image): | |
history = history or [] | |
try: | |
uploaded_image = upload_to_gemini(image) if image else None | |
if not history: | |
# Start a new chat session | |
chat_session = model.start_chat( | |
history=[ | |
{ | |
"role": "user", | |
"parts": [ | |
uploaded_image, | |
user_message, | |
] if uploaded_image else [user_message], | |
}, | |
] | |
) | |
else: | |
# Continue existing chat session | |
chat_session = model.start_chat(history=[ | |
{"role": "user" if i % 2 == 0 else "model", "parts": [msg]} | |
for i, (msg, _) in enumerate(history) | |
]) | |
# Send the new message | |
if uploaded_image: | |
chat_session.send_message([uploaded_image, user_message]) | |
else: | |
chat_session.send_message(user_message) | |
# Get the response | |
response = chat_session.last | |
response_text = response.text | |
history.append((user_message, response_text)) | |
except Exception as e: | |
error_message = f"An error occurred: {str(e)}" | |
history.append((user_message, error_message)) | |
return history, history | |
def clear_conversation(): | |
return None | |
# Define the Gradio interface | |
with gr.Blocks() as demo: | |
chatbot = gr.Chatbot(label="Chat with Gemini 1.5 Flash") | |
msg = gr.Textbox(label="Type your message here") | |
clear = gr.Button("Clear") | |
image_upload = gr.Image(type="pil", label="Upload an image (optional)") | |
msg.submit(chat_with_gemini, [chatbot, msg, image_upload], [chatbot, chatbot]) | |
clear.click(clear_conversation, outputs=[chatbot]) | |
# Launch the app | |
if __name__ == "__main__": | |
demo.launch() |