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| import gradio as gr | |
| import google.generativeai as genai | |
| from PIL import Image | |
| import os | |
| import io | |
| # Configure the Gemini API | |
| genai.configure(api_key=os.environ.get("AIzaSyCFdxcKVO6VSxEBaNE2W3LIvRLPEPpyMGw")) | |
| # Set up the model | |
| generation_config = { | |
| "temperature": 1, | |
| "top_p": 0.95, | |
| "top_k": 64, | |
| "max_output_tokens": 8192, | |
| "response_mime_type": "text/plain", | |
| } | |
| model = genai.GenerativeModel( | |
| model_name="gemini-1.5-flash", | |
| generation_config=generation_config, | |
| ) | |
| def image_to_byte_array(image: Image) -> bytes: | |
| imgByteArr = io.BytesIO() | |
| image.save(imgByteArr, format=image.format) | |
| imgByteArr = imgByteArr.getvalue() | |
| return imgByteArr | |
| def chat_with_gemini(history, user_message, image): | |
| history = history or [] | |
| try: | |
| if image is not None: | |
| # Convert image to byte array | |
| image_bytes = image_to_byte_array(image) | |
| # Create a Content object for the image | |
| image_parts = [{"mime_type": "image/jpeg", "data": image_bytes}] | |
| prompt_parts = [user_message] + image_parts | |
| else: | |
| prompt_parts = [user_message] | |
| # Generate content | |
| response = model.generate_content(prompt_parts) | |
| 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() |