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| import PIL.Image | |
| import gradio as gr | |
| import base64 | |
| import time | |
| import os | |
| import google.generativeai as genai | |
| from dotenv import load_dotenv | |
| load_dotenv() | |
| # Set Google API key | |
| genai.configure(api_key=os.getenv("'GOOGLE_API_KEY'")) | |
| # os.environ['GOOGLE_API_KEY'] = "" | |
| # genai.configure(api_key=os.environ['GOOGLE_API_KEY']) | |
| # Create the Model | |
| txt_model = genai.GenerativeModel('gemini-pro') | |
| vis_model = genai.GenerativeModel('gemini-pro-vision') | |
| # Image to Base 64 Converter | |
| def image_to_base64(image_path): | |
| with open(image_path, 'rb') as img: | |
| encoded_string = base64.b64encode(img.read()) | |
| return encoded_string.decode('utf-8') | |
| # Function that takes User Inputs and displays it on ChatUI | |
| def query_message(history, txt, img): | |
| if not img: | |
| history.append((txt, None)) | |
| return history | |
| base64_data = image_to_base64(img) | |
| data_url = f"data:image/jpeg;base64,{base64_data}" | |
| history.append((f"{txt} ", None)) | |
| return history | |
| # Function that takes User Inputs, generates Response and displays on Chat UI | |
| def llm_response(history, text, img): | |
| if not img: | |
| response = txt_model.generate_content(text) | |
| history.append((None, response.text)) | |
| return history | |
| else: | |
| img = PIL.Image.open(img) | |
| response = vis_model.generate_content([text, img]) | |
| history.append((None, response.text)) | |
| return history | |
| # Interface Code | |
| with gr.Blocks() as app: | |
| with gr.Row(): | |
| image_box = gr.Image(type="filepath") | |
| chatbot = gr.Chatbot( | |
| scale=2, | |
| height=600 | |
| ) | |
| text_box = gr.Textbox( | |
| placeholder="Enter text and press enter, or upload an image", | |
| container=False, | |
| ) | |
| btn = gr.Button("Submit") | |
| clicked = btn.click(query_message, | |
| [chatbot, text_box, image_box], | |
| chatbot | |
| ).then(llm_response, | |
| [chatbot, text_box, image_box], | |
| chatbot | |
| ) | |
| app.queue() | |
| app.launch(debug=True) | |