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Update app.py
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app.py
CHANGED
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@@ -9,7 +9,6 @@ model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-capt
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# Function to generate description for an image using BLIP
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def describe_image(image: Image.Image):
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try:
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# Preprocess the image and pass it to the model
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inputs = processor(images=image, return_tensors="pt")
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out = model.generate(**inputs)
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description = processor.decode(out[0], skip_special_tokens=True)
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@@ -17,154 +16,71 @@ def describe_image(image: Image.Image):
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except Exception as e:
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return f"Error describing the image: {e}"
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#
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def chat(user_input, chat_history, image):
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try:
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response = f"AI Response: {user_input}"
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# If an image is uploaded, describe it
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if image is not None:
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image_description = describe_image(image)
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response += f"\n\n[Image Description]: {image_description}"
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else:
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image_description = "No image uploaded."
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# Update chat history with user input and AI response
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chat_history.append(("User", user_input))
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chat_history.append(("AI", response))
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# Format chat history for display
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formatted_history = "\n".join(
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[f"{role}: {message}" for role, message in chat_history]
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)
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return formatted_history, chat_history
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except Exception as e:
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return f"Error: {e}", chat_history
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#
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with gr.Blocks(css="""
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body {
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background-color: #f7f7f7;
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color: #333;
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font-family: 'Roboto', sans-serif;
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display: flex;
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justify-content: center;
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align-items: center;
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height: 100vh;
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margin: 0;
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}
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.gradio-container {
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width:
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max-width:
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background-color: #ffffff;
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padding: 30px;
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border-radius: 15px;
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box-shadow: 0px 10px 30px rgba(0, 0, 0, 0.1);
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border: 1px solid #dcdcdc;
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}
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.
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color: #333;
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border: 1px solid #dcdcdc;
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border-radius: 10px;
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padding: 12px;
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font-size: 16px;
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}
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.gradio-container .textbox:focus, .gradio-container .button:focus {
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border-color: #007bff;
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box-shadow: 0px 0px 5px rgba(0, 123, 255, 0.5);
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}
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.gradio-container .button:hover {
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background-color: #007bff;
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color: #fff;
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cursor: pointer;
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}
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.textbox {
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margin-bottom: 20px;
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}
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#chatbox {
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height:
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overflow-y: auto;
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border: 1px solid #dcdcdc;
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padding: 20px;
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border-radius: 10px;
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background-color: #f9f9f9;
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color: #333;
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margin-bottom: 20px;
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font-size: 14px;
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line-height: 1.6;
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}
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.user-message {
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background-color: #e0f7fa;
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padding: 10px;
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border-radius: 10px;
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margin-bottom: 8px;
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max-width: 75%;
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}
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.ai-message {
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background-color: #e8f5e9;
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padding: 10px;
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border-radius: 10px;
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margin-bottom: 8px;
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max-width: 75%;
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margin-left: auto;
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}
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#image-upload {
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margin-top: 10px;
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border: 1px solid #dcdcdc;
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border-radius: 10px;
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padding: 12px;
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background-color: #ffffff;
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width: 100%;
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}
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""") as demo:
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gr.Markdown("
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# Layout with vertical alignment
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with gr.Column():
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user_input = gr.Textbox(
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placeholder="Ask me anything!",
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lines=2,
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interactive=True,
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)
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submit_button = gr.Button("Send")
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clear_button = gr.Button("Clear Chat")
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lines=15,
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interactive=False,
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elem_id="chatbox",
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)
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# Image upload component
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image_input = gr.Image(
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label="Upload Image for Description",
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type="pil",
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interactive=True,
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elem_id="image-upload",
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)
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# State to hold chat history
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chat_history = gr.State([])
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inputs=[user_input, chat_history, image_input],
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outputs=[chatbot_output, chat_history],
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)
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clear_button.click(
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fn=lambda: ("", []),
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inputs=[],
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outputs=[chatbot_output, chat_history],
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)
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# Launch
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if __name__ == "__main__":
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demo.launch()
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# Function to generate description for an image using BLIP
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def describe_image(image: Image.Image):
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try:
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inputs = processor(images=image, return_tensors="pt")
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out = model.generate(**inputs)
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description = processor.decode(out[0], skip_special_tokens=True)
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except Exception as e:
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return f"Error describing the image: {e}"
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# Chatbot logic
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def chat(user_input, chat_history, image):
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try:
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response = f"AI Response: {user_input}"
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if image is not None:
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image_description = describe_image(image)
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response += f"\n\n[Image Description]: {image_description}"
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chat_history.append(("User", user_input))
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chat_history.append(("AI", response))
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formatted_history = "\n".join([f"{role}: {msg}" for role, msg in chat_history])
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return formatted_history, chat_history
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except Exception as e:
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return f"Error: {e}", chat_history
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# Build Gradio interface
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with gr.Blocks(css="""
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body {
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background-color: #f7f7f7;
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color: #333;
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font-family: 'Roboto', sans-serif;
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}
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.gradio-container {
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width: 100%;
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max-width: 700px;
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margin: auto;
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background-color: #ffffff;
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padding: 30px;
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border-radius: 15px;
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box-shadow: 0px 10px 30px rgba(0, 0, 0, 0.1);
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}
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.textbox, .button {
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margin-bottom: 15px;
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}
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#chatbox {
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height: 300px;
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overflow-y: auto;
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border: 1px solid #dcdcdc;
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padding: 20px;
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border-radius: 10px;
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background-color: #f9f9f9;
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margin-bottom: 20px;
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font-size: 14px;
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line-height: 1.6;
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}
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""") as demo:
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gr.Markdown("## 🤖 **AI Chatbot with Image Captioning (BLIP + Gradio)**")
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gr.Markdown("Upload an image to generate a caption, then chat with the bot.")
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with gr.Column():
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user_input = gr.Textbox(label="Your Message", placeholder="Type your message here...", lines=2)
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submit_button = gr.Button("Send Message")
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clear_button = gr.Button("Clear Chat")
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chatbot_output = gr.Textbox(label="Chat History", lines=12, interactive=False, elem_id="chatbox")
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image_input = gr.Image(label="Upload Image", type="pil", elem_id="image-upload")
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upload_button = gr.Button("Describe Image")
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image_caption = gr.Textbox(label="Image Description", interactive=False)
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chat_history = gr.State([])
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submit_button.click(fn=chat, inputs=[user_input, chat_history, image_input], outputs=[chatbot_output, chat_history])
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clear_button.click(fn=lambda: ("", []), inputs=[], outputs=[chatbot_output, chat_history])
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upload_button.click(fn=describe_image, inputs=[image_input], outputs=[image_caption])
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# Launch the app
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if __name__ == "__main__":
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demo.launch()
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