import base64
import io
from PIL import Image


def image_to_base64_data_uri(file_path, size=(224, 224)):
    # Open the image
    with Image.open(file_path) as img:
        # Convert to RGB (in case it's RGBA or grayscale)
        img = img.convert("RGB")
        # Resize the image
        img = img.resize(size)

        # Save resized image to a BytesIO buffer
        buffer = io.BytesIO()
        img.save(buffer, format="JPEG")
        buffer.seek(0)

        # Encode to base64
        base64_data = base64.b64encode(buffer.read()).decode('utf-8')
        return f"data:image/jpeg;base64,{base64_data}"