Draw a rectangle on an image. Args: image: numpy array of shape (H, W, 3), the image to draw on bbox: tuple of (x_min, y

Load prompt file content

Generate image using GPT-Image-1

Generate image generation prompt

Parses text to a list of strings if possible; strips quotes and whitespace.

Convert an RGB color to Lab color space. RGB values should be in the range [0, 255].

Converts text to float, stripping percent signs. Returns None on failure.

Calculate the color similarity between two RGB colors using the CIEDE2000 formula. Returns a similarity score between 0 and 1, where 1 means

Draw a rectangle with a label on an image. Args: image: numpy array, the image to draw on bbox: tuple of (x_min, y_min,

Draw multiple rectangles on an image. Args: image: numpy array of shape (H, W, 3), the image to draw on bboxes: list of

Evaluates a single target-prediction pair: - Numeric within tolerance or exact year match inside this helper. - Falls back to ANLS for te

Standardize string representations of lists, adding quotes around elements if missing, and safely evaluate to Python list. Returns original i

Generate title text using GPT-4

Get bounding boxes from a JSON file. Args: json_path: str, path to the JSON file Returns: list of tuples: each

Main function

Process all CSV files

Process a single CSV file

Read CSV file and convert to string format

Calculates relaxed correctness between target and prediction. Supports list inputs; uses year_flags to override year handling.

Initialize image generator Args: api_key: OpenAI API key base_url: Optional API base URL for custom