--- license: mit --- To model the output JSON structure for the given code, we need to consider the structure of the `ImageEncodingResult` dataclass and how it is serialized into a dictionary. The `ImageEncodingResult` dataclass contains two fields: `image_encoded` and `image_encoded_average`. When the results are returned, they are converted into a list of dictionaries, where each dictionary represents the serialized form of an `ImageEncodingResult` object. Here is the expected JSON structure for the output: ```json { "results": [ { "image_encoded": [ [float, float, ...], // List of lists of floats representing the full encoded embeddings [float, float, ...], ... ], "image_encoded_average": [float, float, ...] // List of floats representing the average of the embeddings }, { "image_encoded": [ [float, float, ...], [float, float, ...], ... ], "image_encoded_average": [float, float, ...] }, ... ] } ``` ### Explanation: - **`results`**: This is a list where each element corresponds to the encoding result of an image. - **`image_encoded`**: A list of lists of floats. Each inner list represents the full encoded embeddings for a specific part of the image (e.g., patches or regions). - **`image_encoded_average`**: A list of floats representing the average of the embeddings across all parts of the image. ### Example Output: Here is an example of what the output might look like for two images: ```json { "results": [ { "image_encoded": [ [0.12, 0.34, 0.56, ...], [0.23, 0.45, 0.67, ...], ... ], "image_encoded_average": [0.18, 0.39, 0.61, ...] }, { "image_encoded": [ [0.45, 0.67, 0.89, ...], [0.56, 0.78, 0.90, ...], ... ], "image_encoded_average": [0.50, 0.72, 0.89, ...] } ] } ``` ### Error Handling: If there is an error during processing (e.g., invalid image data), the output will instead look like this: ```json { "error": "Invalid image data: " } ```