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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: mit
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+ ---
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+
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+ 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.
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+
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+ Here is the expected JSON structure for the output:
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+
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+ ```json
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+ {
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+ "results": [
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+ {
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+ "image_encoded": [
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+ [float, float, ...], // List of lists of floats representing the full encoded embeddings
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+ [float, float, ...],
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+ ...
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+ ],
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+ "image_encoded_average": [float, float, ...] // List of floats representing the average of the embeddings
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+ },
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+ {
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+ "image_encoded": [
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+ [float, float, ...],
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+ [float, float, ...],
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+ ...
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+ ],
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+ "image_encoded_average": [float, float, ...]
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+ },
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+ ...
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+ ]
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+ }
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+ ```
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+
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+ ### Explanation:
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+ - **`results`**: This is a list where each element corresponds to the encoding result of an image.
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+ - **`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).
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+ - **`image_encoded_average`**: A list of floats representing the average of the embeddings across all parts of the image.
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+
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+ ### Example Output:
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+ Here is an example of what the output might look like for two images:
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+
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+ ```json
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+ {
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+ "results": [
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+ {
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+ "image_encoded": [
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+ [0.12, 0.34, 0.56, ...],
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+ [0.23, 0.45, 0.67, ...],
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+ ...
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+ ],
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+ "image_encoded_average": [0.18, 0.39, 0.61, ...]
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+ },
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+ {
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+ "image_encoded": [
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+ [0.45, 0.67, 0.89, ...],
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+ [0.56, 0.78, 0.90, ...],
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+ ...
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+ ],
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+ "image_encoded_average": [0.50, 0.72, 0.89, ...]
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+ }
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+ ]
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+ }
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+ ```
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+
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+ ### Error Handling:
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+ If there is an error during processing (e.g., invalid image data), the output will instead look like this:
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+
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+ ```json
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+ {
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+ "error": "Invalid image data: <error_message>"
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+ }
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+ ```