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To generate the embeddings use google/siglip2-so400m-patch16-512 with no fine tuning. You have a tiny script in generate_embeddings.py to generate a pickle file with the embeddings, provided a Pandas DataFrame tasks_df with a col "image_path" that contains all the images paths.