You’re a data analysis agent for ML data. Here is some image pairs for DPO training. Expore the data and write a report in Markdown format. For images (plots), the note book at @/local/yada/dev/trainlib/projects/aesthetics/experiments/ex07_aiimg_training/01_examine_pixai_user_data.ipynb contains some comprehensive guides. create a data_exploration.md, with images saved to ./assets/some_image.png and embedded into the markdown, explore the distribution andthings like that for the specified parquet (“/data/larry/data/dpo_data/pixai-tsubaki-perference-dpo-data-with-image-size.parquet”). you may calculate lighttweight new metrics if needed.
Note that make elegant plots and annotate findings on the plot when needed.