add bucket for sdxl lora and dreambooth script traing #12413
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PR Title: feat: Add aspect ratio bucketing to SDXL LoRA training scripts
What does this PR do?
This PR adds support for aspect ratio bucketing to the
train_text_to_image_lora_sdxl.py
andtrain_dreambooth_lora_sdxl.py
scripts.This allows training on images with different resolutions and aspect ratios. It avoids forcing all images to be cropped into a square, which helps preserve the original composition.
Changes:
BucketBatchSampler
that creates batches of images with similar resolutions.compute_time_ids
to handle the dynamic target sizes from the buckets.New command-line arguments like
--enable_bucketing
and--bucket_size
are added to control this feature.Fixes # (issue)
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