allow empty default_batch
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@ -147,7 +147,7 @@ class DataLoaderMultiAspect():
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for batch_id in batch_ids:
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items_by_batch_id[batch_id] = unchunk([b for bucket_key,b in buckets.items() if bucket_key[0] == batch_id])
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# ensure we don't mix and match aspect ratios by treating each chunk of batch_size images as a single unit to pass to first_fit_decreasing
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filler_items = chunk(items_by_batch_id[DEFAULT_BATCH_ID], batch_size)
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filler_items = chunk(items_by_batch_id.get(DEFAULT_BATCH_ID, []), batch_size)
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custom_batched_items = [chunk(v, batch_size) for k, v in items_by_batch_id.items() if k != DEFAULT_BATCH_ID]
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#custom_batched_items = chunk([b for bucket_key,b in buckets.items() if bucket_key[0] != DEFAULT_BATCH_ID], batch_size)
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neighbourly_chunked_items = first_fit_decreasing(custom_batched_items, batch_size=grad_accum, filler_items=filler_items)
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