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[Data] Avoid pickling LanceFragment when creating read tasks for Lance #45392

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merged 3 commits into from
May 20, 2024

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c21
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@c21 c21 commented May 16, 2024

Why are these changes needed?

Avoid pickling LanceFragment when creating read tasks for Lance, as this is expensive.

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  • I've included any doc changes needed for https://docs.ray.io/en/master/.
    • I've added any new APIs to the API Reference. For example, if I added a
      method in Tune, I've added it in doc/source/tune/api/ under the
      corresponding .rst file.
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@c21 c21 added the go add ONLY when ready to merge, run all tests label May 16, 2024
Comment on lines 47 to 51
num_rows = sum([f.count_rows() for f in fragments])
input_files = [
data_file.path() for f in fragments for data_file in f.data_files()
]

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I think you can still keep these. We've established that count_rows is not the slow part. In fact, it's even faster than get_fragments().

Also, small nit: you don't need the [] inside of sum. If you omit them you get a generator expression which bypasses the need to allocate the whole list.

num_rows = sum(f.count_rows() for f in fragments)

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Yes, updated.

Comment on lines 80 to 84
for fragment_id in fragment_ids:
fragment = lance_ds.get_fragment(fragment_id)
batches = fragment.to_batches(columns=columns, filter=row_filter)
for batch in batches:
yield pyarrow.Table.from_batches([batch])

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If you wanted something that did some IO prefetching, you could instead do:

Suggested change
for fragment_id in fragment_ids:
fragment = lance_ds.get_fragment(fragment_id)
batches = fragment.to_batches(columns=columns, filter=row_filter)
for batch in batches:
yield pyarrow.Table.from_batches([batch])
fragments = [lance_ds.get_fragment(id) for id in fragment_ids]
scanner = lance_ds.scanner(
columns,
filter=row_filter,
fragments=fragments,
)
for batch in scanner.to_reader():
yield pyarrow.Table.from_batches([batch])

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Cool, updated.

@c21 c21 changed the title [Data] Avoid calling count_rows() when creating read tasks for Lance [Data] Avoid pickling LanceFragment when creating read tasks for Lance May 20, 2024
@c21 c21 merged commit e2028e0 into ray-project:master May 20, 2024
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@c21 c21 deleted the fix-lance branch May 20, 2024 19:11
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3 participants