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[AIR] Use specified Preprocessor
configs when using stream API.
#31725
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Signed-off-by: amogkam <[email protected]>
Signed-off-by: amogkam <[email protected]>
Signed-off-by: amogkam <[email protected]>
Signed-off-by: amogkam <[email protected]>
Signed-off-by: amogkam <[email protected]>
amogkam
changed the title
Pipelining batch size
[AIR] Use specified Jan 18, 2023
Preprocessor
configs when using stream API.
amogkam
requested review from
clarkzinzow,
jiaodong,
Yard1,
bveeramani,
matthewdeng,
ericl,
scv119,
jjyao,
jianoaix and
c21
as code owners
January 18, 2023 02:41
Signed-off-by: amogkam <[email protected]>
Signed-off-by: amogkam <[email protected]>
Signed-off-by: amogkam <[email protected]>
Signed-off-by: amogkam <[email protected]>
Signed-off-by: amogkam <[email protected]>
stephanie-wang
approved these changes
Jan 19, 2023
Signed-off-by: amogkam <[email protected]>
bveeramani
approved these changes
Jan 19, 2023
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LGTM
amogkam
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The tagger certifies test failures are unrelated and assumes personal liability.
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Jan 19, 2023
c21
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Jan 19, 2023
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LG
andreapiso
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to andreapiso/ray
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Jan 22, 2023
…y-project#31725) In previous PRs, we added support for specifying various batch formats and batch sizes for Preprocessors. However, with the stream API, these configurations were not respected as pandas batch format was hard-coded. In this PR, we introduce a private _transform_pipeline API to Preprocessor which we use in training ingest and pipelined batch inference, rather than manually calling map_batches. Closes ray-project#31503 Signed-off-by: amogkam <[email protected]> Signed-off-by: Andrea Pisoni <[email protected]>
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In previous PRs, we added support for specifying various batch formats and batch sizes for Preprocessors.
However, with the stream API, these configurations were not respected as pandas batch format was hard-coded. In this PR, we introduce a private
_transform_pipeline
API toPreprocessor
which we use in training ingest and pipelined batch inference, rather than manually callingmap_batches
.Closes #31503
Why are these changes needed?
Related issue number
Checks
git commit -s
) in this PR.scripts/format.sh
to lint the changes in this PR.