[Data] Account internal inqueue to previous operator's memory usage#42930
Merged
bveeramani merged 29 commits intoray-project:masterfrom Feb 13, 2024
Merged
[Data] Account internal inqueue to previous operator's memory usage#42930bveeramani merged 29 commits intoray-project:masterfrom
bveeramani merged 29 commits intoray-project:masterfrom
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Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
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Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
raulchen
reviewed
Feb 7, 2024
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Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
raulchen
reviewed
Feb 13, 2024
python/ray/data/_internal/execution/interfaces/op_runtime_metrics.py
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Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
raulchen
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python/ray/data/_internal/execution/operators/output_splitter.py
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Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
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Why are these changes needed?
To make informed scheduling decisions, Ray Data estimates the object store memory usage from each operator. Currently, an operator's inputs count towards its memory usage; however, this can lead to suboptimal scheduling decisions since we primarily care about outputs for backpressuring.
This PR updates the implementation so that input counts toward the previous operator's object store usage (i.e., in counts towards the operator that created the data).
Related issue number
Required for #43026
See also #42851 (comment)
Checks
git commit -s) in this PR.scripts/format.shto lint the changes in this PR.method in Tune, I've added it in
doc/source/tune/api/under thecorresponding
.rstfile.