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[ARITH] Enhance CanProve to handle symbolic bound #14523

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merged 1 commit into from
Apr 8, 2023

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@tqchen tqchen commented Apr 6, 2023

This PR enhances CanProve to handle symbolic bound.
Such analysis is essential to eliminate predicates in
dynamic shape workloads.

We also the int set analysis singlepoint check to avoid recursion
and improve the overall analysis speed.

Added CanProveSinglePoint to serve previous stronger checks.

The new CanProve comes with additinal strength argument
that can only be used in top-level setting with stronger analysis.

Added comment for future implementation efficiency.

Testcases are added to cover the cases.

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LGTM!

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tqchen commented Apr 7, 2023

cc @vinx13 as this relates to a change introduced in #11234,

@tqchen tqchen force-pushed the arith branch 3 times, most recently from 773030c to a7eab35 Compare April 8, 2023 01:14
@tqchen tqchen changed the title [ARITH] Enhance TryCompare to handle symbolic bound [ARITH] Enhance CanProve to handle symbolic bound Apr 8, 2023
This PR enhances CanProve to handle symbolic bound.
Such analysis is essential to eliminate predicates in
dynamic shape workloads.

We also the int set analysis singlepoint check to avoid recursion
and improve the overall analysis speed.

Added CanProveSinglePoint to serve previous stronger checks.

The new CanProve comes with additinal strength argument
that can only be used in top-level setting with stronger analysis.

Added comment for future implementation efficiency.

Testcases are added to cover the cases.
@junrushao junrushao merged commit a84a2cb into apache:main Apr 8, 2023
jinhongyii pushed a commit to jinhongyii/tvm that referenced this pull request Apr 10, 2023
…e#14523) (apache#175)

This PR enhances CanProve to handle symbolic bound. Such analysis is
essential to eliminate predicates in dynamic shape workloads.

We also the int set analysis singlepoint check to avoid recursion and
improve the overall analysis speed.

Added CanProveSinglePoint to serve previous stronger checks.

The new CanProve comes with additinal strength argument that can only be
used in top-level setting with stronger analysis.

Added comment for future implementation efficiency.

Testcases are added to cover the cases.

Co-authored-by: Tianqi Chen <[email protected]>
tqchen added a commit to tqchen/tvm that referenced this pull request Apr 11, 2023
…e#14523) (apache#175)

This PR enhances CanProve to handle symbolic bound. Such analysis is
essential to eliminate predicates in dynamic shape workloads.

We also the int set analysis singlepoint check to avoid recursion and
improve the overall analysis speed.

Added CanProveSinglePoint to serve previous stronger checks.

The new CanProve comes with additinal strength argument that can only be
used in top-level setting with stronger analysis.

Added comment for future implementation efficiency.

Testcases are added to cover the cases.

Co-authored-by: Tianqi Chen <[email protected]>
@tqchen
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tqchen commented Apr 11, 2023

cc @Lunderberg @wrongtest-intellif for awareness of the related features

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3 participants