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[Meta Schedule][WIP] Update Tune Relay #558

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zxybazh
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@zxybazh zxybazh commented Dec 23, 2021

Multiple updates on tune_relay, updated task name, changed extract_task to extract_task_from_relay, added duplication and cherry-picked Siyuan's fix on Layout free place holder script printing.

To be added: ApplyHistoryBest.

@junrushao
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@zxybazh would you like to rebase this PR? Thanks a lot!

junrushao and others added 24 commits January 4, 2022 16:21
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485)

[Meta Schedule][M3c] PostOrderApply (#486)

Fix Post Order Apply (#490)

[MetaSchedule] Relay Integration (#489)

[M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492)

Fix replay trace. (#493)

[M3c][Meta Schedule] Implement the Replay Func class. (#495)

[PR] Test script for meta-schedule task extraction. Interface to load… (#494)

[Meta Schedule Refactor] Get child blocks (#500)

Read-at && Write-at (#497)

[M3c][Meta Schedule] Measure Callbacks (#498)

[Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496)

[MetaSchedule] Sample-Perfect-Tile (#501)

[MetaSchedule] TE Workloads (#502)

[TensorIR] GetProducer, GetConsumer (#506)

[MetaScheduleRefactor] Annotate&Unannotate (#505)

[MetaSchedule] Multi-Level-Tiling & Auto-Inline (#503)

[Tests] Add unittests for auto-inline and multi-level-tiling (#508)

[Meta Schedule] Minor Fixes (#507)

[MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509)

[MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499)

[Meta Schedule] Add Helper Function & Minor Modification (#512)

[MetaSchedule] Test for Rewrite Parallel-Vectorize-Unroll  (#513)

[Meta Schedule] Feature Extractor & Cost Model (#510)

Blockize & Tensorize (#514)

Layout Rewriting: Suggest-Index-Map (#520)

[MetaSchedule] Parallel-Vectorize-Unroll & Random-Compute-Location (#516)

[Meta Schedule] Per-Store-Feature (#521)

Add traced schedule for blockize & tensorize (#526)

[Meta Schedule] Add XGBoost Model & Random Model (#519)

User-Interface: Tune-TIR (#525)

User-Interface: Tune-TE (#527)

[Minor] More logging on python (#528)

Get CUDA tuning working (#529)

[MetaSchedule] TensorRT BYOC (#518)

[BugFix] LocalBuilder API (#531)

[Meta Schedule] Add Cost Model Update Measure Callback (#530)

[Bugfix] BuilderInput with default params (#532)

[MetaSchedule] Mutator-Tile-Size, Mutate-Parallel, Mutate-Unroll (#534)

[Meta Schedule] Evolutionary Search (#522)

[BugFix] Remove duplicated definition of MakeMultinomialSampler (#535)

[Meta Schedule] Fix some bugs (#537)

Initiate Experiments for CPU Performance Alignment with Ansor (#538)

[Meta Schedule] Tweak experiment scripts (#539)

[Meta Schedule] Initiate experiments on CUDA (#540)

[TIR][Schedule] Buffer transform (#523)

Auto Tensor Core (#524)

Working on Evo Search (#542)

[Meta Schedule] Add Replay Tuning Interface (#543)

Evolutionary Search on CPU (#544)

Misc improvement over the error message (#545)

[TIR][Schedule] Software pipelining (#533)

[Meta Schedule Refactor] fixing unit tests (#547)

[MetaSchedule] Mutator-Compute-Location (#548)

Misc Improvement of Evolutionary Search (#549)

Hotfix for software pipeline (#552)

Misc Improvement (#550)

Co-authored-by: Siyuan Feng <[email protected]>
Co-authored-by: Bohan Hou <[email protected]>
Co-authored-by: Hongyi Jin <[email protected]>
Co-authored-by: Ruihang Lai <[email protected]>
Co-authored-by: Junru Shao <[email protected]>
Co-authored-by: Wuwei Lin <[email protected]>
Co-authored-by: Sunghyun Park <[email protected]>
Co-authored-by: Xiyou Zhou <[email protected]>
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485)

[Meta Schedule][M3c] PostOrderApply (#486)

Fix Post Order Apply (#490)

[MetaSchedule] Relay Integration (#489)

[M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492)

Fix replay trace. (#493)

[M3c][Meta Schedule] Implement the Replay Func class. (#495)

[PR] Test script for meta-schedule task extraction. Interface to load… (#494)

[Meta Schedule Refactor] Get child blocks (#500)

Read-at && Write-at (#497)

[M3c][Meta Schedule] Measure Callbacks (#498)

[Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496)

[MetaSchedule] Sample-Perfect-Tile (#501)

[MetaSchedule] TE Workloads (#502)

[TensorIR] GetProducer, GetConsumer (#506)

[MetaScheduleRefactor] Annotate&Unannotate (#505)

[MetaSchedule] Multi-Level-Tiling & Auto-Inline (#503)

[Tests] Add unittests for auto-inline and multi-level-tiling (#508)

[Meta Schedule] Minor Fixes (#507)

[MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509)

[MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499)

[Meta Schedule] Add Helper Function & Minor Modification (#512)

[MetaSchedule] Test for Rewrite Parallel-Vectorize-Unroll  (#513)

[Meta Schedule] Feature Extractor & Cost Model (#510)

Blockize & Tensorize (#514)

Layout Rewriting: Suggest-Index-Map (#520)

[MetaSchedule] Parallel-Vectorize-Unroll & Random-Compute-Location (#516)

[Meta Schedule] Per-Store-Feature (#521)

Add traced schedule for blockize & tensorize (#526)

[Meta Schedule] Add XGBoost Model & Random Model (#519)

User-Interface: Tune-TIR (#525)

User-Interface: Tune-TE (#527)

[Minor] More logging on python (#528)

Get CUDA tuning working (#529)

[MetaSchedule] TensorRT BYOC (#518)

[BugFix] LocalBuilder API (#531)

[Meta Schedule] Add Cost Model Update Measure Callback (#530)

[Bugfix] BuilderInput with default params (#532)

[MetaSchedule] Mutator-Tile-Size, Mutate-Parallel, Mutate-Unroll (#534)

[Meta Schedule] Evolutionary Search (#522)

[BugFix] Remove duplicated definition of MakeMultinomialSampler (#535)

[Meta Schedule] Fix some bugs (#537)

Co-authored-by: Siyuan Feng <[email protected]>
Co-authored-by: Bohan Hou <[email protected]>
Co-authored-by: Hongyi Jin <[email protected]>
Co-authored-by: Ruihang Lai <[email protected]>
Co-authored-by: Junru Shao <[email protected]>
Co-authored-by: Wuwei Lin <[email protected]>
Co-authored-by: Sunghyun Park <[email protected]>
Co-authored-by: Xiyou Zhou <[email protected]>
* [Meta Schedule] Initiate experiments on CUDA

* ...

* fix boolean printing
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485)

[Meta Schedule][M3c] PostOrderApply (#486)

Fix Post Order Apply (#490)

[MetaSchedule] Relay Integration (#489)

[M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492)

Fix replay trace. (#493)

[M3c][Meta Schedule] Implement the Replay Func class. (#495)

[PR] Test script for meta-schedule task extraction. Interface to load… (#494)

[Meta Schedule Refactor] Get child blocks (#500)

Read-at && Write-at (#497)

[M3c][Meta Schedule] Measure Callbacks (#498)

[Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496)

[MetaSchedule] Sample-Perfect-Tile (#501)

[MetaSchedule] TE Workloads (#502)

[TensorIR] GetProducer, GetConsumer (#506)

[MetaScheduleRefactor] Annotate&Unannotate (#505)

[MetaSchedule] Multi-Level-Tiling & Auto-Inline (#503)

[Tests] Add unittests for auto-inline and multi-level-tiling (#508)

[Meta Schedule] Minor Fixes (#507)

[MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509)

[MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499)

[Meta Schedule] Add Helper Function & Minor Modification (#512)

[MetaSchedule] Test for Rewrite Parallel-Vectorize-Unroll  (#513)

[Meta Schedule] Feature Extractor & Cost Model (#510)

Blockize & Tensorize (#514)

Layout Rewriting: Suggest-Index-Map (#520)

Co-authored-by: Siyuan Feng <[email protected]>
Co-authored-by: Bohan Hou <[email protected]>
Co-authored-by: Hongyi Jin <[email protected]>
Co-authored-by: Ruihang Lai <[email protected]>
Co-authored-by: Junru Shao <[email protected]>
Co-authored-by: Wuwei Lin <[email protected]>
Co-authored-by: Sunghyun Park <[email protected]>
…516)

* parallel vectorize unroll & random compute location

* rebased
* Squashed commit

[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485)

[Meta Schedule][M3c] PostOrderApply (#486)

Fix Post Order Apply (#490)

[MetaSchedule] Relay Integration (#489)

[M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492)

Fix replay trace. (#493)

[M3c][Meta Schedule] Implement the Replay Func class. (#495)

[PR] Test script for meta-schedule task extraction. Interface to load… (#494)

[Meta Schedule Refactor] Get child blocks (#500)

Read-at && Write-at (#497)

[M3c][Meta Schedule] Measure Callbacks (#498)

[Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496)

[MetaSchedule] Sample-Perfect-Tile (#501)

[MetaSchedule] TE Workloads (#502)

Co-authored-by: Siyuan Feng <[email protected]>
Co-authored-by: Bohan Hou <[email protected]>
Co-authored-by: Hongyi Jin <[email protected]>
Co-authored-by: Ruihang Lai <[email protected]>
Co-authored-by: Junru Shao <[email protected]>
Co-authored-by: Wuwei Lin <[email protected]>
Co-authored-by: Sunghyun Park <[email protected]>

[TensorIR] GetProducer, GetConsumer (#506)

[MetaScheduleRefactor] Annotate&Unannotate (#505)

* annotate

* annotate

* lint

* test

* fix

* fix

* fix

[MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509)

Fix sttr func & schedule naming.

Fix schedule -> sch.

Add feature extractor.

Fix init.

Add cost model.

Remove unused include.

[MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499)

* wip

fix

* revoke change to gallery

* split postprocessors to separate files

* rename attrs

* minor

* minor tweak on utils.h

* refactor disallow-dynamic-loop

* refactor verify_gpu_code

* succesfully give up refactoring parallelize-vectorize-unroll

* python structuring

* unittests

Co-authored-by: Junru Shao <[email protected]>

Fix issues.

Fix init.

Finish random model part.

Finish xgb model.

Minor fix.

Rebase.

Add init.

Await refactor of callback.

Update a bit on the test case.

Move impos.

Minor fix.

More fixes.

Remove unused import.

Fix per store feature test.

Update model save / load.

* Fix model save / load with tar.

* Fix issues.

* Remove dup.

Co-authored-by: Junru Shao <[email protected]>
* User-Interface: Tune-TIR

* fix fix fix
* fix a lot of issues

* Add tune-te
* Checkpoint.

Fix cost model comment.

Finish evolutionary seaarch.

Remove  extra code.

Fix compile.

Add comments.

Add python part.

Ad test.

Update other files & comments.

* Squashed commit

[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485)

[Meta Schedule][M3c] PostOrderApply (#486)

Fix Post Order Apply (#490)

[MetaSchedule] Relay Integration (#489)

[M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492)

Fix replay trace. (#493)

[M3c][Meta Schedule] Implement the Replay Func class. (#495)

[PR] Test script for meta-schedule task extraction. Interface to load… (#494)

[Meta Schedule Refactor] Get child blocks (#500)

Read-at && Write-at (#497)

[M3c][Meta Schedule] Measure Callbacks (#498)

[Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496)

[MetaSchedule] Sample-Perfect-Tile (#501)

[MetaSchedule] TE Workloads (#502)

Co-authored-by: Siyuan Feng <[email protected]>
Co-authored-by: Bohan Hou <[email protected]>
Co-authored-by: Hongyi Jin <[email protected]>
Co-authored-by: Ruihang Lai <[email protected]>
Co-authored-by: Junru Shao <[email protected]>
Co-authored-by: Wuwei Lin <[email protected]>
Co-authored-by: Sunghyun Park <[email protected]>

* [TensorIR] GetProducer, GetConsumer (#506)

* [MetaScheduleRefactor] Annotate&Unannotate (#505)

* annotate

* annotate

* lint

* test

* fix

* fix

* fix

* [MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509)

* Blockize & Tensorize (#514)

* Blockize & Tensorize

* Update tensor intrin

* Fix blockized & Recalculate affine flags

* Cleanup utils.cc

* Add test cases of blockize

* Re-enable affine flag checking

* Checkpoint.

Fix cost model comment.

Finish evolutionary seaarch.

Remove  extra code.

Fix compile.

Add comments.

Add python part.

Ad test.

Update other files & comments.

Fix random seed bug.

Minor fix.

Fix num-cores.

Add docs.

Check point.

Add max_fail_cnt.

Minor fix.

Minor fix.

Segfault.

Fix pointers to trace.

Test fix.

Remove measure callbacks.

Refactor a bit.

Split function.

Adjust variable name.

Minor fixes.

Add mutator probs to TuneContext.

Add token.

Fix loops.

Remove include.

Add has workload for database.

Add check.

Add concurrent bitmask.

* Fix TuneContext.

* Fix haash & stuff.

* Modifyy shash.

* Remove trace field.

* Minor fix.

* Fix cbmask.

* Fix numbers.

Co-authored-by: Junru Shao <[email protected]>
Co-authored-by: Siyuan Feng <[email protected]>
Co-authored-by: Bohan Hou <[email protected]>
Co-authored-by: Hongyi Jin <[email protected]>
Co-authored-by: Ruihang Lai <[email protected]>
Co-authored-by: Wuwei Lin <[email protected]>
Co-authored-by: Sunghyun Park <[email protected]>
@zxybazh zxybazh force-pushed the tensorir-infra/upstream/2021-12-07/tune-relay branch from 9cf6bdb to 4cd392e Compare January 5, 2022 00:38
@junrushao
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Closing due to end-of-life

@junrushao junrushao closed this Jan 6, 2022
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3 participants