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Is there api for dump nnvm params to file? #534

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nkyle04 opened this issue Oct 10, 2017 · 2 comments
Closed

Is there api for dump nnvm params to file? #534

nkyle04 opened this issue Oct 10, 2017 · 2 comments

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@nkyle04
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nkyle04 commented Oct 10, 2017

I have run a mxnet model at nnvm.
As I want to deploy it with tvm, but i can't find any api to dump params to bytearray, which was need ed in "load_params" funtion.
As described at http://nnvm.tvmlang.org/how_to/deploy.html
@tqchen
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tqchen commented Oct 10, 2017

http://nnvm.tvmlang.org/api/python/compiler.html#nnvm.compiler.load_param_dict

@tqchen
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tqchen commented Oct 10, 2017

Since this might be a common need, do you mind open a PR and add this information to the how to deploy document?

@tqchen tqchen closed this as completed Oct 13, 2017
zxybazh added a commit to zxybazh/tvm that referenced this issue Jan 7, 2022
@junrushao @Hzfengsy
@spectrometerHBH @jinhongyii @MasterJH5574 @vinx13 @sunggg @zxybazh
Squashed commit
f98a8e9 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#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]>
zxybazh added a commit to zxybazh/tvm that referenced this issue Jan 7, 2022
@junrushao @Hzfengsy
@spectrometerHBH @jinhongyii @MasterJH5574 @vinx13 @sunggg @zxybazh
Squashed commit
d1fce89 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#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]>
zxybazh pushed a commit to zxybazh/tvm that referenced this issue Jan 7, 2022
@junrushao @zxybazh
Squashed commit
05f3aba 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#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]>

Squashed commit

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

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#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]>

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

* ...

* update

* update

* print

* more

[Meta Schedule] Tweak experiment scripts (apache#539)

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

* [Meta Schedule] Initiate experiments on CUDA

* ...

* fix boolean printing

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

Squashed commit

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

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

Layout Rewriting: Suggest-Index-Map (apache#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]>

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

* parallel vectorize unroll & random compute location

* rebased

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

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

* Squashed commit

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

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#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 (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

* annotate

* annotate

* lint

* test

* fix

* fix

* fix

[MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (apache#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 (apache#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 (apache#525)

* User-Interface: Tune-TIR

* fix fix fix

User-Interface: Tune-TE (apache#527)

* fix a lot of issues

* Add tune-te

Get CUDA tuning working (apache#529)

[Meta Schedule] Evolutionary Search (apache#522)

* 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 (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#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 (apache#506)

* [MetaScheduleRefactor] Annotate&Unannotate (apache#505)

* annotate

* annotate

* lint

* test

* fix

* fix

* fix

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

* Blockize & Tensorize (apache#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]>

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

Tune relay.

Further add interface.

Remove unused import

Fix rebase.

Add task name dispatch.

Add task deduplication.

Rename extract_task to extract_task_from_relay

Remove duplicate function def.

Minor fix.
junrushao added a commit to junrushao/tvm that referenced this issue Jan 27, 2022
@Hzfengsy @spectrometerHBH
@jinhongyii @MasterJH5574 @junrushao @vinx13 @sunggg @zxybazh
Squashed commit
3c6882a 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (#1)

Hot fix for bound predicate (#3)

[Meta Schedule] Update Tune Relay (#4)

[Performance Align] fixing codegen problems (#5)

[PerfAlign] NRM & SFM on Raspi Aligned (#6)

[BugFix] Apply bound predicate directly to loops when possible (#12)

[BugFix] Fix CrossThreadReduction on CUDA (#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (#11)

[Minor][MemHammer] Minor tweaks in code review (#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (#16)

Fix cooperative fetching (#17)

Fixes for codegen (#18)

[Hotfix] A unittest (#19)

Fix for GRP sketch gen (#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (#22)

[MemHammer][Refactor] Code Review (#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (#24)

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]>
Hzfengsy added a commit to Hzfengsy/tvm that referenced this issue Feb 2, 2022
@Hzfengsy @spectrometerHBH
@jinhongyii @MasterJH5574 @junrushao @vinx13 @sunggg @zxybazh
Squashed commit
fc54ebb 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (#1)

Hot fix for bound predicate (apache#3)

[Meta Schedule] Update Tune Relay (apache#4)

[Performance Align] fixing codegen problems (apache#5)

[PerfAlign] NRM & SFM on Raspi Aligned (apache#6)

[BugFix] Apply bound predicate directly to loops when possible (apache#12)

[BugFix] Fix CrossThreadReduction on CUDA (apache#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (apache#11)

[Minor][MemHammer] Minor tweaks in code review (apache#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (apache#16)

Fix cooperative fetching (apache#17)

Fixes for codegen (apache#18)

[Hotfix] A unittest (apache#19)

Fix for GRP sketch gen (apache#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (apache#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (apache#22)

[MemHammer][Refactor] Code Review (apache#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (apache#24)

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]>
Hzfengsy pushed a commit to Hzfengsy/tvm that referenced this issue Feb 12, 2022
@Hzfengsy
Squashed commit
d440d79 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (#1)

Hot fix for bound predicate (apache#3)

[Meta Schedule] Update Tune Relay (apache#4)

[Performance Align] fixing codegen problems (apache#5)

[PerfAlign] NRM & SFM on Raspi Aligned (apache#6)

[BugFix] Apply bound predicate directly to loops when possible (apache#12)

[BugFix] Fix CrossThreadReduction on CUDA (apache#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (apache#11)

[Minor][MemHammer] Minor tweaks in code review (apache#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (apache#16)

Fix cooperative fetching (apache#17)

Fixes for codegen (apache#18)

[Hotfix] A unittest (apache#19)

Fix for GRP sketch gen (apache#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (apache#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (apache#22)

[MemHammer][Refactor] Code Review (apache#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (apache#24)

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]>

fix

some fixes

fix test
Hzfengsy pushed a commit to Hzfengsy/tvm that referenced this issue Feb 19, 2022
@Hzfengsy
Squashed commit
17018cc 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (#1)

Hot fix for bound predicate (apache#3)

[Meta Schedule] Update Tune Relay (apache#4)

[Performance Align] fixing codegen problems (apache#5)

[PerfAlign] NRM & SFM on Raspi Aligned (apache#6)

[BugFix] Apply bound predicate directly to loops when possible (apache#12)

[BugFix] Fix CrossThreadReduction on CUDA (apache#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (apache#11)

[Minor][MemHammer] Minor tweaks in code review (apache#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (apache#16)

Fix cooperative fetching (apache#17)

Fixes for codegen (apache#18)

[Hotfix] A unittest (apache#19)

Fix for GRP sketch gen (apache#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (apache#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (apache#22)

[MemHammer][Refactor] Code Review (apache#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (apache#24)

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]>

fix

some fixes

fix test
Hzfengsy pushed a commit to Hzfengsy/tvm that referenced this issue Feb 19, 2022
@Hzfengsy
Squashed commit
623c0a6 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (#1)

Hot fix for bound predicate (apache#3)

[Meta Schedule] Update Tune Relay (apache#4)

[Performance Align] fixing codegen problems (apache#5)

[PerfAlign] NRM & SFM on Raspi Aligned (apache#6)

[BugFix] Apply bound predicate directly to loops when possible (apache#12)

[BugFix] Fix CrossThreadReduction on CUDA (apache#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (apache#11)

[Minor][MemHammer] Minor tweaks in code review (apache#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (apache#16)

Fix cooperative fetching (apache#17)

Fixes for codegen (apache#18)

[Hotfix] A unittest (apache#19)

Fix for GRP sketch gen (apache#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (apache#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (apache#22)

[MemHammer][Refactor] Code Review (apache#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (apache#24)

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]>

fix

some fixes

fix test
junrushao added a commit to junrushao/tvm that referenced this issue Feb 20, 2022
@junrushao @Hzfengsy
@spectrometerHBH @jinhongyii @MasterJH5574 @vinx13 @sunggg @zxybazh
Squashed commit
1d8cc54 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (#1)

Hot fix for bound predicate (#3)

[Meta Schedule] Update Tune Relay (#4)

[Performance Align] fixing codegen problems (#5)

[PerfAlign] NRM & SFM on Raspi Aligned (#6)

[BugFix] Apply bound predicate directly to loops when possible (#12)

[BugFix] Fix CrossThreadReduction on CUDA (#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (#11)

[Minor][MemHammer] Minor tweaks in code review (#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (#16)

Fix cooperative fetching (#17)

Fixes for codegen (#18)

[Hotfix] A unittest (#19)

Fix for GRP sketch gen (#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (#22)

[MemHammer][Refactor] Code Review (#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (#24)

Import & Cache Mechanism (#26)

[BugFix] Fix Winograd Test Script (#25)

Add task extraction & caching (#27)

A few fixes for task extraction (#28)

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]>
junrushao added a commit to junrushao/tvm that referenced this issue Feb 20, 2022
@junrushao @Hzfengsy
@spectrometerHBH @jinhongyii @MasterJH5574 @vinx13 @sunggg @zxybazh
Squashed commit
893555f 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (#1)

Hot fix for bound predicate (#3)

[Meta Schedule] Update Tune Relay (#4)

[Performance Align] fixing codegen problems (#5)

[PerfAlign] NRM & SFM on Raspi Aligned (#6)

[BugFix] Apply bound predicate directly to loops when possible (#12)

[BugFix] Fix CrossThreadReduction on CUDA (#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (#11)

[Minor][MemHammer] Minor tweaks in code review (#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (#16)

Fix cooperative fetching (#17)

Fixes for codegen (#18)

[Hotfix] A unittest (#19)

Fix for GRP sketch gen (#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (#22)

[MemHammer][Refactor] Code Review (#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (#24)

Import & Cache Mechanism (#26)

[BugFix] Fix Winograd Test Script (#25)

Add task extraction & caching (#27)

A few fixes for task extraction (#28)

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]>
junrushao added a commit to junrushao/tvm that referenced this issue Feb 20, 2022
@junrushao @Hzfengsy
@spectrometerHBH @jinhongyii @MasterJH5574 @vinx13 @sunggg @zxybazh
Squashed commit
46a98f1 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (#1)

Hot fix for bound predicate (#3)

[Meta Schedule] Update Tune Relay (#4)

[Performance Align] fixing codegen problems (#5)

[PerfAlign] NRM & SFM on Raspi Aligned (#6)

[BugFix] Apply bound predicate directly to loops when possible (#12)

[BugFix] Fix CrossThreadReduction on CUDA (#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (#11)

[Minor][MemHammer] Minor tweaks in code review (#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (#16)

Fix cooperative fetching (#17)

Fixes for codegen (#18)

[Hotfix] A unittest (#19)

Fix for GRP sketch gen (#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (#22)

[MemHammer][Refactor] Code Review (#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (#24)

Import & Cache Mechanism (#26)

[BugFix] Fix Winograd Test Script (#25)

Add task extraction & caching (#27)

A few fixes for task extraction (#28)

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]>
zxybazh added a commit to zxybazh/tvm that referenced this issue Feb 21, 2022
@Hzfengsy @spectrometerHBH
@jinhongyii @MasterJH5574 @junrushao @vinx13 @sunggg @zxybazh
Squashed commit
eb8def7 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (apache#1)

Hot fix for bound predicate (apache#3)

[Meta Schedule] Update Tune Relay (apache#4)

[Performance Align] fixing codegen problems (apache#5)

[PerfAlign] NRM & SFM on Raspi Aligned (apache#6)

[BugFix] Apply bound predicate directly to loops when possible (apache#12)

[BugFix] Fix CrossThreadReduction on CUDA (apache#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (apache#11)

[Minor][MemHammer] Minor tweaks in code review (apache#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (apache#16)

Fix cooperative fetching (apache#17)

Fixes for codegen (apache#18)

[Hotfix] A unittest (apache#19)

Fix for GRP sketch gen (apache#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (apache#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (apache#22)

[MemHammer][Refactor] Code Review (apache#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (apache#24)

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]>
zxybazh added a commit to zxybazh/tvm that referenced this issue Feb 21, 2022
@junrushao @Hzfengsy
@spectrometerHBH @jinhongyii @MasterJH5574 @vinx13 @sunggg @zxybazh
Squashed commit
6f04005 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (apache#1)

Hot fix for bound predicate (apache#3)

[Meta Schedule] Update Tune Relay (apache#4)

[Performance Align] fixing codegen problems (apache#5)

[PerfAlign] NRM & SFM on Raspi Aligned (apache#6)

[BugFix] Apply bound predicate directly to loops when possible (apache#12)

[BugFix] Fix CrossThreadReduction on CUDA (apache#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (apache#11)

[Minor][MemHammer] Minor tweaks in code review (apache#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (apache#16)

Fix cooperative fetching (apache#17)

Fixes for codegen (apache#18)

[Hotfix] A unittest (apache#19)

Fix for GRP sketch gen (apache#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (apache#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (apache#22)

[MemHammer][Refactor] Code Review (apache#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (apache#24)

Import & Cache Mechanism (apache#26)

[BugFix] Fix Winograd Test Script (apache#25)

Add task extraction & caching (apache#27)

A few fixes for task extraction (apache#28)

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]>
zxybazh added a commit to zxybazh/tvm that referenced this issue Feb 21, 2022
@Hzfengsy @spectrometerHBH
@jinhongyii @MasterJH5574 @junrushao @vinx13 @sunggg @zxybazh
Squashed commit
ed92495 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (apache#1)

Hot fix for bound predicate (apache#3)

[Meta Schedule] Update Tune Relay (apache#4)

[Performance Align] fixing codegen problems (apache#5)

[PerfAlign] NRM & SFM on Raspi Aligned (apache#6)

[BugFix] Apply bound predicate directly to loops when possible (apache#12)

[BugFix] Fix CrossThreadReduction on CUDA (apache#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (apache#11)

[Minor][MemHammer] Minor tweaks in code review (apache#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (apache#16)

Fix cooperative fetching (apache#17)

Fixes for codegen (apache#18)

[Hotfix] A unittest (apache#19)

Fix for GRP sketch gen (apache#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (apache#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (apache#22)

[MemHammer][Refactor] Code Review (apache#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (apache#24)

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]>
zxybazh added a commit to zxybazh/tvm that referenced this issue Feb 22, 2022
@junrushao @Hzfengsy
@spectrometerHBH @jinhongyii @MasterJH5574 @vinx13 @sunggg @zxybazh
Squashed commit
fc2f258 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (apache#1)

Hot fix for bound predicate (apache#3)

[Meta Schedule] Update Tune Relay (apache#4)

[Performance Align] fixing codegen problems (apache#5)

[PerfAlign] NRM & SFM on Raspi Aligned (apache#6)

[BugFix] Apply bound predicate directly to loops when possible (apache#12)

[BugFix] Fix CrossThreadReduction on CUDA (apache#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (apache#11)

[Minor][MemHammer] Minor tweaks in code review (apache#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (apache#16)

Fix cooperative fetching (apache#17)

Fixes for codegen (apache#18)

[Hotfix] A unittest (apache#19)

Fix for GRP sketch gen (apache#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (apache#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (apache#22)

[MemHammer][Refactor] Code Review (apache#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (apache#24)

Import & Cache Mechanism (apache#26)

[BugFix] Fix Winograd Test Script (apache#25)

Add task extraction & caching (apache#27)

A few fixes for task extraction (apache#28)

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]>
zxybazh added a commit to zxybazh/tvm that referenced this issue Feb 22, 2022
@Hzfengsy @spectrometerHBH
@jinhongyii @MasterJH5574 @junrushao @vinx13 @sunggg @zxybazh
Squashed commit
0af0f71 
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (apache#485)

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

Fix Post Order Apply (apache#490)

[MetaSchedule] Relay Integration (apache#489)

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

Fix replay trace. (apache#493)

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

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

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

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

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

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

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

[MetaSchedule] TE Workloads (apache#502)

[TensorIR] GetProducer, GetConsumer (apache#506)

[MetaScheduleRefactor] Annotate&Unannotate (apache#505)

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

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

[Meta Schedule] Minor Fixes (apache#507)

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

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

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

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

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

Blockize & Tensorize (apache#514)

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

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

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

Add traced schedule for blockize & tensorize (apache#526)

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

User-Interface: Tune-TIR (apache#525)

User-Interface: Tune-TE (apache#527)

[Minor] More logging on python (apache#528)

Get CUDA tuning working (apache#529)

[MetaSchedule] TensorRT BYOC (apache#518)

[BugFix] LocalBuilder API (apache#531)

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

[Bugfix] BuilderInput with default params (apache#532)

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

[Meta Schedule] Evolutionary Search (apache#522)

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

[Meta Schedule] Fix some bugs (apache#537)

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

[Meta Schedule] Tweak experiment scripts (apache#539)

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

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

Auto Tensor Core (apache#524)

Working on Evo Search (apache#542)

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

Evolutionary Search on CPU (apache#544)

Misc improvement over the error message (apache#545)

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

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

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

Misc Improvement of Evolutionary Search (apache#549)

Hotfix for software pipeline (apache#552)

Misc Improvement (apache#550)

[Cherry-Pick][TensorIR] Primitive "SetScope" (apache#9738) (apache#555)

Rule RFactor (apache#551)

[MemHammer] Rewrite Rules (apache#554)

[MetaSchedule] Schedule Rule: Cross-Thread Reduction (apache#556)

[MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (apache#559)

[MetaSchedule] Perf Alignment - NRM on CUDA (apache#560)

[TIR] Reorder the block iters of the blocks generated by RFactor (apache#561)

Removing 2 unit tests for software pipelining (apache#562)

[MemHammer] Lower Pass + Unittests (apache#557)

Perf Align: Remove Auto-inline before Multi-level-tiling (apache#564)

Fix Sketch Generation Unittests (apache#565)

speed up VerifyGpuCode (apache#568)

[Performance Align] fixing codegen problems (apache#569)

[Meta schedule] improve search space (apache#1)

Hot fix for bound predicate (apache#3)

[Meta Schedule] Update Tune Relay (apache#4)

[Performance Align] fixing codegen problems (apache#5)

[PerfAlign] NRM & SFM on Raspi Aligned (apache#6)

[BugFix] Apply bound predicate directly to loops when possible (apache#12)

[BugFix] Fix CrossThreadReduction on CUDA (apache#13)

[MetaSchedule] Enable BertTuning with MetaScheduler (apache#11)

[Minor][MemHammer] Minor tweaks in code review (apache#14)

[Meta Schedule] Add customizable search space to PostOrderApply. (apache#16)

Fix cooperative fetching (apache#17)

Fixes for codegen (apache#18)

[Hotfix] A unittest (apache#19)

Fix for GRP sketch gen (apache#21)

Add threadIdx filtering in Multi-Level-Tiling and Verify-GPU-Code (apache#20)

[BugFix][TIR] Fix cross-thread reduction when single reduction loop with predicate (apache#10016) (apache#22)

[MemHammer][Refactor] Code Review (apache#15)

[Meta Schedule] Add Winograd Test for Customizable Search Space (apache#24)

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]>
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