[Meta Schedule] Add XGBoost Model & Random Model #519
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python/tvm/meta_schedule/feature_extractor/feature_extractor.py
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Addressed all issues and passed tests. |
[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485) [Meta Schedule][M3c] PostOrderApply (#486) Fix Post Order Apply (#490) [MetaSchedule] Relay Integration (#489) [M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492) Fix replay trace. (#493) [M3c][Meta Schedule] Implement the Replay Func class. (#495) [PR] Test script for meta-schedule task extraction. Interface to load… (#494) [Meta Schedule Refactor] Get child blocks (#500) Read-at && Write-at (#497) [M3c][Meta Schedule] Measure Callbacks (#498) [Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496) [MetaSchedule] Sample-Perfect-Tile (#501) [MetaSchedule] TE Workloads (#502) Co-authored-by: Siyuan Feng <[email protected]> Co-authored-by: Bohan Hou <[email protected]> Co-authored-by: Hongyi Jin <[email protected]> Co-authored-by: Ruihang Lai <[email protected]> Co-authored-by: Junru Shao <[email protected]> Co-authored-by: Wuwei Lin <[email protected]> Co-authored-by: Sunghyun Park <[email protected]> [TensorIR] GetProducer, GetConsumer (#506) [MetaScheduleRefactor] Annotate&Unannotate (#505) * annotate * annotate * lint * test * fix * fix * fix [MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509) Fix sttr func & schedule naming. Fix schedule -> sch. Add feature extractor. Fix init. Add cost model. Remove unused include. [MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499) * wip fix * revoke change to gallery * split postprocessors to separate files * rename attrs * minor * minor tweak on utils.h * refactor disallow-dynamic-loop * refactor verify_gpu_code * succesfully give up refactoring parallelize-vectorize-unroll * python structuring * unittests Co-authored-by: Junru Shao <[email protected]> Fix issues. Fix init. Finish random model part. Finish xgb model. Minor fix. Rebase. Add init. Await refactor of callback. Update a bit on the test case. Move impos. Minor fix. More fixes. Remove unused import. Fix per store feature test. Update model save / load.
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tests/python/unittest/test_meta_schedule_feature_extractor_per_store_feature.py
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I think the PR should be ready for merge. |
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Thank you so much @zxybazh for the heroically hard work! |
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[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485) [Meta Schedule][M3c] PostOrderApply (#486) Fix Post Order Apply (#490) [MetaSchedule] Relay Integration (#489) [M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492) Fix replay trace. (#493) [M3c][Meta Schedule] Implement the Replay Func class. (#495) [PR] Test script for meta-schedule task extraction. Interface to load… (#494) [Meta Schedule Refactor] Get child blocks (#500) Read-at && Write-at (#497) [M3c][Meta Schedule] Measure Callbacks (#498) [Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496) [MetaSchedule] Sample-Perfect-Tile (#501) [MetaSchedule] TE Workloads (#502) [TensorIR] GetProducer, GetConsumer (#506) [MetaScheduleRefactor] Annotate&Unannotate (#505) [MetaSchedule] Multi-Level-Tiling & Auto-Inline (#503) [Tests] Add unittests for auto-inline and multi-level-tiling (#508) [Meta Schedule] Minor Fixes (#507) [MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509) [MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499) [Meta Schedule] Add Helper Function & Minor Modification (#512) [MetaSchedule] Test for Rewrite Parallel-Vectorize-Unroll (#513) [Meta Schedule] Feature Extractor & Cost Model (#510) Blockize & Tensorize (#514) Layout Rewriting: Suggest-Index-Map (#520) [MetaSchedule] Parallel-Vectorize-Unroll & Random-Compute-Location (#516) [Meta Schedule] Per-Store-Feature (#521) Add traced schedule for blockize & tensorize (#526) [Meta Schedule] Add XGBoost Model & Random Model (#519) User-Interface: Tune-TIR (#525) User-Interface: Tune-TE (#527) [Minor] More logging on python (#528) Get CUDA tuning working (#529) [MetaSchedule] TensorRT BYOC (#518) [BugFix] LocalBuilder API (#531) [Meta Schedule] Add Cost Model Update Measure Callback (#530) [Bugfix] BuilderInput with default params (#532) [MetaSchedule] Mutator-Tile-Size, Mutate-Parallel, Mutate-Unroll (#534) [Meta Schedule] Evolutionary Search (#522) [BugFix] Remove duplicated definition of MakeMultinomialSampler (#535) [Meta Schedule] Fix some bugs (#537) Co-authored-by: Siyuan Feng <[email protected]> Co-authored-by: Bohan Hou <[email protected]> Co-authored-by: Hongyi Jin <[email protected]> Co-authored-by: Ruihang Lai <[email protected]> Co-authored-by: Junru Shao <[email protected]> Co-authored-by: Wuwei Lin <[email protected]> Co-authored-by: Sunghyun Park <[email protected]>
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[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485) [Meta Schedule][M3c] PostOrderApply (#486) Fix Post Order Apply (#490) [MetaSchedule] Relay Integration (#489) [M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492) Fix replay trace. (#493) [M3c][Meta Schedule] Implement the Replay Func class. (#495) [PR] Test script for meta-schedule task extraction. Interface to load… (#494) [Meta Schedule Refactor] Get child blocks (#500) Read-at && Write-at (#497) [M3c][Meta Schedule] Measure Callbacks (#498) [Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496) [MetaSchedule] Sample-Perfect-Tile (#501) [MetaSchedule] TE Workloads (#502) [TensorIR] GetProducer, GetConsumer (#506) [MetaScheduleRefactor] Annotate&Unannotate (#505) [MetaSchedule] Multi-Level-Tiling & Auto-Inline (#503) [Tests] Add unittests for auto-inline and multi-level-tiling (#508) [Meta Schedule] Minor Fixes (#507) [MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509) [MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499) [Meta Schedule] Add Helper Function & Minor Modification (#512) [MetaSchedule] Test for Rewrite Parallel-Vectorize-Unroll (#513) [Meta Schedule] Feature Extractor & Cost Model (#510) Blockize & Tensorize (#514) Layout Rewriting: Suggest-Index-Map (#520) [MetaSchedule] Parallel-Vectorize-Unroll & Random-Compute-Location (#516) [Meta Schedule] Per-Store-Feature (#521) Add traced schedule for blockize & tensorize (#526) [Meta Schedule] Add XGBoost Model & Random Model (#519) User-Interface: Tune-TIR (#525) User-Interface: Tune-TE (#527) [Minor] More logging on python (#528) Get CUDA tuning working (#529) [MetaSchedule] TensorRT BYOC (#518) [BugFix] LocalBuilder API (#531) [Meta Schedule] Add Cost Model Update Measure Callback (#530) [Bugfix] BuilderInput with default params (#532) [MetaSchedule] Mutator-Tile-Size, Mutate-Parallel, Mutate-Unroll (#534) [Meta Schedule] Evolutionary Search (#522) [BugFix] Remove duplicated definition of MakeMultinomialSampler (#535) [Meta Schedule] Fix some bugs (#537) Co-authored-by: Siyuan Feng <[email protected]> Co-authored-by: Bohan Hou <[email protected]> Co-authored-by: Hongyi Jin <[email protected]> Co-authored-by: Ruihang Lai <[email protected]> Co-authored-by: Junru Shao <[email protected]> Co-authored-by: Wuwei Lin <[email protected]> Co-authored-by: Sunghyun Park <[email protected]>
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[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485) [Meta Schedule][M3c] PostOrderApply (#486) Fix Post Order Apply (#490) [MetaSchedule] Relay Integration (#489) [M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492) Fix replay trace. (#493) [M3c][Meta Schedule] Implement the Replay Func class. (#495) [PR] Test script for meta-schedule task extraction. Interface to load… (#494) [Meta Schedule Refactor] Get child blocks (#500) Read-at && Write-at (#497) [M3c][Meta Schedule] Measure Callbacks (#498) [Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496) [MetaSchedule] Sample-Perfect-Tile (#501) [MetaSchedule] TE Workloads (#502) [TensorIR] GetProducer, GetConsumer (#506) [MetaScheduleRefactor] Annotate&Unannotate (#505) [MetaSchedule] Multi-Level-Tiling & Auto-Inline (#503) [Tests] Add unittests for auto-inline and multi-level-tiling (#508) [Meta Schedule] Minor Fixes (#507) [MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509) [MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499) [Meta Schedule] Add Helper Function & Minor Modification (#512) [MetaSchedule] Test for Rewrite Parallel-Vectorize-Unroll (#513) [Meta Schedule] Feature Extractor & Cost Model (#510) Blockize & Tensorize (#514) Layout Rewriting: Suggest-Index-Map (#520) [MetaSchedule] Parallel-Vectorize-Unroll & Random-Compute-Location (#516) [Meta Schedule] Per-Store-Feature (#521) Add traced schedule for blockize & tensorize (#526) [Meta Schedule] Add XGBoost Model & Random Model (#519) User-Interface: Tune-TIR (#525) User-Interface: Tune-TE (#527) [Minor] More logging on python (#528) Get CUDA tuning working (#529) [MetaSchedule] TensorRT BYOC (#518) [BugFix] LocalBuilder API (#531) [Meta Schedule] Add Cost Model Update Measure Callback (#530) [Bugfix] BuilderInput with default params (#532) [MetaSchedule] Mutator-Tile-Size, Mutate-Parallel, Mutate-Unroll (#534) [Meta Schedule] Evolutionary Search (#522) [BugFix] Remove duplicated definition of MakeMultinomialSampler (#535) [Meta Schedule] Fix some bugs (#537) Co-authored-by: Siyuan Feng <[email protected]> Co-authored-by: Bohan Hou <[email protected]> Co-authored-by: Hongyi Jin <[email protected]> Co-authored-by: Ruihang Lai <[email protected]> Co-authored-by: Junru Shao <[email protected]> Co-authored-by: Wuwei Lin <[email protected]> Co-authored-by: Sunghyun Park <[email protected]> Co-authored-by: Xiyou Zhou <[email protected]>
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* Squashed commit [Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485) [Meta Schedule][M3c] PostOrderApply (#486) Fix Post Order Apply (#490) [MetaSchedule] Relay Integration (#489) [M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492) Fix replay trace. (#493) [M3c][Meta Schedule] Implement the Replay Func class. (#495) [PR] Test script for meta-schedule task extraction. Interface to load… (#494) [Meta Schedule Refactor] Get child blocks (#500) Read-at && Write-at (#497) [M3c][Meta Schedule] Measure Callbacks (#498) [Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496) [MetaSchedule] Sample-Perfect-Tile (#501) [MetaSchedule] TE Workloads (#502) [TensorIR] GetProducer, GetConsumer (#506) [MetaScheduleRefactor] Annotate&Unannotate (#505) [MetaSchedule] Multi-Level-Tiling & Auto-Inline (#503) [Tests] Add unittests for auto-inline and multi-level-tiling (#508) [Meta Schedule] Minor Fixes (#507) [MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509) [MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499) [Meta Schedule] Add Helper Function & Minor Modification (#512) [MetaSchedule] Test for Rewrite Parallel-Vectorize-Unroll (#513) [Meta Schedule] Feature Extractor & Cost Model (#510) Blockize & Tensorize (#514) Layout Rewriting: Suggest-Index-Map (#520) Co-authored-by: Siyuan Feng <[email protected]> Co-authored-by: Bohan Hou <[email protected]> Co-authored-by: Hongyi Jin <[email protected]> Co-authored-by: Ruihang Lai <[email protected]> Co-authored-by: Junru Shao <[email protected]> Co-authored-by: Wuwei Lin <[email protected]> Co-authored-by: Sunghyun Park <[email protected]> * [MetaSchedule] Parallel-Vectorize-Unroll & Random-Compute-Location (#516) * parallel vectorize unroll & random compute location * rebased * [Meta Schedule] Per-Store-Feature (#521) * [Meta Schedule] Add XGBoost Model & Random Model (#519) * Squashed commit [Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485) [Meta Schedule][M3c] PostOrderApply (#486) Fix Post Order Apply (#490) [MetaSchedule] Relay Integration (#489) [M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492) Fix replay trace. (#493) [M3c][Meta Schedule] Implement the Replay Func class. (#495) [PR] Test script for meta-schedule task extraction. Interface to load… (#494) [Meta Schedule Refactor] Get child blocks (#500) Read-at && Write-at (#497) [M3c][Meta Schedule] Measure Callbacks (#498) [Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496) [MetaSchedule] Sample-Perfect-Tile (#501) [MetaSchedule] TE Workloads (#502) Co-authored-by: Siyuan Feng <[email protected]> Co-authored-by: Bohan Hou <[email protected]> Co-authored-by: Hongyi Jin <[email protected]> Co-authored-by: Ruihang Lai <[email protected]> Co-authored-by: Junru Shao <[email protected]> Co-authored-by: Wuwei Lin <[email protected]> Co-authored-by: Sunghyun Park <[email protected]> [TensorIR] GetProducer, GetConsumer (#506) [MetaScheduleRefactor] Annotate&Unannotate (#505) * annotate * annotate * lint * test * fix * fix * fix [MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509) Fix sttr func & schedule naming. Fix schedule -> sch. Add feature extractor. Fix init. Add cost model. Remove unused include. [MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499) * wip fix * revoke change to gallery * split postprocessors to separate files * rename attrs * minor * minor tweak on utils.h * refactor disallow-dynamic-loop * refactor verify_gpu_code * succesfully give up refactoring parallelize-vectorize-unroll * python structuring * unittests Co-authored-by: Junru Shao <[email protected]> Fix issues. Fix init. Finish random model part. Finish xgb model. Minor fix. Rebase. Add init. Await refactor of callback. Update a bit on the test case. Move impos. Minor fix. More fixes. Remove unused import. Fix per store feature test. Update model save / load. * Fix model save / load with tar. * Fix issues. * Remove dup. Co-authored-by: Junru Shao <[email protected]> * User-Interface: Tune-TIR (#525) * User-Interface: Tune-TIR * fix fix fix * User-Interface: Tune-TE (#527) * fix a lot of issues * Add tune-te * Get CUDA tuning working (#529) * [Meta Schedule] Evolutionary Search (#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 (#485) [Meta Schedule][M3c] PostOrderApply (#486) Fix Post Order Apply (#490) [MetaSchedule] Relay Integration (#489) [M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492) Fix replay trace. (#493) [M3c][Meta Schedule] Implement the Replay Func class. (#495) [PR] Test script for meta-schedule task extraction. Interface to load… (#494) [Meta Schedule Refactor] Get child blocks (#500) Read-at && Write-at (#497) [M3c][Meta Schedule] Measure Callbacks (#498) [Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496) [MetaSchedule] Sample-Perfect-Tile (#501) [MetaSchedule] TE Workloads (#502) Co-authored-by: Siyuan Feng <[email protected]> Co-authored-by: Bohan Hou <[email protected]> Co-authored-by: Hongyi Jin <[email protected]> Co-authored-by: Ruihang Lai <[email protected]> Co-authored-by: Junru Shao <[email protected]> Co-authored-by: Wuwei Lin <[email protected]> Co-authored-by: Sunghyun Park <[email protected]> * [TensorIR] GetProducer, GetConsumer (#506) * [MetaScheduleRefactor] Annotate&Unannotate (#505) * annotate * annotate * lint * test * fix * fix * fix * [MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509) * Blockize & Tensorize (#514) * Blockize & Tensorize * Update tensor intrin * Fix blockized & Recalculate affine flags * Cleanup utils.cc * Add test cases of blockize * Re-enable affine flag checking * Checkpoint. Fix cost model comment. Finish evolutionary seaarch. Remove extra code. Fix compile. Add comments. Add python part. Ad test. Update other files & comments. Fix random seed bug. Minor fix. Fix num-cores. Add docs. Check point. Add max_fail_cnt. Minor fix. Minor fix. Segfault. Fix pointers to trace. Test fix. Remove measure callbacks. Refactor a bit. Split function. Adjust variable name. Minor fixes. Add mutator probs to TuneContext. Add token. Fix loops. Remove include. Add has workload for database. Add check. Add concurrent bitmask. * Fix TuneContext. * Fix haash & stuff. * Modifyy shash. * Remove trace field. * Minor fix. * Fix cbmask. * Fix numbers. Co-authored-by: Junru Shao <[email protected]> Co-authored-by: Siyuan Feng <[email protected]> Co-authored-by: Bohan Hou <[email protected]> Co-authored-by: Hongyi Jin <[email protected]> Co-authored-by: Ruihang Lai <[email protected]> Co-authored-by: Wuwei Lin <[email protected]> Co-authored-by: Sunghyun Park <[email protected]> * [BugFix] Remove duplicated definition of MakeMultinomialSampler (#535) * Tune relay. * [FIX] Simplify during create prim func (#9691) * Further add interface. * Remove unused import * Fix rebase. * Renmove unused module. 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]>
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[Meta Schedule][M3c] Schedule Rules, Mutator & Postprocs (#485) [Meta Schedule][M3c] PostOrderApply (#486) Fix Post Order Apply (#490) [MetaSchedule] Relay Integration (#489) [M3c][Meta Schedule] Add Trace Correctness Test for PostOrderApply (#492) Fix replay trace. (#493) [M3c][Meta Schedule] Implement the Replay Func class. (#495) [PR] Test script for meta-schedule task extraction. Interface to load… (#494) [Meta Schedule Refactor] Get child blocks (#500) Read-at && Write-at (#497) [M3c][Meta Schedule] Measure Callbacks (#498) [Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass (#496) [MetaSchedule] Sample-Perfect-Tile (#501) [MetaSchedule] TE Workloads (#502) [TensorIR] GetProducer, GetConsumer (#506) [MetaScheduleRefactor] Annotate&Unannotate (#505) [MetaSchedule] Multi-Level-Tiling & Auto-Inline (#503) [Tests] Add unittests for auto-inline and multi-level-tiling (#508) [Meta Schedule] Minor Fixes (#507) [MetaSchedule] Rewrite Cooperative-Fetching / Unbound-Block / Reduction-Block (#509) [MetaSchedule] Rewrite Parallel-Vectorize-Unroll / Verify-GPU / Disallow-Dynamic-Loops (#499) [Meta Schedule] Add Helper Function & Minor Modification (#512) [MetaSchedule] Test for Rewrite Parallel-Vectorize-Unroll (#513) [Meta Schedule] Feature Extractor & Cost Model (#510) Blockize & Tensorize (#514) Layout Rewriting: Suggest-Index-Map (#520) [MetaSchedule] Parallel-Vectorize-Unroll & Random-Compute-Location (#516) [Meta Schedule] Per-Store-Feature (#521) Add traced schedule for blockize & tensorize (#526) [Meta Schedule] Add XGBoost Model & Random Model (#519) User-Interface: Tune-TIR (#525) User-Interface: Tune-TE (#527) [Minor] More logging on python (#528) Get CUDA tuning working (#529) [MetaSchedule] TensorRT BYOC (#518) [BugFix] LocalBuilder API (#531) [Meta Schedule] Add Cost Model Update Measure Callback (#530) [Bugfix] BuilderInput with default params (#532) [MetaSchedule] Mutator-Tile-Size, Mutate-Parallel, Mutate-Unroll (#534) [Meta Schedule] Evolutionary Search (#522) [BugFix] Remove duplicated definition of MakeMultinomialSampler (#535) [Meta Schedule] Fix some bugs (#537) Initiate Experiments for CPU Performance Alignment with Ansor (#538) [Meta Schedule] Tweak experiment scripts (#539) [Meta Schedule] Initiate experiments on CUDA (#540) [TIR][Schedule] Buffer transform (#523) Auto Tensor Core (#524) Working on Evo Search (#542) [Meta Schedule] Add Replay Tuning Interface (#543) Evolutionary Search on CPU (#544) Misc improvement over the error message (#545) [TIR][Schedule] Software pipelining (#533) [Meta Schedule Refactor] fixing unit tests (#547) [MetaSchedule] Mutator-Compute-Location (#548) Misc Improvement of Evolutionary Search (#549) Hotfix for software pipeline (#552) Misc Improvement (#550) [Cherry-Pick][TensorIR] Primitive "SetScope" (#9738) (#555) Rule RFactor (#551) [MemHammer] Rewrite Rules (#554) [MetaSchedule] Schedule Rule: Cross-Thread Reduction (#556) [MetaSchedule] Performance Alignment - NRM and SFM (CUDA) (#559) [MetaSchedule] Perf Alignment - NRM on CUDA (#560) [TIR] Reorder the block iters of the blocks generated by RFactor (#561) 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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Implemented XGBoost model and random model, also included random feature extractor for testing usage. Random model tests added, still working on the tests for xgboost model.