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[MetaSchedule] TensorRT BYOC #518
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@@ -36,12 +36,15 @@ class BuilderInput(Object): | |||
The IRModule to be built. | |||
target : Target | |||
The target to be built for. | |||
params: dict |
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params: dict | |
params: Optional[Dict[str, NDArray]] |
|
||
def __init__(self, mod: IRModule, target: Target) -> None: | ||
def __init__(self, mod: IRModule, target: Target, params: dict) -> None: |
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def __init__(self, mod: IRModule, target: Target, params: dict) -> None: | |
def __init__(self, mod: IRModule, target: Target, params: Optional[Dict[str, NDArray]] = None) -> None: |
params: dict | ||
The parameters for Relay build module |
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ditto
@@ -134,6 +134,7 @@ def build(self, build_inputs: List[BuilderInput]) -> List[BuilderResult]: | |||
self.f_export, | |||
build_input.mod, | |||
build_input.target, | |||
save_param_dict(build_input.params), |
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I'm not sure but looks like we need to check nullability?
def _serialize_params(params: Optional[Dict[str, NDArray]]) -> Optional[bytearray]:
if params is None:
return None
return save_param_dict(params)
def _deserialize_params(params: Optional[bytearray]) -> Optional[Dict[str, NDArray]]:
if params is None:
return None
return load_param_dict(params)
@@ -172,6 +173,7 @@ def _worker_func( | |||
_f_export: Union[None, str, T_EXPORT], | |||
mod: IRModule, | |||
target: Target, | |||
params: dict, |
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params: dict, | |
params: Optional[bytearray], |
with tvm.transform.PassContext( | ||
opt_level=3, config={"relay.ext.tensorrt.options": config} | ||
): | ||
# @Sung: Weird. Cannot pass keyword arg |
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The reason that we cannot use kwargs is that register_func
accidentally converts a python function to TVM's PackedFunc (you may inspect the type using print(type(_build_module_no_factory))
), which doesn't support kwargs. I will submit a workaround for this
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Gotcha. Will remove this comment and submit the updated PR.
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Extend meta-schedule builder to allow graph-level execution Code review for BYOC-TensorRT in meta schedule Reflect comments on PR#518
Thanks @sunggg! |
[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 <Hzfengsy@sjtu.edu.cn> Co-authored-by: Bohan Hou <32121147+spectrometerHBH@users.noreply.github.com> Co-authored-by: Hongyi Jin <3231950289@qq.com> Co-authored-by: Ruihang Lai <lairuihangdongdong@qq.com> Co-authored-by: Junru Shao <junrushao1994@gmail.com> Co-authored-by: Wuwei Lin <wuwei@apache.org> Co-authored-by: Sunghyun Park <49998730+sunggg@users.noreply.github.com>
[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 <Hzfengsy@sjtu.edu.cn> Co-authored-by: Bohan Hou <32121147+spectrometerHBH@users.noreply.github.com> Co-authored-by: Hongyi Jin <3231950289@qq.com> Co-authored-by: Ruihang Lai <lairuihangdongdong@qq.com> Co-authored-by: Junru Shao <junrushao1994@gmail.com> Co-authored-by: Wuwei Lin <wuwei@apache.org> Co-authored-by: Sunghyun Park <49998730+sunggg@users.noreply.github.com>
[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 <Hzfengsy@sjtu.edu.cn> Co-authored-by: Bohan Hou <32121147+spectrometerHBH@users.noreply.github.com> Co-authored-by: Hongyi Jin <3231950289@qq.com> Co-authored-by: Ruihang Lai <lairuihangdongdong@qq.com> Co-authored-by: Junru Shao <junrushao1994@gmail.com> Co-authored-by: Wuwei Lin <wuwei@apache.org> Co-authored-by: Sunghyun Park <49998730+sunggg@users.noreply.github.com> Co-authored-by: Xiyou Zhou <xiyou@octoml.ai>
[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 <Hzfengsy@sjtu.edu.cn> Co-authored-by: Bohan Hou <32121147+spectrometerHBH@users.noreply.github.com> Co-authored-by: Hongyi Jin <3231950289@qq.com> Co-authored-by: Ruihang Lai <lairuihangdongdong@qq.com> Co-authored-by: Junru Shao <junrushao1994@gmail.com> Co-authored-by: Wuwei Lin <wuwei@apache.org> Co-authored-by: Sunghyun Park <49998730+sunggg@users.noreply.github.com> Co-authored-by: Xiyou Zhou <xiyou@octoml.ai>
Enable TensorRT with meta schedule builder and runner.
Extended
BuilderInput
andRunnerInput
to support graph-level execution by passingparams
.Include test case for the sanity check.