zxybazh commented on PR #11486:
URL: https://github.com/apache/tvm/pull/11486#issuecomment-1152866631
Updated the timers to make sure we cover all the parts under task scheduler,
without overlapping or missing parts (except minor parts like O(1) level
operation). Current table looks like the following one (using dataframe &
tabulate).
```
+----+-------------------------------------------------------------------------------+-----------------+
| | Name
| TimeCost(Min) |
|----+-------------------------------------------------------------------------------+-----------------|
| 11 | EvolutionarySearchNode::NotifyRunnerResults
| 1.09333e-07 |
| 13 | GradientBased::GradientCalculation
| 1.68533e-07 |
| 27 | GradientBasedNode::JoinRunningTask
| 2.67667e-07 |
| 5 | EvolutionarySearchNode::State::PickBestFromDatabase
| 2.78533e-07 |
| 15 | JSONDatabaseNode::HasWorkload
| 8.60367e-07 |
| 20 | JSONDatabaseNode::GetTopK
| 9.2985e-07 |
| 32 | TuneContextNode::_SendToRunner
| 1.01758e-06 |
| 19 | TuneContextNode::_SendToBuilder
| 1.98973e-06 |
| 18 | EvolutionarySearchNode::State::PickBestFromDatabase::ApplyPostProcs
| 1.27156e-05 |
| 7 | PyRunnerFutureNode::Result
| 2.03548e-05 |
| 36 | EvolutionarySearchNode::State::GenerateMeasureCandidates
| 2.37273e-05 |
| 8 | RemoveBuildArtifactNode::Apply
| 3.77088e-05 |
| 0 | ApplyHistoryBestNode::Query
| 5.09462e-05 |
| 6 | TaskSchedulerNode::Tune
| 5.84982e-05 |
| 24 | GradientBasedNode::TuningStatistics
| 9.66866e-05 |
| 30 | EchoStatisticsNode::Apply
| 0.000178363 |
| 31 | EvolutionarySearchNode::PostTuning
| 0.000304334 |
| 23 | TuneContextNode::Initialize
| 0.000716826 |
| 28 | JSONDatabaseNode::CommitWorkload
| 0.00073313 |
| 4 | PyCostModelNode::Save
| 0.000864831 |
| 3 | PyCostModelNode::Predict
| 0.000907736 |
| 9 | EvolutionarySearchNode::State::PickWithEpsGreedy
| 0.000951621 |
| 14 | TuneContextNode::_ClearMeasureState
| 0.00118936 |
| 22 | TaskSchedulerNode::InitializeTask
| 0.00155487 |
| 35 | PostOrderApplyNode::GenerateDesignSpace
| 0.00172804 |
| 34 | PerStoreFeatureNode::ExtractFrom
| 0.00301362 |
| 1 | JSONDatabaseNode::CommitTuningRecord
| 0.00362623 |
| 26 | AddToDatabaseNode::Apply
| 0.00371405 |
| 21 | EvolutionarySearchNode::AssembleCandidates
| 0.00616255 |
| 10 | EvolutionarySearchNode::PredictNormalizedScore
| 0.00617349 |
| 33 | PyCostModelNode::Update
| 0.0346064 |
| 25 | UpdateCostModelNode::Apply
| 0.0346072 |
| 16 | EvolutionarySearchNode::PreTuning
| 0.0350402 |
| 29 | PyRunner::Run
| 0.0763377 |
| 2 | EvolutionarySearchNode::State::SampleInitPopulation
| 0.358492 |
| 12 | PyBuilderNode::Build
| 0.369279 |
| 17 | EvolutionarySearchNode::State::EvolveWithCostModel
| 1.23361 |
| 37 |
EvolutionarySearchNode::State::EvolveWithCostModel::FindCandidatesViaMutation |
3.19194 |
+----+-------------------------------------------------------------------------------+-----------------+
```
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