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Module workload_characterization

Module workload_characterization 

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Workload Characterization System (PMAT-035)

Automatic workload classification based on runtime metrics.

§Features

  • Feature extraction from workload metrics
  • Workload classification (GEMM, Bandwidth, Attention, etc.)
  • Similarity computation between workloads
  • Backend recommendation based on classification

§Falsification Criteria (F1271-F1280)

See tests/workload_characterization_f1271.rs for falsification tests.

Structs§

ClassificationResult
Classification result
WorkloadCharacterizer
Workload characterization system
WorkloadFeatures
Workload feature vector

Enums§

RecommendedBackend
Recommended compute backend
WorkloadCategory
Known workload categories