Module efficiency 

Efficiency & Cost Tracking Module (ENT-008 through ENT-012)

Provides compute device abstraction, energy/cost metrics, model paradigm classification, platform efficiency tracking, and cost-performance benchmarking.

Components

• device - Compute device abstraction (CPU, GPU, TPU, Apple Silicon)
• paradigm - Model paradigm classification (ML, DL, FineTuning, etc.)
• metrics - Energy and cost metrics tracking
• platform - Platform efficiency (server vs edge)
• benchmark - Cost-performance benchmarking with Pareto analysis

Re-exports

pub use benchmark::BenchmarkEntry;

pub use benchmark::BenchmarkStatistics;

pub use benchmark::CostPerformanceBenchmark;

pub use device::AppleSiliconInfo;

pub use device::ComputeDevice;

pub use device::CpuInfo;

pub use device::GpuInfo;

pub use device::SimdCapability;

pub use device::TpuInfo;

pub use metrics::pricing;

pub use metrics::CostMetrics;

pub use metrics::EfficiencyMetrics;

pub use metrics::EnergyMetrics;

pub use paradigm::FineTuneMethod;

pub use paradigm::ModelParadigm;

pub use platform::BudgetViolation;

pub use platform::EdgeEfficiency;

pub use platform::PlatformEfficiency;

pub use platform::ServerEfficiency;

pub use platform::WasmBudget;

Modules

benchmark

Cost-Performance Benchmarking (ENT-011)

device

Compute Device Abstraction (ENT-008)

metrics

Energy and Cost Metrics (ENT-009)

paradigm

Model Paradigm Classification (ENT-010)

platform

Platform Efficiency (ENT-012)