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UtilizationLossScenario

Data scenarios · Implementation: mlsysim/engine/scenario_definitions/data.py.

Construct this scenario with keyword inputs. The fields below show the types and defaults declared by this class.

fleet’s accelerators billed at device_hour_rate while utilization falls.

Notes

Equation: Compose mlsysim.solvers.UtilizationLossModel.

Assumptions: The stated fields are inputs to mlsysim.solvers.UtilizationLossModel; its documented validity regime, units, and modeling choices apply unchanged.

Excludes: This scenario adds no measurement, empirical calibration, or mechanisms beyond mlsysim.solvers.UtilizationLossModel.

References

Derivation: this scenario binds its input fields to the referenced implementation contracts: mlsysim.solvers.UtilizationLossModel. The methods below identify any additional arithmetic.

Examples

>>> from mlsysim import Scenarios
>>> case = Scenarios.InputStallIdleCost1K
>>> type(case.result).__name__
'UtilizationLossResult'

Attributes

Name Description
degraded_utilization
device_hour_rate
duration
fleet
healthy_utilization
result Evaluate this scenario through mlsysim.solvers.UtilizationLossModel.solve. Equation:

fleet

Type: Fleet.

Declared default: required.

device_hour_rate

Type: Quantity.

Declared default: required.

healthy_utilization

Type: float.

Declared default: required.

degraded_utilization

Type: float.

Declared default: required.

duration

Type: Quantity.

Declared default: required.

result

engine.scenario_types.UtilizationLossScenario.result

Evaluate this scenario through mlsysim.solvers.UtilizationLossModel.solve. Equation: pass the stated fields to that implementation; its contract defines the calculation and feasibility tests. Units: each returned field follows the referenced result schema; no independent equation is evaluated by this wrapper.

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