Optimizer interface and sample implementation (#19)
Reviewed-on: Rubydragon/MetagraphOptimization.jl#19 Co-authored-by: Anton Reinhard <anton.reinhard@proton.me> Co-committed-by: Anton Reinhard <anton.reinhard@proton.me>
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@ -29,9 +29,21 @@ function -(cost1::CDCost, cost2::CDCost)::CDCost
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return (data = d, computeEffort = ce, computeIntensity = ce / d)::CDCost
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end
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function isless(cost1::CDCost, cost2::CDCost)::Bool
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return cost1.data + cost1.computeEffort < cost2.data + cost2.computeEffort
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end
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function zero(type::Type{CDCost})
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return (data = 0.0, computeEffort = 00.0, computeIntensity = 0.0)::CDCost
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end
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function typemax(type::Type{CDCost})
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return (data = Inf, computeEffort = Inf, computeIntensity = 0.0)::CDCost
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end
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struct GlobalMetricEstimator <: AbstractEstimator end
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function cost_type(estimator::GlobalMetricEstimator)
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function cost_type(estimator::GlobalMetricEstimator)::Type{CDCost}
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return CDCost
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end
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@ -51,15 +63,15 @@ end
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function operation_effect(estimator::GlobalMetricEstimator, graph::DAG, operation::NodeReduction)
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s = length(operation.input) - 1
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return (
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data = s * -data(operation.input[1].task),
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computeEffort = s * -compute_effort(operation.input[1].task),
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data = s * -data(task(operation.input[1])),
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computeEffort = s * -compute_effort(task(operation.input[1])),
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computeIntensity = typeof(operation.input) <: DataTaskNode ? 0.0 : Inf,
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)::CDCost
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end
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function operation_effect(estimator::GlobalMetricEstimator, graph::DAG, operation::NodeSplit)
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s = length(operation.input.parents) - 1
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d = s * data(operation.input.task)
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ce = s * compute_effort(operation.input.task)
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s::Float64 = length(parents(operation.input)) - 1
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d::Float64 = s * data(task(operation.input))
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ce::Float64 = s * compute_effort(task(operation.input))
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return (data = d, computeEffort = ce, computeIntensity = ce / d)::CDCost
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end
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@ -20,7 +20,7 @@ function cost_type end
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"""
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graph_cost(estimator::AbstractEstimator, graph::DAG)
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Get the total estimated cost of the graph. The cost's data type can be chosen by the implementation, but should have usable comparison operators (<, <=, >, >=, ==) and basic math operators (+, -, *, /).
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Get the total estimated cost of the graph. The cost's data type can be chosen by the implementation, but must have a usable lessthan comparison operator (<), basic math operators (+, -) and an implementation of `zero()` and `typemax()`.
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"""
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function graph_cost end
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