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80 lines
1.7 KiB
Go

// Copyright (C) 2019-2025, Lux Industries, Inc. All rights reserved.
// See the file LICENSE for licensing terms.
package sampler
import (
"errors"
"math"
"time"
"github.com/luxfi/timer/mockable"
safemath "github.com/luxfi/math"
)
var (
errNoValidWeightedSamplers = errors.New("no valid weighted samplers found")
_ Weighted = (*weightedBest)(nil)
)
// Sampling is performed by using another implementation of the Weighted
// interface.
//
// Initialization attempts to find the best sampling algorithm given the dataset
// by performing a benchmark of the provided implementations.
type weightedBest struct {
Weighted
samplers []Weighted
benchmarkIterations int
clock mockable.Clock
}
func (s *weightedBest) Initialize(weights []uint64) error {
totalWeight := uint64(0)
for _, weight := range weights {
newWeight, err := safemath.Add64(totalWeight, weight)
if err != nil {
return err
}
totalWeight = newWeight
}
samples := []uint64(nil)
if totalWeight > 0 {
samples = make([]uint64, s.benchmarkIterations)
for i := range samples {
samples[i] = globalRNG.Uint64Inclusive(totalWeight - 1)
}
}
s.Weighted = nil
bestDuration := time.Duration(math.MaxInt64)
samplerLoop:
for _, sampler := range s.samplers {
if err := sampler.Initialize(weights); err != nil {
continue
}
start := s.clock.Time()
for _, sample := range samples {
if _, ok := sampler.Sample(sample); !ok {
continue samplerLoop
}
}
end := s.clock.Time()
duration := end.Sub(start)
if duration < bestDuration {
bestDuration = duration
s.Weighted = sampler
}
}
if s.Weighted == nil {
return errNoValidWeightedSamplers
}
return nil
}