go: improve plotting for GAs
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* handle special cases * extend title, description * set custom x axis description
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@ -155,6 +155,9 @@ func (j *JDE) Run() {
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Dimens: dim,
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Dimens: dim,
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Iterations: j.BenchMinIters,
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Iterations: j.BenchMinIters,
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Generations: maxFES,
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Generations: maxFES,
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NP: j.NP,
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F: j.F,
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CR: j.CR,
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}
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}
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funcStats := &stats.FuncStats{BenchName: j.BenchName}
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funcStats := &stats.FuncStats{BenchName: j.BenchName}
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dimXMean := &stats.BenchMean{
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dimXMean := &stats.BenchMean{
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26
algo/plot.go
26
algo/plot.go
@ -6,6 +6,7 @@ package algo
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import (
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import (
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"fmt"
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"fmt"
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"log"
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"log"
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"strconv"
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"strings"
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"strings"
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"sync"
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"sync"
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"time"
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"time"
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@ -23,7 +24,7 @@ import (
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const (
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const (
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preferredFont = "Mono"
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preferredFont = "Mono"
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titlePreferredFont = "Sans"
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titlePreferredFont = "Sans"
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yAxisLabel = "CF value"
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yAxisLabel = "f(x)"
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xAxisLabel = "Generations"
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xAxisLabel = "Generations"
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)
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)
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@ -246,6 +247,14 @@ func plotAllDims(algoStats []stats.Stats, fPrefix, fExt string, ch chan report.P
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s.Generations,
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s.Generations,
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s.Iterations,
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s.Iterations,
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)
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)
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// For differential evolution, add params to title.
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if strings.Contains(s.Algo, "DE") {
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p.Title.Text += fmt.Sprintf(",\nNP: %d, F: ", s.NP) +
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strconv.FormatFloat(s.F, 'f', -1, 64) + ", CR: " +
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strconv.FormatFloat(s.CR, 'f', -1, 64)
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}
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// this is latex-rendered.
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// this is latex-rendered.
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pic.Caption = strings.ReplaceAll(p.Title.Text, " ", "~")
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pic.Caption = strings.ReplaceAll(p.Title.Text, " ", "~")
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@ -254,7 +263,12 @@ func plotAllDims(algoStats []stats.Stats, fPrefix, fExt string, ch chan report.P
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pL.Bench = s.BenchFuncStats[0].BenchName
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pL.Bench = s.BenchFuncStats[0].BenchName
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pLMean.Bench = s.BenchFuncStats[0].BenchName
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pLMean.Bench = s.BenchFuncStats[0].BenchName
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if strings.Contains(s.Algo, "DE") {
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p.X.Label.Text = "FES"
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} else {
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p.X.Label.Text = xAxisLabel
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p.X.Label.Text = xAxisLabel
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}
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p.X.Label.TextStyle.Font.Variant = preferredFont
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p.X.Label.TextStyle.Font.Variant = preferredFont
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p.X.Label.TextStyle.Font.Weight = 1 // Medium
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p.X.Label.TextStyle.Font.Weight = 1 // Medium
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p.X.Tick.Label.Font.Variant = preferredFont
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p.X.Tick.Label.Font.Variant = preferredFont
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@ -350,11 +364,15 @@ func plotAllDims(algoStats []stats.Stats, fPrefix, fExt string, ch chan report.P
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filename, fExt, elapsed,
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filename, fExt, elapsed,
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)
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)
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// TODO(me): rework this.
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switch {
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if s.Algo == "Random Search" {
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case s.Algo == "Random Search":
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printRandomSearch(info)
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printRandomSearch(info)
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} else {
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case strings.Contains(s.Algo, "Stochastic Hill Climbing"):
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printSHC(info)
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printSHC(info)
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default:
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log.Println(info)
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}
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}
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// Save the plot to a file using the above-constructed 'filename'.
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// Save the plot to a file using the above-constructed 'filename'.
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@ -67,6 +67,13 @@ type Stats struct {
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// comparing than algo generations, which can vary based on the type of
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// comparing than algo generations, which can vary based on the type of
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// algo, number of neighbours, etc..
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// algo, number of neighbours, etc..
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Generations int
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Generations int
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// NP is the initial population size, disable with 0. Only applicable to
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// GAs (see algo/de for more details).
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NP int
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// F is the mutation factor, disable with 0. Only applicable to GAs.
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F float64
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// CR is the crossover probability, disable with 0. Only applicable to GAs.
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CR float64
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}
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}
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// Len implements the sort.Interface.
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// Len implements the sort.Interface.
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