math-optim/algo/algo.go

// Copyright 2022 wanderer <a_mirre at utb dot cz>
// SPDX-License-Identifier: GPL-3.0-or-later

package algo

import (
	"sync"

	"git.dotya.ml/wanderer/math-optim/bench"
	"git.dotya.ml/wanderer/math-optim/stats"
)

// Values type is just a fancy named []float64 that will allow us to define
// methods over it.
type Values []float64

var plotWg sync.WaitGroup

// DoRandomSearch executes a search using the 'Random search' method.
func DoRandomSearch(wg *sync.WaitGroup) {
	defer wg.Done()

	printRandomSearch("starting...")

	// funcCount is the number of bench functions available.
	funcCount := len(bench.Functions)
	// stats for the current algo (RandomSearch).
	algoStats := make([][]stats.Stats, funcCount)
	// ch serves as a way to get the actual computed output.
	ch := make(chan []stats.Stats, funcCount)

	for i := range algoStats {
		// ng y'all.
		go RandomSearchNG(10000, 30, []int{5, 10, 20}, bench.FuncNames[i], ch)
	}

	// get results.
	for i := range algoStats {
		s := <-ch

		algoStats[i] = s
	}

	for i := range algoStats {
		plotWg.Add(1)

		go plotAllDims(algoStats[i], "plot", ".svg", &plotWg)
	}

	stats.PrintStatisticTable(algoStats)

	plotWg.Wait()
}

// DoStochasticHillClimbing performs a search using the 'Stochastic Hill
// Climbing' method.
func DoStochasticHillClimbing(wg *sync.WaitGroup) {
	defer wg.Done()

	printSHC("starting...")

	// funcCount is the number of bench functions available.
	funcCount := len(bench.Functions)
	// stats for the current algo (StochasticHillClimber).
	algoStats := make([][]stats.Stats, funcCount)
	// ch serves as a way to get the actual computed output.
	ch := make(chan []stats.Stats, funcCount)

	for i := range algoStats {
		go HillClimb(10000, 30, []int{5, 10, 20}, bench.FuncNames[i], ch)
	}

	// get results.
	for i := range algoStats {
		s := <-ch

		algoStats[i] = s
	}

	for _, algoStat := range algoStats {
		plotWg.Add(1)

		go plotAllDims(algoStat, "plot", ".svg", &plotWg)
	}

	stats.PrintStatisticTable(algoStats)

	plotWg.Wait()
}

func newValues() *Values {
	var v Values
	return &v
}