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Golang Particle Swarm Optimization runner for FreeFEM
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package main | |
import ( | |
"bytes" | |
"context" | |
"fmt" | |
"log" | |
"math" | |
"math/rand" | |
"os" | |
"os/exec" | |
"os/signal" | |
"strconv" | |
"strings" | |
"sync" | |
"sync/atomic" | |
"syscall" | |
"time" | |
) | |
const DIMENSIONS = 2 | |
const SIGMA0 = 1 | |
type Position [DIMENSIONS]float64 | |
type Velocity [DIMENSIONS]float64 | |
type Minimum struct { | |
Lock sync.Mutex | |
Position | |
Value float64 | |
} | |
type Particle struct { | |
Lock sync.Mutex | |
Position | |
Velocity | |
Minimum | |
} | |
type PSOParameters struct { | |
LowerLimits [DIMENSIONS]float64 | |
UpperLimits [DIMENSIONS]float64 | |
ParticlesAmount int | |
EpochsAmount int | |
W float64 | |
C1 float64 | |
C2 float64 | |
counter uint64 | |
} | |
type PSORuntime struct { | |
Minimum | |
Particles []Particle | |
} | |
func main() { | |
args := os.Args | |
ctx := context.Background() | |
ctx = context.WithValue(ctx, "file", args[1]) | |
signals := make(chan os.Signal, 1) | |
signal.Notify(signals, syscall.SIGINT, syscall.SIGTERM) | |
go func() { | |
<-signals | |
os.Exit(0) | |
}() | |
rand.Seed(time.Now().Unix()) | |
ParticleSwarmOptimization(ctx, PSOParameters{ | |
EpochsAmount: 50, | |
ParticlesAmount: 25, | |
W: 0.4, | |
C1: 1, | |
C2: 1.5, | |
LowerLimits: [DIMENSIONS]float64{1e4 * SIGMA0, 1e6 * SIGMA0}, | |
UpperLimits: [DIMENSIONS]float64{9e6 * SIGMA0, 5.9e7 * SIGMA0}, | |
}, 16) | |
} | |
func (r *PSORuntime) Update(ctx context.Context, p *Particle, psp *PSOParameters, limiter chan interface{}) { | |
<-limiter | |
p.Lock.Lock() | |
defer p.Lock.Unlock() | |
d1 := rand.Float64() | |
d2 := rand.Float64() | |
r.Minimum.Lock.Lock() | |
for j := 0; j < DIMENSIONS; j++ { | |
p.Velocity[j] = psp.W*p.Velocity[j] + psp.C1*d1*(p.Minimum.Position[j]) + psp.C2*d2*(r.Minimum.Position[j]-p.Position[j]) | |
p.Position[j] += p.Velocity[j] | |
} | |
r.Minimum.Lock.Unlock() | |
J := CalculateFunctional(ctx, ctx.Value("file").(string), p) | |
atomic.AddUint64(&psp.counter, 1) | |
if J < p.Minimum.Value { | |
copy(p.Minimum.Position[:], p.Position[:]) | |
p.Minimum.Value = J | |
} | |
r.Minimum.Lock.Lock() | |
if J < r.Minimum.Value { | |
copy(r.Minimum.Position[:], p.Position[:]) | |
r.Minimum.Value = J | |
fmt.Println(r.Minimum.Value, r.Minimum.Position) | |
} | |
r.Minimum.Lock.Unlock() | |
limiter <- struct{}{} | |
} | |
func ParticleSwarmOptimization(ctx context.Context, p PSOParameters, concurrency int) { | |
r := PSORuntime{ | |
Minimum: Minimum{Value: math.MaxFloat64}, | |
} | |
limiter := make(chan interface{}, concurrency) | |
r.Particles = make([]Particle, p.ParticlesAmount) | |
for i := 0; i < p.ParticlesAmount; i++ { | |
for j := 0; j < DIMENSIONS; j++ { | |
r.Particles[i].Position[j] = p.LowerLimits[j] + rand.Float64()*(p.UpperLimits[j]-p.LowerLimits[j]) | |
r.Particles[i].Velocity[j] = 0 | |
} | |
r.Particles[i].Minimum.Value = math.MaxFloat64 | |
copy(r.Particles[i].Minimum.Position[:], r.Particles[i].Position[:]) | |
} | |
var wg sync.WaitGroup | |
for e := 0; e < p.EpochsAmount; e++ { | |
for i := 0; i < p.ParticlesAmount; i++ { | |
wg.Add(1) | |
go func(v int) { | |
defer wg.Done() | |
r.Update(ctx, &r.Particles[v], &p, limiter) | |
}(i) | |
} | |
} | |
for i := 0; i < concurrency; i++ { | |
limiter <- struct{}{} | |
} | |
// for _ = range limiter { | |
// limiter <- struct{}{} | |
// } | |
wg.Wait() | |
fmt.Println(r.Minimum.Value, r.Minimum.Position) | |
} | |
func getDimensionsSlice(p *Particle) []string { | |
var result []string | |
for _, d := range p.Position { | |
result = append(result, fmt.Sprintf("%f", d)) | |
} | |
return result | |
} | |
func CalculateFunctional(ctx context.Context, file string, p *Particle) float64 { | |
cmd := exec.CommandContext(ctx, "FreeFem++", append([]string{ | |
file, | |
strconv.Itoa(DIMENSIONS), | |
}, getDimensionsSlice(p)...)...) | |
var out bytes.Buffer | |
cmd.Stdout = &out | |
err := cmd.Run() | |
if err != nil { | |
log.Fatal(err) | |
} | |
output := out.String() | |
lines := strings.Split(output, "\n") | |
var result float64 | |
if result, err = strconv.ParseFloat(lines[len(lines)-1], 64); err != nil { | |
log.Fatal(err) | |
} | |
return result | |
} |
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