Golang plt.SetForEps函數代碼示例

func Test_dist_frechet_02(tst *testing.T) {

	//verbose()
	chk.PrintTitle("dist_frechet_02")

	doplot := chk.Verbose
	if doplot {
		plt.SetForEps(1.5, 300)
		l := 0.0                // location
		C := []float64{1, 2.0}  // scale
		A := []float64{1, 2, 3} // shape
		for _, c := range C {
			for _, a := range A {
				plot_frechet(l, c, a, 0, 4)
			}
		}
		plt.SaveD("/tmp/gosl", "rnd_dist_frechet_02a.eps")
		plt.SetForEps(1.5, 300)
		l = 0.5                // location
		C = []float64{1, 2.0}  // scale
		A = []float64{1, 2, 3} // shape
		for _, c := range C {
			for _, a := range A {
				plot_frechet(l, c, a, 0, 4)
			}
		}
		plt.SaveD("/tmp/gosl", "rnd_dist_frechet_02b.eps")
	}
}

// PlotTwoNurbs plots two NURBS for comparison
func PlotTwoNurbs(dirout, fn string, b, c *Nurbs, npts int, ids bool, extra func()) {
	plt.Reset()
	if io.FnExt(fn) == ".eps" {
		plt.SetForEps(1.5, 500)
	} else {
		plt.SetForPng(1.5, 500, 150)
	}

	plt.Subplot(3, 1, 1)
	b.DrawCtrl2d(ids, "", "")
	b.DrawElems2d(npts, ids, "", "")
	if extra != nil {
		extra()
	}
	plt.Equal()

	plt.Subplot(3, 1, 2)
	c.DrawCtrl2d(ids, "", "")
	c.DrawElems2d(npts, ids, "", "")
	plt.Equal()

	plt.Subplot(3, 1, 3)
	b.DrawElems2d(npts, ids, ", lw=3", "")
	c.DrawElems2d(npts, ids, ", color='red', marker='+', markevery=10", "color='green', size=7, va='bottom'")
	plt.Equal()

	plt.SaveD(dirout, fn)
}

func Test_data3d(tst *testing.T) {

	// data
	prob := "CF9"
	dat := PFdata(prob)
	X := utl.DblsGetColumn(0, dat)
	Y := utl.DblsGetColumn(1, dat)
	Z := utl.DblsGetColumn(2, dat)

	// figure
	plt.SetForEps(1.0, 400)
	plt.Plot3dPoints(X, Y, Z, "s=0.05, color='r', facecolor='r', edgecolor='r', xlbl='$f_1$', ylbl='$f_2$', zlbl='$f_3$'")
	plt.AxisRange3d(0, 1, 0, 1, 0, 1)
	plt.Camera(10, -135, "")
	//plt.Camera(10, 45, "")
	plt.SaveD("/tmp/goga", io.Sf("cec09-%s.eps", prob))

	// interactive
	if false {
		r := 0.005
		scn := vtk.NewScene()
		P := vtk.Spheres{X: X, Y: Y, Z: Z, R: utl.DblVals(len(X), r), Color: []float64{1, 0, 0, 1}}
		P.AddTo(scn)
		scn.Run()
	}
}

// PlotTwoVarsContour plots contour for two variables problem. len(x) == 2
//  Input
//   dirout  -- directory to save files
//   fnkey   -- file name key for eps figure
//   x       -- solution. can be <nil>
//   np      -- number of points for contour
//   extra   -- called just before saving figure
//   axequal -- axis.equal
//   vmin    -- min 0 values
//   vmax    -- max 1 values
//   f       -- function to plot filled contour. can be <nil>
//   gs      -- functions to plot contour @ level 0. can be <nil>
func PlotTwoVarsContour(dirout, fnkey string, x []float64, np int, extra func(), axequal bool,
	vmin, vmax []float64, f TwoVarsFunc_t, gs ...TwoVarsFunc_t) {
	if fnkey == "" {
		return
	}
	chk.IntAssert(len(vmin), 2)
	chk.IntAssert(len(vmax), 2)
	V0, V1 := utl.MeshGrid2D(vmin[0], vmax[0], vmin[1], vmax[1], np, np)
	var Zf [][]float64
	var Zg [][][]float64
	if f != nil {
		Zf = la.MatAlloc(np, np)
	}
	if len(gs) > 0 {
		Zg = utl.Deep3alloc(len(gs), np, np)
	}
	xtmp := make([]float64, 2)
	for i := 0; i < np; i++ {
		for j := 0; j < np; j++ {
			xtmp[0], xtmp[1] = V0[i][j], V1[i][j]
			if f != nil {
				Zf[i][j] = f(xtmp)
			}
			for k, g := range gs {
				Zg[k][i][j] = g(xtmp)
			}
		}
	}
	plt.Reset()
	plt.SetForEps(0.8, 350)
	if f != nil {
		cmapidx := 0
		plt.Contour(V0, V1, Zf, io.Sf("fsz=7, cmapidx=%d", cmapidx))
	}
	for k, _ := range gs {
		plt.ContourSimple(V0, V1, Zg[k], false, 8, "zorder=5, levels=[0], colors=['yellow'], linewidths=[2], clip_on=0")
	}
	if x != nil {
		plt.PlotOne(x[0], x[1], "'r*', label='optimum', zorder=10")
	}
	if extra != nil {
		extra()
	}
	if dirout == "" {
		dirout = "."
	}
	plt.Cross("clr='grey'")
	plt.SetXnticks(11)
	plt.SetYnticks(11)
	if axequal {
		plt.Equal()
	}
	plt.AxisRange(vmin[0], vmax[0], vmin[1], vmax[1])
	args := "leg_out='1', leg_ncol=4, leg_hlen=1.5"
	plt.Gll("$x_0$", "$x_1$", args)
	plt.SaveD(dirout, fnkey+".eps")
}

func main() {

	// GA parameters
	C := goga.ReadConfParams("tsp-simple.json")
	rnd.Init(C.Seed)

	// location / coordinates of stations
	locations := [][]float64{
		{60, 200}, {180, 200}, {80, 180}, {140, 180}, {20, 160}, {100, 160}, {200, 160},
		{140, 140}, {40, 120}, {100, 120}, {180, 100}, {60, 80}, {120, 80}, {180, 60},
		{20, 40}, {100, 40}, {200, 40}, {20, 20}, {60, 20}, {160, 20},
	}
	nstations := len(locations)
	C.SetIntOrd(nstations)
	C.CalcDerived()

	// objective value function
	C.OvaOor = func(ind *goga.Individual, idIsland, time int, report *bytes.Buffer) {
		L := locations
		ids := ind.Ints
		dist := 0.0
		for i := 1; i < nstations; i++ {
			a, b := ids[i-1], ids[i]
			dist += math.Sqrt(math.Pow(L[b][0]-L[a][0], 2.0) + math.Pow(L[b][1]-L[a][1], 2.0))
		}
		a, b := ids[nstations-1], ids[0]
		dist += math.Sqrt(math.Pow(L[b][0]-L[a][0], 2.0) + math.Pow(L[b][1]-L[a][1], 2.0))
		ind.Ovas[0] = dist
		return
	}

	// evolver
	nova, noor := 1, 0
	evo := goga.NewEvolver(nova, noor, C)
	evo.Run()

	// results
	io.Pfgreen("best = %v\n", evo.Best.Ints)
	io.Pfgreen("best OVA = %v  (871.117353844847)\n\n", evo.Best.Ovas[0])

	// plot travelling salesman path
	if C.DoPlot {
		plt.SetForEps(1, 300)
		X, Y := make([]float64, nstations), make([]float64, nstations)
		for k, id := range evo.Best.Ints {
			X[k], Y[k] = locations[id][0], locations[id][1]
			plt.PlotOne(X[k], Y[k], "'r.', ms=5, clip_on=0, zorder=20")
			plt.Text(X[k], Y[k], io.Sf("%d", id), "fontsize=7, clip_on=0, zorder=30")
		}
		plt.Plot(X, Y, "'b-', clip_on=0, zorder=10")
		plt.Plot([]float64{X[0], X[nstations-1]}, []float64{Y[0], Y[nstations-1]}, "'b-', clip_on=0, zorder=10")
		plt.Equal()
		plt.AxisRange(10, 210, 10, 210)
		plt.Gll("$x$", "$y$", "")
		plt.SaveD("/tmp/goga", "test_evo04.eps")
	}
}

func main() {

	// input data
	fn, fnk := io.ArgToFilename(0, "nurbs01", ".msh", true)
	ctrl := io.ArgToBool(1, true)
	ids := io.ArgToBool(2, true)
	useminmax := io.ArgToBool(3, false)
	axisequal := io.ArgToBool(4, true)
	xmin := io.ArgToFloat(5, 0)
	xmax := io.ArgToFloat(6, 0)
	ymin := io.ArgToFloat(7, 0)
	ymax := io.ArgToFloat(8, 0)
	eps := io.ArgToBool(9, false)
	npts := io.ArgToInt(10, 41)

	// print input table
	io.Pf("\n%s\n", io.ArgsTable("INPUT ARGUMENTS",
		"mesh filename", "fn", fn,
		"show control points", "ctrl", ctrl,
		"show ids", "ids", ids,
		"use xmin,xmax,ymin,ymax", "useminmax", useminmax,
		"enforce axis.equal", "axisequal", axisequal,
		"min(x)", "xmin", xmin,
		"max(x)", "xmax", xmax,
		"min(y)", "ymin", ymin,
		"max(y)", "ymax", ymax,
		"generate eps instead of png", "eps", eps,
		"number of divisions", "npts", npts,
	))

	// load nurbss
	B := gm.ReadMsh(fnk)

	// plot
	if eps {
		plt.SetForEps(0.75, 500)
	} else {
		plt.SetForPng(0.75, 500, 150)
	}
	for _, b := range B {
		if ctrl {
			b.DrawCtrl2d(ids, "", "")
		}
		b.DrawElems2d(npts, ids, "", "")
	}
	if axisequal {
		plt.Equal()
	}
	if useminmax {
		plt.AxisRange(xmin, xmax, ymin, ymax)
	}
	ext := ".png"
	if eps {
		ext = ".eps"
	}
	plt.Save(fnk + ext)
}

func main() {
	Nf := []float64{5, 7, 10, 13, 15, 20}
	Eave := []float64{3.5998e-12, 2.9629e-10, 6.0300e-8, 3.3686e-6, 2.5914e-5, 1.1966e-3}
	plt.SetForEps(0.75, 200)
	plt.Plot(Nf, Eave, "'b-', marker='.', clip_on=0")
	plt.SetYlog()
	plt.Gll("$N_f$", "$E_{ave}$", "")
	plt.SaveD("/tmp/goga", "multierror.eps")
}

func Test_bspline01(tst *testing.T) {

	//verbose()
	chk.PrintTitle("bspline01")

	var s1 Bspline
	T1 := []float64{0, 0, 0, 1, 1, 1}
	s1.Init(T1, 2)
	s1.SetControl([][]float64{{0, 0}, {0.5, 1}, {1, 0}})

	var s2 Bspline
	T2 := []float64{0, 0, 0, 0.5, 1, 1, 1}
	s2.Init(T2, 2)
	s2.SetControl([][]float64{{0, 0}, {0.25, 0.5}, {0.75, 0.5}, {1, 0}})

	if T_BSPLINE_SAVE {
		npts := 201
		plt.SetForEps(1.5, 500)
		plt.SplotGap(0.2, 0.4)

		str0 := ",lw=2"
		str1 := ",ls='none',marker='+',color='cyan',markevery=10"
		str2 := ",ls='none',marker='x',markevery=10"
		str3 := ",ls='none',marker='+',markevery=10"
		str4 := ",ls='none',marker='4',markevery=10"

		plt.Subplot(3, 2, 1)
		s1.Draw2D(str0, "", npts, 0) // 0 => CalcBasis
		s1.Draw2D(str1, "", npts, 1) // 1 => RecursiveBasis

		plt.Subplot(3, 2, 2)
		plt.SetAxis(0, 1, 0, 1)
		s2.Draw2D(str0, "", npts, 0) // 0 => CalcBasis
		s2.Draw2D(str1, "", npts, 1) // 1 => RecursiveBasis

		plt.Subplot(3, 2, 3)
		s1.PlotBasis("", npts, 0)   // 0 => CalcBasis
		s1.PlotBasis(str2, npts, 1) // 1 => CalcBasisAndDerivs
		s1.PlotBasis(str3, npts, 2) // 2 => RecursiveBasis

		plt.Subplot(3, 2, 4)
		s2.PlotBasis("", npts, 0)   // 0 => CalcBasis
		s2.PlotBasis(str2, npts, 1) // 1 => CalcBasisAndDerivs
		s2.PlotBasis(str3, npts, 2) // 2 => RecursiveBasis

		plt.Subplot(3, 2, 5)
		s1.PlotDerivs("", npts, 0)   // 0 => CalcBasisAndDerivs
		s1.PlotDerivs(str4, npts, 1) // 1 => NumericalDeriv

		plt.Subplot(3, 2, 6)
		s2.PlotDerivs("", npts, 0)   // 0 => CalcBasisAndDerivs
		s2.PlotDerivs(str4, npts, 1) // 1 => NumericalDeriv

		plt.SaveD("/tmp/gosl", "t_bspline01.eps")
	}
}

func Test_igd01(tst *testing.T) {

	//verbose()
	chk.PrintTitle("igd. igd metric with star equal to trial => igd=0")

	// load star values
	prob := "UF1"
	fStar, err := io.ReadMatrix(io.Sf("./examples/mulobj-cec09/cec09/pf_data/%s.dat", prob))
	if err != nil {
		tst.Errorf("cannot read fStar matrix:\n%v", err)
		return
	}
	npts := len(fStar)

	// optimiser
	var opt Optimiser
	opt.Default()
	opt.Nsol = npts
	opt.Ncpu = 1
	opt.FltMin = []float64{0, 0} // used to store fStar
	opt.FltMax = []float64{1, 1} // used to store fStar
	nf, ng, nh := 2, 0, 0

	// generator (store fStar into Flt)
	gen := func(sols []*Solution, prms *Parameters) {
		for i, sol := range sols {
			sol.Flt[0], sol.Flt[1] = fStar[i][0], fStar[i][1]
		}
	}

	// objective function (copy fStar from Flt into Ova)
	obj := func(f, g, h, x []float64, ξ []int, cpu int) {
		f[0], f[1] = x[0], x[1]
	}

	// initialise optimiser
	opt.Init(gen, nil, obj, nf, ng, nh)

	// compute igd
	igd := StatIgd(&opt, fStar)
	io.Pforan("igd = %v\n", igd)
	chk.Scalar(tst, "igd", 1e-15, igd, 0)

	// plot
	if chk.Verbose {
		fmt := &plt.Fmt{C: "red", M: ".", Ms: 1, Ls: "None", L: "solutions"}
		fS0 := utl.DblsGetColumn(0, fStar)
		fS1 := utl.DblsGetColumn(1, fStar)
		io.Pforan("len(fS0) = %v\n", len(fS0))
		plt.SetForEps(0.75, 300)
		opt.PlotAddOvaOva(0, 1, opt.Solutions, true, fmt)
		plt.Plot(fS0, fS1, io.Sf("'b.', ms=2, label='star(%s)', clip_on=0", prob))
		plt.Gll("$f_0$", "$f_1$", "")
		plt.SaveD("/tmp/goga", "igd01.eps")
	}
}

func Test_data2d(tst *testing.T) {
	prob := "CF4"
	dat := PFdata(prob)
	X := utl.DblsGetColumn(0, dat)
	Y := utl.DblsGetColumn(1, dat)
	plt.SetForEps(1.0, 250)
	plt.Plot(X, Y, "'r.'")
	plt.Gll("$f_1$", "$f_2$", "")
	plt.SaveD("/tmp/goga", io.Sf("cec09-%s.eps", prob))
}

// PlotNurbsBasis plots basis functions la and lb
func PlotNurbsBasis(dirout, fn string, b *Nurbs, la, lb int) {
	npts := 41
	plt.Reset()
	if io.FnExt(fn) == ".eps" {
		plt.SetForEps(1.5, 500)
	} else {
		plt.SetForPng(1.5, 600, 150)
	}

	plt.Subplot(3, 2, 1)
	b.DrawCtrl2d(false, "", "")
	b.DrawElems2d(npts, false, "", "")
	t0 := time.Now()
	b.PlotBasis(la, "", 11, 0) // 0 => CalcBasis
	io.Pfcyan("time elapsed (calcbasis) = %v\n", time.Now().Sub(t0))
	plt.Equal()

	plt.Subplot(3, 2, 2)
	b.DrawCtrl2d(false, "", "")
	b.DrawElems2d(npts, false, "", "")
	b.PlotBasis(lb, "", 11, 0) // 0 => CalcBasis
	plt.Equal()

	plt.Subplot(3, 2, 3)
	b.DrawCtrl2d(false, "", "")
	b.DrawElems2d(npts, false, "", "")
	b.PlotBasis(la, "", 11, 1) // 1 => CalcBasisAndDerivs
	plt.Equal()

	plt.Subplot(3, 2, 4)
	b.DrawCtrl2d(false, "", "")
	b.DrawElems2d(npts, false, "", "")
	b.PlotBasis(lb, "", 11, 1) // 1 => CalcBasisAndDerivs
	plt.Equal()

	plt.Subplot(3, 2, 5)
	b.DrawCtrl2d(false, "", "")
	b.DrawElems2d(npts, false, "", "")
	t0 = time.Now()
	b.PlotBasis(la, "", 11, 2) // 2 => RecursiveBasis
	io.Pfcyan("time elapsed (recursive) = %v\n", time.Now().Sub(t0))
	plt.Equal()

	plt.Subplot(3, 2, 6)
	b.DrawCtrl2d(false, "", "")
	b.DrawElems2d(npts, false, "", "")
	b.PlotBasis(lb, "", 11, 2) // 2 => RecursiveBasis
	plt.Equal()

	plt.SaveD(dirout, fn)
}

func Test_dist_uniform_02(tst *testing.T) {

	//verbose()
	chk.PrintTitle("dist_uniform_02")

	doplot := chk.Verbose
	if doplot {
		plt.SetForEps(1.5, 300)
		A := 1.5 // min
		B := 2.5 // max
		plot_uniform(A, B, 1.0, 3.0)
		plt.SaveD("/tmp/gosl", "rnd_dist_uniform_02a.eps")
	}
}

func Test_norm02(tst *testing.T) {

	//verbose()
	chk.PrintTitle("norm02")

	doplot := chk.Verbose
	if doplot {
		plt.SetForEps(1.5, 300)
		for _, σ := range []float64{1, 0.5, 0.25} {
			plot_normal(0, σ)
		}
		plt.SaveD("/tmp/gosl", "test_norm02.eps")
	}
}

func Test_gev02(tst *testing.T) {

	//verbose()
	chk.PrintTitle("gev02")

	doplot := chk.Verbose
	if doplot {
		plt.SetForEps(1.5, 300)
		for _, ξ := range []float64{0.5, -0.5, 0} {
			plot_gev(0, 1, ξ)
		}
		plt.SaveD("/tmp/gosl", "test_gev02.eps")
	}
}

// PlotNurbs plots a NURBS
func PlotNurbs(dirout, fn string, b *Nurbs, npts int, ids bool, extra func()) {
	plt.Reset()
	if io.FnExt(fn) == ".eps" {
		plt.SetForEps(1.0, 500)
	} else {
		plt.SetForPng(1.0, 500, 150)
	}
	b.DrawCtrl2d(ids, "", "")
	b.DrawElems2d(npts, ids, "", "")
	if extra != nil {
		extra()
	}
	plt.Equal()
	plt.SaveD(dirout, fn)
}