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// Copyright ©2014 The gonum Authors. All rights reserved.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.
package optimize
import (
"fmt"
"io"
"math"
"os"
"time"
"gonum.org/v1/gonum/floats"
)
var printerHeadings = [...]string{
"Iter",
"Runtime",
"FuncEvals",
"Func",
"GradEvals",
"|Gradient|∞",
"HessEvals",
}
const (
printerBaseTmpl = "%9v %16v %9v %22v" // Base template for headings and values that are always printed.
printerGradTmpl = " %9v %22v" // Appended to base template when loc.Gradient != nil.
printerHessTmpl = " %9v" // Appended to base template when loc.Hessian != nil.
)
// Printer writes column-format output to the specified writer as the optimization
// progresses. By default, it writes to os.Stdout.
type Printer struct {
Writer io.Writer
HeadingInterval int
ValueInterval time.Duration
lastHeading int
lastValue time.Time
}
func NewPrinter() *Printer {
return &Printer{
Writer: os.Stdout,
HeadingInterval: 30,
ValueInterval: 500 * time.Millisecond,
}
}
func (p *Printer) Init() error {
p.lastHeading = p.HeadingInterval // So the headings are printed the first time.
p.lastValue = time.Now().Add(-p.ValueInterval) // So the values are printed the first time.
return nil
}
func (p *Printer) Record(loc *Location, op Operation, stats *Stats) error {
if op != MajorIteration && op != InitIteration && op != PostIteration {
return nil
}
// Print values always on PostIteration or when ValueInterval has elapsed.
printValues := time.Since(p.lastValue) > p.ValueInterval || op == PostIteration
if !printValues {
// Return early if not printing anything.
return nil
}
// Print heading when HeadingInterval lines have been printed, but never on PostIteration.
printHeading := p.lastHeading >= p.HeadingInterval && op != PostIteration
if printHeading {
p.lastHeading = 1
} else {
p.lastHeading++
}
if printHeading {
headings := "\n" + fmt.Sprintf(printerBaseTmpl, printerHeadings[0], printerHeadings[1], printerHeadings[2], printerHeadings[3])
if loc.Gradient != nil {
headings += fmt.Sprintf(printerGradTmpl, printerHeadings[4], printerHeadings[5])
}
if loc.Hessian != nil {
headings += fmt.Sprintf(printerHessTmpl, printerHeadings[6])
}
_, err := fmt.Fprintln(p.Writer, headings)
if err != nil {
return err
}
}
values := fmt.Sprintf(printerBaseTmpl, stats.MajorIterations, stats.Runtime, stats.FuncEvaluations, loc.F)
if loc.Gradient != nil {
values += fmt.Sprintf(printerGradTmpl, stats.GradEvaluations, floats.Norm(loc.Gradient, math.Inf(1)))
}
if loc.Hessian != nil {
values += fmt.Sprintf(printerHessTmpl, stats.HessEvaluations)
}
_, err := fmt.Fprintln(p.Writer, values)
if err != nil {
return err
}
p.lastValue = time.Now()
return nil
}