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--paired contrasts two arms running the same seeds seed by seed with the wilcoxon signed-rank test rather than treating them as two independent samples, reporting the per-seed differences, the sign, a12 within pairs and the seeds usable in one arm only. --question names the family holm corrected within, and the family size is recorded next to the p-values rather than left to the reader to reconstruct.
194 lines
6.5 KiB
Go
194 lines
6.5 KiB
Go
package main
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import (
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"fmt"
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"io"
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"maps"
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"math"
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"slices"
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"strconv"
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"strings"
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"text/tabwriter"
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)
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func writeReport(result analysis, out io.Writer) {
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fmt.Fprintf(out, "primary outcome: %s\n\n", result.Outcome)
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writeTable(out, []string{"arm", "runs", "violated", "censored", "excluded", "missing", "median steps", "iqr steps", "violation rate"},
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func(add func(...string)) {
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for _, summary := range result.Arms {
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add(
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summary.Arm,
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strconv.Itoa(summary.Usable),
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strconv.Itoa(summary.Violated),
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strconv.Itoa(summary.Censored),
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strconv.Itoa(summary.Excluded),
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strconv.Itoa(len(summary.MissingSeeds)),
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formatMedian(summary.MedianStepsToFirstViolation),
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formatMedian(summary.FirstQuartileSteps)+" to "+formatMedian(summary.ThirdQuartileSteps),
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formatRatio(summary.ViolationRate, 3),
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)
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}
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})
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fmt.Fprintln(out)
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fmt.Fprintln(out, "a detection is one distinct property violated in one run; run hours sum the time the runs worked,")
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fmt.Fprintln(out, "on the monotonic clock, so a host that slept mid-run is not charged for the sleep")
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fmt.Fprintln(out, "actions count the steps that dispatched one; the rest chose nothing or had the choice thrown away")
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writeTable(out, []string{"arm", "steps", "actions", "run hours", "detections", "defects/1k actions", "defects/hour", "distinct defects", "found in one run"},
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func(add func(...string)) {
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for _, summary := range result.Arms {
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add(
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summary.Arm,
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strconv.Itoa(summary.TotalSteps),
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strconv.Itoa(summary.TotalActions),
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fmt.Sprintf("%.2f", summary.TotalRunHours),
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strconv.Itoa(summary.Detections),
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formatRatio(summary.DefectsPerThousandActions, 2),
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formatRatio(summary.DefectsPerHour, 2),
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strconv.Itoa(summary.DistinctDefects),
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formatSingletons(summary),
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)
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}
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})
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for _, summary := range result.Arms {
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if len(summary.ExcludedByReason) == 0 {
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continue
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}
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var parts []string
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for _, reason := range sortedKeys(summary.ExcludedByReason) {
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parts = append(parts, fmt.Sprintf("%s=%d", reason, summary.ExcludedByReason[reason]))
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}
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fmt.Fprintf(out, "\n%s excluded %d run(s) as missing data, not as censored observations: %s",
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summary.Arm, summary.Excluded, strings.Join(parts, ", "))
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}
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for _, summary := range result.Arms {
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if summary.EventsHeldAtBudget > 0 {
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fmt.Fprintf(out, "\n%s held %d violation(s) reported past the budget at %d steps",
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summary.Arm, summary.EventsHeldAtBudget, summary.StepBudget)
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}
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}
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for _, summary := range result.Arms {
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if summary.EventsDetectedAfterOrigin > 0 {
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fmt.Fprintf(out, "\n%s timed %d violation(s) at the step they were detected rather than the step that armed them, "+
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"which is what an obligation reported only when the run ended looks like",
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summary.Arm, summary.EventsDetectedAfterOrigin)
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}
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}
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if len(result.Arms) > 0 {
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fmt.Fprintln(out)
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}
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if result.LogRank != nil {
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fmt.Fprintf(out, "\nlog-rank across %d arms: chi-square %.4f on %d df, p %s\n",
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len(result.LogRank.Groups), result.LogRank.ChiSquare, result.LogRank.DegreesOfFreedom,
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formatPValue(result.LogRank.PValue))
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writeTable(out, []string{"arm", "n", "observed", "expected"}, func(add func(...string)) {
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for index, name := range result.LogRank.Groups {
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add(name,
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strconv.Itoa(result.LogRank.Sizes[index]),
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fmt.Sprintf("%.0f", result.LogRank.Observed[index]),
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fmt.Sprintf("%.2f", result.LogRank.Expected[index]))
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}
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})
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}
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if result.Paired != nil {
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writePaired(out, *result.Paired)
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}
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if len(result.Pairwise) > 0 {
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fmt.Fprintln(out, "\npairwise wilcoxon rank-sum, censored runs held at the budget")
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fmt.Fprintln(out, "a12 above 0.5 means the first arm takes more steps to its first violation")
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writeTable(out, []string{"comparison", "n1", "n2", "u", "a12", "p", "holm p"}, func(add func(...string)) {
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for _, pair := range result.Pairwise {
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add(
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pair.First+" vs "+pair.Second,
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strconv.Itoa(pair.FirstSize),
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strconv.Itoa(pair.SecondSize),
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fmt.Sprintf("%.1f", pair.Statistic),
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fmt.Sprintf("%.3f", pair.A12),
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formatPValue(pair.PValue),
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formatPValue(pair.HolmPValue),
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)
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}
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})
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}
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if result.HolmFamilySize > 0 {
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family := "this invocation"
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if result.Question != "" {
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family = result.Question
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}
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fmt.Fprintf(out, "\nholm correction applied within %s, over %d comparison(s)\n", family, result.HolmFamilySize)
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}
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for _, note := range result.Notes {
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fmt.Fprintf(out, "\nnote: %s\n", note)
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}
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}
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func writePaired(out io.Writer, comparison pairedComparison) {
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fmt.Fprintf(out, "\npaired per-seed difference, %s minus %s, censored runs held at the budget\n",
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comparison.First, comparison.Second)
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fmt.Fprintf(out, "%d seed pair(s): %s sooner in %d, %s sooner in %d, tied in %d\n",
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comparison.Pairs, comparison.First, comparison.FirstSooner,
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comparison.Second, comparison.SecondSooner, comparison.Tied)
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fmt.Fprintf(out, "median difference %+.1f steps, sign %+d, a12 within pairs %.3f\n",
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comparison.MedianDifference, comparison.Sign, comparison.A12)
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fmt.Fprintf(out, "wilcoxon signed-rank v %.1f, p %s, holm p %s\n",
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comparison.Statistic, formatPValue(comparison.PValue), formatPValue(comparison.HolmPValue))
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if len(comparison.UnpairedSeeds) > 0 {
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fmt.Fprintf(out, "%d seed(s) usable in one arm only and left out of the pairing: %v\n",
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len(comparison.UnpairedSeeds), comparison.UnpairedSeeds)
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}
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}
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func sortedKeys(counts map[string]int) []string {
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return slices.Sorted(maps.Keys(counts))
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}
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func writeTable(out io.Writer, header []string, rows func(add func(...string))) {
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writer := tabwriter.NewWriter(out, 0, 0, 2, ' ', 0)
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fmt.Fprintln(writer, strings.Join(header, "\t"))
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rows(func(cells ...string) {
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fmt.Fprintln(writer, strings.Join(cells, "\t"))
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})
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writer.Flush()
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}
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// formatMedian says undefined rather than substituting a mean, because a curve
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// that never reaches one half has no median to report.
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func formatMedian(value *float64) string {
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if value == nil {
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return "undefined"
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}
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return strconv.FormatFloat(*value, 'f', -1, 64)
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}
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func formatRatio(value *float64, digits int) string {
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if value == nil {
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return "n/a"
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}
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return strconv.FormatFloat(*value, 'f', digits, 64)
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}
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func formatSingletons(summary armSummary) string {
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if summary.SingletonFraction == nil {
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return "n/a"
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}
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return fmt.Sprintf("%d/%d (%.3f)", summary.SingletonDefects, summary.DistinctDefects, *summary.SingletonFraction)
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}
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func formatPValue(value float64) string {
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switch {
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case math.IsNaN(value):
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return "n/a"
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case value < 1e-4:
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return fmt.Sprintf("%.3e", value)
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default:
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return fmt.Sprintf("%.4f", value)
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}
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}
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