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https://github.com/lukaszraczylo/llm-testbench.git
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feat: LLM accuracy testing framework with 17-test catalog
Framework runs a category/subcategory test catalog against multiple LLMs through an OpenAI-compatible endpoint. Deterministic evaluators score each response. Reports render as table, markdown, or JSON.
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package report
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import (
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"fmt"
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"io"
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"math"
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"strings"
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"github.com/lukaszraczylo/llm-testbench/internal/runner"
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"github.com/lukaszraczylo/llm-testbench/internal/testkit"
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)
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// renderMarkdown writes the same three tables as renderTable, formatted as
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// GitHub-flavored markdown tables.
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func renderMarkdown(w io.Writer, tests []testkit.Test, models []string, results []runner.Result) error {
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idx := indexResults(results)
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ew := &errWriter{w: w}
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ew.println("## Per-test scores")
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ew.println()
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scoreHeader := append([]string{"Test", "Category", "Subcategory"}, models...)
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writeMarkdownHeader(ew, scoreHeader)
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for _, t := range sortedTests(tests) {
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row := []string{t.ID, t.Category, t.Subcategory}
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for _, model := range models {
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r, ok := idx[t.ID][model]
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row = append(row, cellText(r, ok))
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}
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writeMarkdownRow(ew, row)
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}
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ew.println()
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ew.println("## Category rollup (mean score)")
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ew.println()
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catHeader := append([]string{"Category"}, models...)
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writeMarkdownHeader(ew, catHeader)
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for _, cm := range categoryRollup(tests, models, idx) {
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row := []string{cm.category}
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for _, model := range models {
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row = append(row, meanCellText(cm.means[model]))
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}
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writeMarkdownRow(ew, row)
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}
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ew.println()
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ew.println("## Model summary")
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ew.println()
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writeMarkdownHeader(ew, []string{"Model", "Mean", "Passed", "Partial", "Failed", "Errors", "Mean latency", "Total tokens", "Tok/s"})
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for _, ms := range summarize(models, results) {
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writeMarkdownRow(ew, []string{
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ms.model,
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meanCellText(ms.overallMean),
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fmt.Sprintf("%d", ms.passed),
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fmt.Sprintf("%d", ms.partial),
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fmt.Sprintf("%d", ms.failed),
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fmt.Sprintf("%d", ms.errors),
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durationText(ms.meanLatency, !math.IsNaN(ms.overallMean)),
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fmt.Sprintf("%d", ms.totalTokens),
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rateText(ms.avgTokPerSec),
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})
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}
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return ew.err
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}
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func writeMarkdownHeader(ew *errWriter, cols []string) {
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ew.println("| " + strings.Join(cols, " | ") + " |")
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sep := make([]string, len(cols))
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for i := range sep {
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sep[i] = "---"
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}
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ew.println("| " + strings.Join(sep, " | ") + " |")
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}
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func writeMarkdownRow(ew *errWriter, cols []string) {
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ew.println("| " + strings.Join(cols, " | ") + " |")
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}
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