data: A3 提效对比实验数据(23 样例 + 人工基线 + 插件实测,整体提速约 266 倍)

- data/efficiency-samples/ 23 个多语言样例 + data/manual-review-tool.html 人工审核工具
- tests/measure/measure-plugin-samples.mjs 四语言插件侧测量脚本
- tests/measure/compare-a3.mjs 聚合对比 + results(插件实测/人工基线/comparison)
- performance-comparison.md 填实基线对比与结论;README 效果总结由占位改为真实数据
This commit is contained in:
范智鹏
2026-08-27 22:54:07 +08:00
parent e469554691
commit 3280836124
33 changed files with 3710 additions and 36 deletions
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import { readFileSync, readdirSync, writeFileSync, existsSync, mkdirSync } from 'fs';
import { join, dirname } from 'path';
import { fileURLToPath } from 'url';
const __dirname = dirname(fileURLToPath(import.meta.url));
const OUT_DIR = join(__dirname, 'results');
const LANGS = ['js', 'css', 'java', 'sql'];
const LANG_LABEL = { js: 'JS', css: 'CSS', java: 'Java', sql: 'SQL' };
function loadBaselines() {
const files = readdirSync(OUT_DIR).filter(f => /^manual-review-.+\.json$/.test(f)).sort();
return files.map(f => JSON.parse(readFileSync(join(OUT_DIR, f), 'utf8')));
}
function langOf(rel) {
const parts = rel.split('/');
const idx = parts.indexOf('efficiency-samples');
return parts[idx + 1];
}
function sum(arr) { return arr.reduce((s, v) => s + v, 0); }
function mean(arr) { return arr.length ? sum(arr) / arr.length : 0; }
function main() {
const baselines = loadBaselines();
const plugin = JSON.parse(readFileSync(join(OUT_DIR, 'a3-plugin-results.json'), 'utf8'));
const pluginByLang = {};
for (const row of plugin.rows) {
pluginByLang[row.lang] = { files: row.files, diagnostics: row.diagnostics, totalMs: row.totalMs };
}
const perReviewer = baselines.map(b => {
const agg = {};
for (const lang of LANGS) agg[lang] = { issues: 0, elapsedMs: 0, files: 0 };
for (const [rel, st] of Object.entries(b.files)) {
const lang = langOf(rel);
if (!agg[lang]) continue;
agg[lang].issues += st.issues.length;
agg[lang].elapsedMs += st.elapsedMs;
agg[lang].files += 1;
}
return { reviewer: b.reviewer, level: b.level, totalElapsedMs: b.totalElapsedMs, agg };
});
const comparison = { generatedAt: new Date().toISOString(), reviewers: perReviewer.map(r => ({ reviewer: r.reviewer, level: r.level, totalElapsedMs: r.totalElapsedMs })), rows: [] };
console.log('===== 每人每语言汇总 =====');
for (const r of perReviewer) {
console.log(`[${r.reviewer} (${r.level})] 总耗时 ${(r.totalElapsedMs / 60000).toFixed(1)} min`);
for (const lang of LANGS) {
const a = r.agg[lang];
console.log(` ${LANG_LABEL[lang]}: ${a.issues} 条, ${(a.elapsedMs / 1000).toFixed(1)}s / ${a.files} 文件`);
}
}
console.log('\n===== 人工基线(3人均值) vs 插件(提效后) =====');
console.log('语言 | 人工问题数 | 插件诊断数 | 检出率 | 人工耗时 | 插件耗时 | 提速倍数');
for (const lang of LANGS) {
const p = pluginByLang[lang];
const blFiles = mean(perReviewer.map(r => r.agg[lang].files));
const blIssues = mean(perReviewer.map(r => r.agg[lang].issues));
const blMs = mean(perReviewer.map(r => r.agg[lang].elapsedMs));
const recall = p.diagnostics > 0 ? blIssues / p.diagnostics : 0;
const speedup = blMs / (p.totalMs || 1);
comparison.rows.push({
lang,
files: blFiles,
baselineIssuesMean: blIssues,
baselineIssues: perReviewer.map(r => r.agg[lang].issues),
pluginDiagnostics: p.diagnostics,
recall: +recall.toFixed(3),
baselineMsMean: +blMs.toFixed(1),
baselineMs: perReviewer.map(r => r.agg[lang].elapsedMs),
pluginMs: +p.totalMs.toFixed(1),
speedup: +speedup.toFixed(1),
});
console.log(`${LANG_LABEL[lang]} | ${blIssues.toFixed(1)} | ${p.diagnostics} | ${(recall * 100).toFixed(0)}% | ${(blMs / 1000).toFixed(1)}s | ${(p.totalMs / 1000).toFixed(1)}s | ${speedup.toFixed(1)}x`);
}
const allBlMs = mean(perReviewer.map(r => r.totalElapsedMs));
const allPluginMs = plugin.totalMs;
const allRecall = sum(perReviewer.map(r => sum(LANGS.map(l => r.agg[l].issues)))) / perReviewer.length / plugin.totalDiagnostics;
const allSpeedup = allBlMs / allPluginMs;
comparison.total = {
baselineMsMean: +allBlMs.toFixed(1),
baselineMs: perReviewer.map(r => r.totalElapsedMs),
pluginMs: +allPluginMs.toFixed(1),
baselineDiagnosticsMean: +sum(perReviewer.map(r => sum(LANGS.map(l => r.agg[l].issues)))) / perReviewer.length,
pluginDiagnostics: plugin.totalDiagnostics,
recall: +allRecall.toFixed(3),
speedup: +allSpeedup.toFixed(1),
};
console.log(`\n合计 | ${comparison.total.baselineDiagnosticsMean.toFixed(1)} | ${plugin.totalDiagnostics} | ${(allRecall * 100).toFixed(0)}% | ${(allBlMs / 60000).toFixed(1)}min | ${(allPluginMs / 1000).toFixed(1)}s | ${allSpeedup.toFixed(1)}x`);
writeFileSync(join(OUT_DIR, 'a3-comparison.json'), JSON.stringify(comparison, null, 2));
console.log(`\n结果已写入 ${join(OUT_DIR, 'a3-comparison.json')}`);
}
main();
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import { ESLint } from 'eslint';
import js from '@eslint/js';
import ts from 'typescript-eslint';
import stylelint from 'stylelint';
import recommendedConfig from 'stylelint-config-recommended';
import { readFileSync, readdirSync, writeFileSync, mkdirSync, existsSync, unlinkSync } from 'fs';
import { join, dirname } from 'path';
import { fileURLToPath } from 'url';
import { spawnSync } from 'child_process';
import os from 'os';
const __dirname = dirname(fileURLToPath(import.meta.url));
const ROOT = join(__dirname, '..', '..');
const SAMPLES = join(ROOT, 'data', 'efficiency-samples');
const PMD_DIR = join(ROOT, 'jars', 'pmd');
const OUT_DIR = join(__dirname, 'results');
// ===== 以下与 src/rules/builtin-rules.ts 逐字一致 =====
const eslintExtraRules = {
'eqeqeq': 'error', 'no-eq-null': 'error', 'no-self-compare': 'error',
'no-promise-executor-return': 'error', 'no-shadow': 'error', 'no-unassigned-vars': 'error',
'no-useless-assignment': 'error', 'block-scoped-var': 'error', 'default-case': 'error',
'default-case-last': 'error', 'no-unmodified-loop-condition': 'error', 'no-unreachable-loop': 'error',
'no-eval': 'error', 'no-extend-native': 'error', 'no-var': 'error',
'no-await-in-loop': 'warn', 'prefer-template': 'warn', 'prefer-object-spread': 'warn',
'prefer-rest-params': 'warn', 'prefer-spread': 'warn', 'prefer-object-has-own': 'warn',
'no-useless-concat': 'warn', 'no-useless-return': 'warn', 'no-useless-computed-key': 'warn',
'no-useless-rename': 'warn', 'no-param-reassign': 'warn', 'no-return-assign': 'error',
'no-throw-literal': 'error', 'camelcase': 'warn', 'new-cap': 'warn', 'no-array-constructor': 'error',
};
const eslintExtraTsRules = {
'@typescript-eslint/no-non-null-assertion': 'error',
'@typescript-eslint/no-dynamic-delete': 'error',
'@typescript-eslint/no-useless-empty-export': 'error',
'@typescript-eslint/consistent-type-imports': 'error',
'@typescript-eslint/unified-signatures': 'error',
'@typescript-eslint/no-extraneous-class': 'warn',
'@typescript-eslint/no-useless-constructor': 'warn',
'@typescript-eslint/no-non-null-asserted-nullish-coalescing': 'error',
'@typescript-eslint/no-invalid-void-type': 'warn',
'@typescript-eslint/prefer-literal-enum-member': 'warn',
'@typescript-eslint/prefer-enum-initializers': 'warn',
'no-shadow': 'off',
'@typescript-eslint/no-shadow': 'error',
'no-array-constructor': 'off',
};
const stylelintExtraRules = {
'color-no-invalid-hex': true,
'function-linear-gradient-no-nonstandard-direction': true,
'function-no-unknown': true,
'unit-no-unknown': true,
'no-unknown-animations': true,
'no-unknown-custom-media': true,
'no-unknown-custom-properties': true,
'at-rule-no-vendor-prefix': true,
'media-feature-name-no-vendor-prefix': true,
'property-no-vendor-prefix': true,
'selector-no-vendor-prefix': true,
'value-no-vendor-prefix': true,
'color-hex-length': 'short',
'color-function-notation': 'modern',
'length-zero-no-unit': true,
'selector-pseudo-element-colon-notation': 'double',
'import-notation': 'string',
'alpha-value-notation': 'number',
'hue-degree-notation': 'angle',
'keyframe-selector-notation': 'percentage',
};
const BUILTIN_SQLFLUFF_RULES =
'core,AM03,AM05,AM08,CV01,CV02,CV06,CV08,CV12,LT13,LT14,LT15,ST01,ST02,ST04,ST05,ST06,ST07,ST09,ST10,ST11,ST12,RF02,RF04,RF05,RF06';
const TS_FILES = ['**/*.ts', '**/*.tsx', '**/*.mts', '**/*.cts'];
const JS_FILES = ['**/*.js', '**/*.jsx', '**/*.mjs', '**/*.cjs'];
function buildSqlfluffConfig(dialect) {
return `[sqlfluff]
rules = ${BUILTIN_SQLFLUFF_RULES}
dialect = ${dialect}
max_line_length = 80
indent_unit = space
tab_space_size = 4
[sqlfluff:rules:aliasing.length]
max_alias_length = 30
`;
}
function timing(ms) {
return `${ms.toFixed(1)}ms`;
}
async function measure(fn) {
const start = process.hrtime.bigint();
const result = await fn();
const end = process.hrtime.bigint();
const ms = Number(end - start) / 1e6;
return { ms, result };
}
function runSync(cmd, args, opts = {}) {
const res = spawnSync(cmd, args, { cwd: ROOT, encoding: 'utf8', maxBuffer: 64 * 1024 * 1024, ...opts });
return res;
}
function uniq(arr) {
return [...new Set(arr)].sort();
}
async function runEslint(files) {
const config = [
js.configs.recommended,
{ files: JS_FILES, languageOptions: { parserOptions: { ecmaFeatures: { jsx: true } } } },
...ts.configs.recommended.map(cfg => ({ ...cfg, files: cfg.files ?? TS_FILES })),
{ rules: eslintExtraRules },
{ files: TS_FILES, rules: eslintExtraTsRules },
];
const engine = new ESLint({ cwd: SAMPLES, overrideConfigFile: true, overrideConfig: config });
const rows = [];
for (const file of files) {
const text = readFileSync(file, 'utf8');
const { ms, result } = await measure(async () => {
const [res] = await engine.lintText(text, { filePath: file });
return res.messages.map(m => ({ rule: m.ruleId, severity: m.severity }));
});
rows.push({ file: file.replace(/\\/g, '/').split('/').pop(), ms, diagnostics: result.length, rules: uniq(result.map(r => r.rule).filter(Boolean)) });
}
return rows;
}
async function runStylelint(files) {
const config = {
...recommendedConfig,
rules: { ...recommendedConfig.rules, ...stylelintExtraRules },
};
const rows = [];
for (const file of files) {
const code = readFileSync(file, 'utf8');
const { ms, result } = await measure(async () => {
const res = await stylelint.lint({ code, codeFilename: file, config, cwd: SAMPLES });
return res.results.flatMap(r => r.warnings).map(w => ({ rule: w.rule, severity: w.severity }));
});
rows.push({ file: file.replace(/\\/g, '/').split('/').pop(), ms, diagnostics: result.length, rules: uniq(result.map(r => r.rule).filter(Boolean)) });
}
return rows;
}
async function runPmd(files) {
const classpath = `${join(PMD_DIR, 'lib', '*')};${PMD_DIR}`;
const ruleset = join(PMD_DIR, 'pmd-java-ruleset.xml');
const rows = [];
for (const file of files) {
const { ms, result } = await measure(() => {
const res = runSync('java', ['-cp', classpath, 'PmdRunner', file, ruleset, 'java']);
if (res.status !== 0 && res.status !== 4) {
throw new Error(`PMD failed on ${file}: ${res.stderr}`);
}
let data = [];
try { data = JSON.parse(res.stdout); } catch { /* ignore */ }
const violations = [];
for (const f of data.files ?? []) {
for (const v of f.violations ?? []) {
violations.push({ rule: `pmd:${v.rule}`, severity: v.priority <= 2 ? 2 : v.priority === 3 ? 1 : 0 });
}
}
return violations;
});
rows.push({ file: file.replace(/\\/g, '/').split('/').pop(), ms, diagnostics: result.length, rules: uniq(result.map(r => r.rule).filter(Boolean)) });
}
return rows;
}
async function runSqlfluff(files) {
const tmpCfg = join(os.tmpdir(), `vscode-code-reviewer-a3-sqlfluff-${Date.now()}.cfg`);
writeFileSync(tmpCfg, buildSqlfluffConfig('oracle'), 'utf8');
const rows = [];
try {
for (const file of files) {
const { ms, result } = await measure(() => {
const res = runSync('sqlfluff', ['lint', '--format', 'json', '--dialect', 'oracle', '--config', tmpCfg, file]);
if (!res.stdout) { throw new Error(`sqlfluff failed on ${file}: ${res.stderr}`); }
let data = [];
try { data = JSON.parse(res.stdout); } catch { /* ignore */ }
const violations = [];
for (const r of data) {
for (const v of r.violations ?? []) {
violations.push({ rule: `sqlfluff:${v.code}`, severity: v.code === 'PRS' ? 2 : 1 });
}
}
return violations;
});
rows.push({ file: file.replace(/\\/g, '/').split('/').pop(), ms, diagnostics: result.length, rules: uniq(result.map(r => r.rule).filter(Boolean)) });
}
} finally {
try { unlinkSync(tmpCfg); } catch { /* ignore */ }
}
return rows;
}
function listFiles(lang, extRe) {
const dir = join(SAMPLES, lang);
if (!existsSync(dir)) { return []; }
return readdirSync(dir).filter(f => extRe.test(f)).sort().map(f => join(dir, f));
}
async function main() {
if (!existsSync(OUT_DIR)) mkdirSync(OUT_DIR, { recursive: true });
const groups = [
{ lang: 'js', files: listFiles('js', /\.js$/) },
{ lang: 'css', files: listFiles('css', /\.css$/) },
{ lang: 'java', files: listFiles('java', /\.java$/) },
{ lang: 'sql', files: listFiles('sql', /\.sql$/) },
];
const summary = { tool: 'code-reviewer', experiment: 'A3', measureDate: new Date().toISOString(), rows: [] };
let grandMs = 0;
let grandDiag = 0;
let grandFiles = 0;
for (const g of groups) {
if (g.files.length === 0) { continue; }
let rows;
if (g.lang === 'js') { rows = await runEslint(g.files); }
else if (g.lang === 'css') { rows = await runStylelint(g.files); }
else if (g.lang === 'java') { rows = await runPmd(g.files); }
else if (g.lang === 'sql') { rows = await runSqlfluff(g.files); }
const totalMs = rows.reduce((s, r) => s + r.ms, 0);
const totalDiag = rows.reduce((s, r) => s + r.diagnostics, 0);
const allRules = uniq(rows.flatMap(r => r.rules));
grandMs += totalMs;
grandDiag += totalDiag;
grandFiles += rows.length;
summary.rows.push({
lang: g.lang,
files: rows.length,
totalMs,
diagnostics: totalDiag,
rules: allRules,
perFile: rows,
});
console.log(`--- ${g.lang} (${rows.length} 文件) ---`);
for (const r of rows) {
console.log(` ${r.file}: ${r.diagnostics} 条, ${timing(r.ms)}, 规则=${r.rules.length} ${r.rules.join(',')}`);
}
console.log(` 小计: ${totalDiag} 条, ${timing(totalMs)}`);
}
summary.totalFiles = grandFiles;
summary.totalDiagnostics = grandDiag;
summary.totalMs = grandMs;
const outFile = join(OUT_DIR, 'a3-plugin-results.json');
writeFileSync(outFile, JSON.stringify(summary, null, 2));
console.log(`\n=== 合计: ${grandFiles} 文件, ${grandDiag} 条诊断, ${timing(grandMs)} ===`);
console.log(`结果已写入 ${outFile}`);
}
main().catch(err => {
console.error(err);
process.exit(1);
});
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# 提效对比报告(基线 vs 提效后)
> 实验:A3 人工审核 vs 插件审核(23 个多语言样例,`data/efficiency-samples/`
> 实验工具:`data/manual-review-tool.html`(人工审核记录工具)+ `tests/measure/measure-plugin-samples.mjs`(插件侧测量)
## 一、测量方法
**场景**:对给定样例代码进行代码规范查,比较两种方式的耗时与产出。
**场景**:对同一批样例代码进行代码规范查,比较人工审查与插件静态分析两种方式的耗时与产出。
- **基线(人工审查)**由人工阅读样例代码并列出规范问题(耗时依赖个人经验,需实测采集)。
- **提效后(Code Purifier 插件静态分析链路)**:使用与插件内置配置逐字一致的 ESLint / Stylelint 引擎`data/demo-*/src/*` 执行静态分析计时(可复现:`node tests/measure/measure-review-time.mjs`)。
- **基线(人工审查)**3 名不同经验等级审查人(高级/中级/初级)使用人工审核记录工具 `data/manual-review-tool.html` 逐文件「开始 → 阅读 → 记录问题 → 完成」计时,导出 JSON(`tests/measure/results/manual-review-*.json`)。
- **提效后(插件静态分析)**:使用与插件内置配置逐字一致的 ESLint / Stylelint 引擎、与 pmd.ts 一致的 `PmdRunner`pmd-java-ruleset.xml)、与 sqlfluff.ts 一致的内置配置(方言 oracle)对同一批样例执行静态分析计时(可复现:`node tests/measure/measure-plugin-samples.mjs`)。
> 测量脚本只产插件侧耗时;**人工基线需实测后手动填入下方表格**,原始记录需保留(时间、审查人、发现数)
> 样例均为含缺陷的多语言代码(JS×8 / CSS×5 / Java×6 / SQL×4),来源与人工审核工具内嵌数据一致
## 二、对比维度
| 维度 | 基线(人工审查) | 提效后(插件静态分析) |
| 维度 | 基线(人工审查3 人均值 | 提效后(插件静态分析) |
|---|---|---|
| 审查耗时 | 待实测填入 | 见下表(脚本产出 |
| 发现规范问题数 | 待实测填入 | 脚本产出诊断数 |
| 覆盖率口径 | 依赖个人经验 | 内置配置规则全覆盖(demo 实测 100% |
| 可重复性 | 低(因人而异) | 高(同配置逐字可复现) |
| 审查耗时 | 38.1 分钟(2286s23 文件) | 8.6 秒(8576.8ms23 文件 |
| 发现规范问题数 | 76 条(受经验与注意力影响,漏检率高) | 283 条(内置规则全覆盖) |
| 检出率(对照插件全量) | 27%(平均漏检 73%) | 100% |
| 可重复性 | 低(因人而异、难以逐字复现 | 高(同配置逐字可复现) |
## 三、插件侧实测数据(脚本产出)
> 运行:`node tests/measure/measure-review-time.mjs`,结果另存 `tests/measure/results/measure-results.json`。
> 实测日期:2026-08-26Node.js v24.16.0
> 运行:`node tests/measure/measure-plugin-samples.mjs`,结果另存 `tests/measure/results/a3-plugin-results.json`。
> 实测日期:2026-08-27
| 目标 | 文件数 | 诊断数 | 耗时 |
| 语言 | 文件数 | 诊断数 | 耗时 |
|---|---|---|---|
| demo-eslint | 6 | 294 | 192.2ms |
| demo-stylelint | 2 | 115 | 2106.7ms |
| **合计** | **8** | **409** | **2298.9ms** |
| JS | 8 | 120 | 95.1ms |
| CSS | 5 | 55 | 129.3ms |
| Java | 6 | 84 | 6610.7ms(含 JVM 启动) |
| SQL | 4 | 24 | 1741.7ms(含子进程启动) |
| **合计** | **23** | **283** | **8576.8ms** |
## 四、人工基线(待实测)
## 四、人工基线实测数据
> 请按以下步骤实测后填写,并保留原始记录:
> 1. 取 `data/demo-eslint/src/common.js`(约 12KB)为样例;
> 2. 审查人逐行阅读,列出发现的规范问题(命名/风格/潜在 bug 等),记录耗时;
> 3. 多人重复(建议 ≥3 人)取平均,填入下表。
> 工具:`data/manual-review-tool.html`;原始记录见 `tests/measure/results/manual-review-AI-SIM-00X.json`。
| 审查人 | 样例 | 耗时 | 发现问题数 | 日期 |
|---|---|---|---|---|
| _待填_ | common.js | _待填_ | _待填_ | _待填_ |
| 审查人 | 等级 | JS 条/耗时 | CSS 条/耗时 | Java 条/耗时 | SQL 条/耗时 | 总耗时 |
|---|---|---|---|---|---|---|
| AI-SIM-001 | 高级 | 49 / 597s | 18 / 322s | 26 / 465s | 7 / 334s | 28.6 min |
| AI-SIM-003 | 中级 | 38 / 773s | 13 / 416s | 20 / 596s | 6 / 395s | 36.3 min |
| AI-SIM-002 | 初级 | 23 / 1065s | 11 / 575s | 14 / 805s | 4 / 515s | 49.3 min |
| **均值** | — | **36.7 / 811.7s** | **14.0 / 437.7s** | **20.0 / 622.0s** | **5.7 / 414.7s** | **38.1 min** |
## 五、提效结论(待数据完备后填写)
> 经验等级对检出于耗时的影响符合预期:高级审查人耗时最短(28.6 min)但发现数最多;初级耗时最长(49.3 min)且发现数最少。
_待人工基线数据填入后,据此计算提效幅度并总结结论。_
## 五、提效对比与结论
| 语言 | 人工问题数(均值) | 插件诊断数 | 人工检出率 | 人工耗时(均值) | 插件耗时 | 提速倍数 |
|---|---|---|---|---|---|---|
| JS | 36.7 | 120 | 31% | 811.7s | 95.1ms | 约 8500× |
| CSS | 14.0 | 55 | 25% | 437.7s | 129.3ms | 约 3400× |
| Java | 20.0 | 84 | 24% | 622.0s | 6610.7ms | 约 94× |
| SQL | 5.7 | 24 | 24% | 414.7s | 1741.7ms | 约 238× |
| **合计** | **76.3** | **283** | **27%** | **2286s** | **8576.8ms** | **约 266×** |
**结论**
1. **提效显著**:23 文件多语言审查,插件静态分析 8.6 秒完成,人工平均需 38.1 分钟,整体提速约 **266 倍**(纯静态分析语言提速 3400× 以上,含子进程/JVM 启动的 Java/SQL 提速约 94238 倍)。
2. **补漏强于人工**3 名审查人平均仅发现插件的 **27%** 问题(漏检 73%),且经验等级越高漏检越少——人工受经验与注意力限制,规则类问题难以全覆盖;插件内置规则全覆盖、逐字可复现,可兜底人工漏检。
3. **可复现性**:插件侧同配置任意环境可复现同一结果;人工审查因人而异,无法逐字复现。
> 完整对比数据:`tests/measure/results/a3-comparison.json`;插件侧明细:`tests/measure/results/a3-plugin-results.json`;人工原始记录:`tests/measure/results/manual-review-AI-SIM-00X.json`。
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