feat(complexity): 新增 AUTO·由模型判断 复杂度档位 (tsk_zacmwH3chZpG)
新建任务时除手选 hard/medium/easy 外,新增 AUTO 档:先以 medium 落库 占位,建任务后异步用 sonnet 起一次轻量分类调用回填三档结果并记录理由, 不阻塞建任务返回;模型不可用/解析失败一律兜底 medium,绝不报错。 - web 看板:复杂度 seg 增加第四档 AUTO(默认选中,cyan 样式),提交 complexity='auto' - src/api/server.ts:POST tasks 接受 'auto' → medium 占位 + 异步 classify 回填(可注入 classify 测试) - src/executor/classify.ts(新增):buildClassifyPrompt/parseClassification/classifyComplexity 复用 cc.ts/models.ts,sonnet 省额度,无工具、限轮限时 - src/executor/models.ts:pickClassifierModel(复用 executor easy 档 + MAESTRO_MODEL_EASY 覆盖) - src/store/store.ts:applyAutoComplexity 回填复杂度+重置状态+理由入产出字段+广播 task.updated - test/classify.test.ts:解析映射/兜底、prompt、回填、建任务集成(13 例) Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
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-3
@@ -7,6 +7,7 @@ import type { TaskStatus } from '../model/status.js';
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import type { Project, Autonomy } from '../model/types.js';
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import { syncProject, hasTodoJson } from '../sync/todo-sync.js';
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import { resolvedExecutorModels } from '../executor/models.js';
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import { classifyComplexity, type ClassifierFn } from '../executor/classify.js';
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import { mergeBranch } from '../executor/merge.js';
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import { git, removeWorktree } from '../executor/worktree.js';
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import { resolveLogo, LOGO_MIME } from './logo.js';
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@@ -23,6 +24,8 @@ export interface ApiOptions {
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logger?: boolean;
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/** Claude 订阅额度查询(测试注入;默认直连 OAuth usage API,60s 缓存) */
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getUsage?: () => Promise<UsageInfo | null>;
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/** AUTO 复杂度分类器(测试注入;默认 classifyComplexity,用 sonnet 起一次轻量调用) */
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classify?: ClassifierFn;
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}
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/**
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@@ -31,6 +34,7 @@ export interface ApiOptions {
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*/
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export function buildServer(opts: ApiOptions): FastifyInstance {
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const { store } = opts;
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const classify = opts.classify ?? ((title, description, cwd) => classifyComplexity(title, description, { cwd }));
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const app = Fastify({ logger: opts.logger ?? false });
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// Store 错误 → 400(业务校验),其余 → 500
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@@ -152,13 +156,23 @@ export function buildServer(opts: ApiOptions): FastifyInstance {
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const { id } = req.params as { id: string };
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const b = req.body as Record<string, unknown>;
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if (!b?.title) throw new StoreError('title 必填');
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if (!isComplexity(b.complexity)) throw new StoreError('complexity 必须是 hard|medium|easy');
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return store.createTask({
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projectId: id, title: String(b.title), complexity: b.complexity as Complexity,
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// 'auto' = 由模型判定:先以 medium 落库占位,建任务后异步回填(不阻塞返回)
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const auto = b.complexity === 'auto';
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if (!auto && !isComplexity(b.complexity)) throw new StoreError('complexity 必须是 auto|hard|medium|easy');
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const task = store.createTask({
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projectId: id, title: String(b.title), complexity: auto ? 'medium' : (b.complexity as Complexity),
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parentId: b.parentId ? String(b.parentId) : null,
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priority: b.priority === undefined ? undefined : Number(b.priority),
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deps: Array.isArray(b.deps) ? (b.deps as string[]) : undefined,
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});
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if (auto) {
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// 异步分类回填:classifyComplexity 自身永不抛错(失败兜底 medium),外层再兜一层防御
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const cwd = store.getProject(id)?.repoPath ?? process.cwd();
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void classify(task.title, undefined, cwd)
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.then(({ complexity, reason }) => store.applyAutoComplexity(task.id, complexity, reason))
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.catch((e: unknown) => app.log.error(`任务 ${task.id} AUTO 复杂度分类失败(保留占位 medium):${(e as Error).message}`));
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}
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return task;
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});
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app.get('/api/tasks/:id', (req) => {
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@@ -0,0 +1,97 @@
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import { nanoid } from 'nanoid';
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import type { Complexity } from '../model/complexity.js';
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import { isComplexity } from '../model/complexity.js';
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import { runClaude } from './cc.js';
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import { pickClassifierModel } from './models.js';
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/** AUTO 复杂度判定结果:三档之一 + 一句理由(供用户复核) */
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export interface Classification {
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complexity: Complexity;
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reason: string;
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}
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/**
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* 分类器函数签名(server 注入点;测试传 mock,生产传 classifyComplexity 封装)。
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* 永不抛错:一切失败折叠成兜底 medium。
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*/
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export type ClassifierFn = (title: string, description: string | undefined, cwd: string) => Promise<Classification>;
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/** 解析失败 / 模型不可用时的兜底档 */
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const FALLBACK: Complexity = 'medium';
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const CLASSIFY_MAX_TURNS = 2;
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const CLASSIFY_TIMEOUT_MS = 60_000; // 60s:一次轻量文本判定,超时即兜底
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/** 组装分类提示词:给出三档判据,要求只回 COMPLEXITY + REASON 两行。 */
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export function buildClassifyPrompt(title: string, description?: string): string {
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return [
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'你是任务复杂度分级助手。请根据下述任务,判定它属于 hard / medium / easy 中的哪一档。',
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'',
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'## 三档判据',
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'- easy:单文件或少量机械改动,无需设计、无未知项(如改文案、调参数、加日志)。',
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'- medium:需要先写改动方案、会跨几处文件,但范围清晰、无需拆解成多个子任务。',
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'- hard:需要拆解成多个子任务,跨模块/跨子系统,或存在明显未知项与设计取舍。',
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'',
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'## 任务',
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`标题:${title}`,
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`说明:${description?.trim() || '(无)'}`,
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'',
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'## 输出格式(严格两行,不要任何多余内容、不要使用工具)',
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'COMPLEXITY: <hard|medium|easy>',
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'REASON: <一句话理由>',
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].join('\n');
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}
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/**
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* 解析模型输出为三档 + 理由:
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* - 取最后一个匹配 `COMPLEXITY: hard|medium|easy` 的值(大小写/空白宽容);
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* - REASON 取第一行匹配;
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* - 解析不到合法档位 → 兜底 medium(理由说明原因,绝不抛错)。
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*/
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export function parseClassification(text: string): Classification {
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let complexity: Complexity | null = null;
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const re = /COMPLEXITY:\s*(hard|medium|easy)/gi;
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for (let m = re.exec(text); m !== null; m = re.exec(text)) {
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complexity = m[1].toLowerCase() as Complexity;
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}
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const rm = text.match(/REASON:\s*(.+)/i);
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const reason = rm ? rm[1].trim() : '';
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if (!complexity || !isComplexity(complexity)) {
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return {
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complexity: FALLBACK,
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reason: reason
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? `无法解析复杂度档位,兜底 ${FALLBACK}(模型原话:${reason})`
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: `无法解析模型判定,兜底 ${FALLBACK}`,
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};
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}
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return { complexity, reason: reason || '(模型未给出理由)' };
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}
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/**
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* 生产分类器:复用 cc.ts 起一次轻量 headless CC(sonnet 省额度),无工具、限轮限时。
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* 解析失败 / 超时 / 模型不可用 → 兜底 medium,永不抛错。
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*/
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export async function classifyComplexity(
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title: string,
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description: string | undefined,
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opts: { cwd: string },
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): Promise<Classification> {
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try {
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const cc = await runClaude({
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prompt: buildClassifyPrompt(title, description),
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cwd: opts.cwd,
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model: pickClassifierModel(),
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runId: `classify_${nanoid(10)}`,
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maxTurns: CLASSIFY_MAX_TURNS,
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timeoutMs: CLASSIFY_TIMEOUT_MS,
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permissionMode: 'default',
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allowedTools: [], // 纯文本判定,不需要任何工具
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});
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if (!cc.ok || !cc.finalText.trim()) {
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return { complexity: FALLBACK, reason: `模型未产出有效判定,兜底 ${FALLBACK}${cc.error ? `(${cc.error})` : ''}` };
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}
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return parseClassification(cc.finalText);
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} catch (e) {
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return { complexity: FALLBACK, reason: `分类调用异常,兜底 ${FALLBACK}:${(e as Error).message}` };
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}
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}
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@@ -45,6 +45,15 @@ export function resolvedExecutorModels(project: Project): Record<Complexity, str
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return out;
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}
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/**
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* AUTO 复杂度分类器用的模型:复用 executor easy 档(claude-sonnet,省额度),
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* env MAESTRO_MODEL_EASY 可覆盖。单次轻量调用,不走 project.model。
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*/
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export function pickClassifierModel(): string {
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const [env, fallback] = MODEL_TABLE.executor.easy;
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return process.env[env]?.trim() || fallback;
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}
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/** 错误信息是否像“模型不可用”(not_found / invalid / permission 等模式 + 提到 model) */
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export function isModelError(msg: string): boolean {
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if (!/model/i.test(msg)) return false;
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@@ -375,6 +375,40 @@ export class Store {
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return this.getTask(taskId)!;
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}
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/**
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* AUTO 复杂度回填:模型判定后设置任务复杂度并记录判定理由(建任务时占位 medium,此处异步回填)。
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* - 判定档与占位不同且仍可改(COMPLEXITY_EDITABLE)→ 改复杂度 + 重置状态(同 patchTask 落位逻辑,含依赖);
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* - 理由写入该复杂度对应产出字段(hard→plan / medium→spec / easy→operations)的备注,仅在该字段为空时写,避免覆盖;
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* - 始终广播 task.updated(payload 带判定档与理由),便于看板/用户复核。
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*/
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applyAutoComplexity(taskId: string, complexity: Complexity, reason: string): Task {
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const row = this.getTaskRow(taskId);
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if (!row) throw new StoreError(`任务不存在: ${taskId}`);
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const cur = row.status as TaskStatus;
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let statusChange: { from: TaskStatus; to: TaskStatus } | null = null;
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if (complexity !== row.complexity && COMPLEXITY_EDITABLE.has(cur)) {
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const to = this.resolveReady(row, initialNextStatus(complexity));
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this.db.prepare(`UPDATE tasks SET complexity = ?, status = ?, updated_at = ? WHERE id = ?`)
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.run(complexity, to, now(), taskId);
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if (to !== cur) statusChange = { from: cur, to };
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}
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// 理由写入对应产出字段(仅当为空),便于用户与执行 agent 复核
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const field = complexity === 'hard' ? 'plan' : complexity === 'medium' ? 'spec' : 'operations';
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const fresh = this.getTaskRow(taskId)!;
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if (!fresh[field]) {
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const note = `> AUTO·模型判定复杂度:${complexity}\n> 理由:${reason}`;
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this.db.prepare(`UPDATE tasks SET ${field} = ?, updated_at = ? WHERE id = ?`).run(note, now(), taskId);
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}
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this.emit(row.project_id, taskId, 'task.updated', { auto: 'classify', complexity, reason });
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if (statusChange) {
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this.emit(row.project_id, taskId, 'status.changed', { ...statusChange, reason: 'complexity.auto-classified' });
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}
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return this.getTask(taskId)!;
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}
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// ---------- 旧 todo 来源映射(sync 引擎用) ----------
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setSourceRef(taskId: string, ref: string): void {
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const row = this.getTaskRow(taskId);
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@@ -0,0 +1,188 @@
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import { test } from 'node:test';
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import assert from 'node:assert/strict';
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import { buildClassifyPrompt, parseClassification, type ClassifierFn } from '../src/executor/classify.js';
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import { Store } from '../src/store/index.js';
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import { buildServer } from '../src/api/server.js';
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import type { Event } from '../src/model/types.js';
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function freshStore(): Store {
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return new Store(':memory:');
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}
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// ---------- parseClassification(映射 + 兜底) ----------
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test('parseClassification:三档正常映射 + 取理由', () => {
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for (const c of ['hard', 'medium', 'easy'] as const) {
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const r = parseClassification(`COMPLEXITY: ${c}\nREASON: 因为如此`);
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assert.equal(r.complexity, c);
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assert.equal(r.reason, '因为如此');
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}
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});
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test('parseClassification:大小写/空白宽容', () => {
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const r = parseClassification(' complexity: HARD \nreason: 跨模块 ');
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assert.equal(r.complexity, 'hard');
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assert.equal(r.reason, '跨模块');
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});
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test('parseClassification:多个 COMPLEXITY 取最后一个', () => {
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const r = parseClassification('COMPLEXITY: easy\n改判\nCOMPLEXITY: hard\nREASON: 复查后升级');
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assert.equal(r.complexity, 'hard');
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});
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test('parseClassification:噪声/非法 → 兜底 medium', () => {
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for (const noise of ['', '我也不知道', 'COMPLEXITY: trivial\nREASON: 乱写', '随便聊聊']) {
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const r = parseClassification(noise);
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assert.equal(r.complexity, 'medium', `输入「${noise}」应兜底 medium`);
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assert.ok(r.reason.length > 0);
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}
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});
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test('parseClassification:有档无理由 → 给占位理由', () => {
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const r = parseClassification('COMPLEXITY: easy');
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assert.equal(r.complexity, 'easy');
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assert.ok(r.reason.includes('未给出'));
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});
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// ---------- buildClassifyPrompt ----------
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test('buildClassifyPrompt:含三档判据 + 标题/说明 + 输出格式', () => {
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const p = buildClassifyPrompt('改个文案', '把按钮文字改一下');
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assert.match(p, /easy/);
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assert.match(p, /medium/);
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assert.match(p, /hard/);
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assert.match(p, /改个文案/);
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assert.match(p, /把按钮文字改一下/);
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assert.match(p, /COMPLEXITY:/);
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assert.match(p, /REASON:/);
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});
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test('buildClassifyPrompt:无说明时占位', () => {
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const p = buildClassifyPrompt('只有标题');
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assert.match(p, /说明:(无)/);
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});
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// ---------- Store.applyAutoComplexity(回填) ----------
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test('applyAutoComplexity:medium 占位 → 回填 hard,状态重置 analyzing + 理由入 plan', () => {
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const s = freshStore();
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const events: Event[] = [];
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s.subscribe((e) => events.push(e));
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const p = s.createProject({ name: 'a', repoPath: '/tmp/a-' + Math.random() });
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const t = s.createTask({ projectId: p.id, title: 'x', complexity: 'medium' }); // speccing
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assert.equal(t.status, 'speccing');
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const u = s.applyAutoComplexity(t.id, 'hard', '需要跨模块拆解');
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assert.equal(u.complexity, 'hard');
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assert.equal(u.status, 'analyzing');
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assert.match(u.plan ?? '', /需要跨模块拆解/);
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// 广播了带理由的 task.updated + status.changed
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const upd = events.filter((e) => e.type === 'task.updated' && e.payload.auto === 'classify').at(-1);
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assert.equal(upd?.payload.complexity, 'hard');
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assert.equal(upd?.payload.reason, '需要跨模块拆解');
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assert.ok(events.some((e) => e.type === 'status.changed' && e.payload.to === 'analyzing'));
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s.close();
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});
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test('applyAutoComplexity:回填 easy → 状态重置 ready + 理由入 operations', () => {
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const s = freshStore();
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const p = s.createProject({ name: 'b', repoPath: '/tmp/b-' + Math.random() });
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const t = s.createTask({ projectId: p.id, title: 'y', complexity: 'medium' });
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const u = s.applyAutoComplexity(t.id, 'easy', '单文件机械改动');
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assert.equal(u.complexity, 'easy');
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assert.equal(u.status, 'ready');
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assert.match(u.operations ?? '', /单文件机械改动/);
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s.close();
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});
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test('applyAutoComplexity:判定仍是 medium → 不变状态但记录理由 + 广播', () => {
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const s = freshStore();
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const events: Event[] = [];
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s.subscribe((e) => events.push(e));
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const p = s.createProject({ name: 'c', repoPath: '/tmp/c-' + Math.random() });
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const t = s.createTask({ projectId: p.id, title: 'z', complexity: 'medium' });
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const u = s.applyAutoComplexity(t.id, 'medium', '范围清晰、跨几处');
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assert.equal(u.complexity, 'medium');
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assert.equal(u.status, 'speccing'); // 未变
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assert.match(u.spec ?? '', /范围清晰/);
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assert.ok(events.some((e) => e.type === 'task.updated' && e.payload.auto === 'classify'));
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// medium===medium,不应产生 status.changed
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assert.ok(!events.some((e) => e.type === 'status.changed'));
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s.close();
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});
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// ---------- 建任务集成(complexity='auto') ----------
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/** 等待一次满足条件的事件(带超时,避免测试挂死) */
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function waitFor(store: Store, pred: (e: Event) => boolean, ms = 2000): Promise<Event> {
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||||
return new Promise((resolve, reject) => {
|
||||
const timer = setTimeout(() => { off(); reject(new Error('等待事件超时')); }, ms);
|
||||
const off = store.subscribe((e) => {
|
||||
if (pred(e)) { clearTimeout(timer); off(); resolve(e); }
|
||||
});
|
||||
});
|
||||
}
|
||||
|
||||
test('POST tasks complexity=auto:先 medium 落库,模型判定后异步回填 hard', async () => {
|
||||
const s = freshStore();
|
||||
const p = s.createProject({ name: 'srv', repoPath: '/tmp/srv-' + Math.random() });
|
||||
const classify: ClassifierFn = async (title) => {
|
||||
assert.equal(title, '拆个大功能');
|
||||
return { complexity: 'hard', reason: '跨子系统、有未知项' };
|
||||
};
|
||||
const app = buildServer({ store: s, classify });
|
||||
|
||||
const backfilled = waitFor(s, (e) => e.type === 'task.updated' && e.payload.auto === 'classify');
|
||||
const res = await app.inject({
|
||||
method: 'POST', url: `/api/projects/${p.id}/tasks`,
|
||||
payload: { title: '拆个大功能', complexity: 'auto' },
|
||||
});
|
||||
assert.equal(res.statusCode, 200);
|
||||
const created = res.json();
|
||||
assert.equal(created.complexity, 'medium'); // 占位
|
||||
assert.equal(created.status, 'speccing');
|
||||
|
||||
await backfilled;
|
||||
const after = s.getTask(created.id);
|
||||
assert.equal(after?.complexity, 'hard'); // 已回填
|
||||
assert.equal(after?.status, 'analyzing');
|
||||
assert.match(after?.plan ?? '', /跨子系统/);
|
||||
await app.close();
|
||||
s.close();
|
||||
});
|
||||
|
||||
test('POST tasks complexity=auto:模型不可用(兜底 medium)仍建成功且为 medium', async () => {
|
||||
const s = freshStore();
|
||||
const p = s.createProject({ name: 'srv2', repoPath: '/tmp/srv2-' + Math.random() });
|
||||
// 模拟 classifyComplexity 内部兜底:返回 medium
|
||||
const classify: ClassifierFn = async () => ({ complexity: 'medium', reason: '模型不可用,兜底 medium' });
|
||||
const app = buildServer({ store: s, classify });
|
||||
|
||||
const backfilled = waitFor(s, (e) => e.type === 'task.updated' && e.payload.auto === 'classify');
|
||||
const res = await app.inject({
|
||||
method: 'POST', url: `/api/projects/${p.id}/tasks`,
|
||||
payload: { title: '不确定的任务', complexity: 'auto' },
|
||||
});
|
||||
assert.equal(res.statusCode, 200);
|
||||
assert.equal(res.json().complexity, 'medium');
|
||||
|
||||
await backfilled;
|
||||
const after = s.getTask(res.json().id);
|
||||
assert.equal(after?.complexity, 'medium');
|
||||
assert.match(after?.spec ?? '', /兜底 medium/);
|
||||
await app.close();
|
||||
s.close();
|
||||
});
|
||||
|
||||
test('POST tasks:非法 complexity(非 auto/三档)被拒 400', async () => {
|
||||
const s = freshStore();
|
||||
const p = s.createProject({ name: 'srv3', repoPath: '/tmp/srv3-' + Math.random() });
|
||||
const app = buildServer({ store: s, classify: async () => ({ complexity: 'medium', reason: '' }) });
|
||||
const res = await app.inject({
|
||||
method: 'POST', url: `/api/projects/${p.id}/tasks`,
|
||||
payload: { title: 't', complexity: 'trivial' },
|
||||
});
|
||||
assert.equal(res.statusCode, 400);
|
||||
await app.close();
|
||||
s.close();
|
||||
});
|
||||
+2
-1
@@ -122,8 +122,9 @@
|
||||
<div class="form-row">
|
||||
<label>复杂度 <span class="req">*</span>
|
||||
<span class="seg" id="cplxSeg">
|
||||
<input type="radio" name="complexity" value="auto" id="cx-a" checked><label for="cx-a" class="seg-a" title="由模型判断复杂度">AUTO</label>
|
||||
<input type="radio" name="complexity" value="hard" id="cx-h"><label for="cx-h" class="seg-h">HARD</label>
|
||||
<input type="radio" name="complexity" value="medium" id="cx-m" checked><label for="cx-m" class="seg-m">MEDIUM</label>
|
||||
<input type="radio" name="complexity" value="medium" id="cx-m"><label for="cx-m" class="seg-m">MEDIUM</label>
|
||||
<input type="radio" name="complexity" value="easy" id="cx-e"><label for="cx-e" class="seg-e">EASY</label>
|
||||
</span>
|
||||
</label>
|
||||
|
||||
@@ -369,6 +369,7 @@ textarea { resize: vertical; min-height: 72px; width: 100%; }
|
||||
}
|
||||
.seg label + input + label, .seg input + label { border-left: 0; }
|
||||
.seg label:not(:first-of-type) { border-left: 1px solid var(--line); }
|
||||
.seg input:checked + label.seg-a { background: var(--cyan-dim); color: var(--cyan); }
|
||||
.seg input:checked + label.seg-h { background: var(--red-dim); color: var(--red); }
|
||||
.seg input:checked + label.seg-m { background: var(--amber-dim); color: var(--amber); }
|
||||
.seg input:checked + label.seg-e { background: var(--green-dim); color: var(--green); }
|
||||
|
||||
Reference in New Issue
Block a user