Rename ReflexScheduler to SenseScheduler, update all file names, imports, comments, test descriptions, and log source values. Fixes #202
12 KiB
RFC-002: Workflow Engine
Status: Draft Author: 小橘 🍊(NEKO Team) Date: 2026-04-22
1. 动机
RFC-001 定义了 Sense → Signal → Reflex 的无状态观测循环。当 Reflex 的 action 为 StartWorkflow 时,需要一个有状态的执行引擎来驱动多步骤工作流。本 RFC 定义 Workflow Engine 的完整设计。
2. 概念模型
Signal 循环 ──→ ThreadStart ──→ Thread 循环
(无状态,幂等,可合并) (有状态,顺序,Command Event 驱动)
│
Thread 产出 Log
(执行日志,供 retrospection)
2.1 核心概念
- Workflow:一个有状态工作流的定义,包含并发策略和溢出策略
- Thread:Workflow 的一次执行实例,有唯一
runId - Role:执行具体动作的角色,有副作用(调 API、改文件等)
- Moderator:在 Role 之间递话筒的调度逻辑(纯函数)
- CommandEvent:Thread 内部的事件流,驱动 Role 之间的流转
Role 和 Moderator 是 Workflow 的内部细节,不跨 Workflow 共享,不作为顶层扩展点。
2.2 与 Sense 循环的边界
| Signal 循环 | Thread 循环 | |
|---|---|---|
| 状态 | 无状态 | 有状态(事件溯源) |
| 幂等性 | 幂等、可合并、可丢弃 | 严格顺序、每个 event 必须响应 |
| 触发 | Reflex | Moderator 递话筒 |
| 产出 | Signal → Bus | Log → logs.db |
关键约束:Thread 产出的 Log 不能触发 Reflex(见 RFC-001 §2.4),只能被 Sense 的 compute 查询用于 retrospection。
3. 配置
# nerve.yaml
workflows:
cleanup:
concurrency: 1 # 同时最多 1 个 thread
overflow: drop # 已有活跃 thread 时丢弃新请求
execute-task:
concurrency: 10 # 可并行 10 个 thread
overflow: queue # 超出时排队
code-review:
concurrency: 3
overflow: queue
maxQueue: 20 # 队列上限,超出丢弃最旧请求
- concurrency:同时允许的最大活跃 Thread 数
- overflow:
drop:丢弃,适用于幂等操作(如 cleanup)queue:排队等待,适用于每次需要执行的操作
- maxQueue(仅
overflow: queue):队列上限,默认 100,超出丢弃最旧请求
不需要 throttle——触发频率由上游 Sense 的 throttle 控制。
4. 用户代码结构
~/.uncaged-nerve/
workflows/
cleanup/
index.ts # workflow 定义
code-review/
index.ts
4.1 Workflow 定义(用户代码)
// workflows/cleanup/index.ts
import type { WorkflowDefinition } from "@uncaged/nerve-daemon";
const workflow: WorkflowDefinition = {
roles: {
scanner: {
execute: async (prompt, ctx) => {
// 扫描需要清理的资源
const stale = await findStaleResources();
return { type: "scan_complete", resources: stale };
},
},
cleaner: {
execute: async (prompt, ctx) => {
// 执行清理
await deleteResources(prompt.resources);
return { type: "cleanup_done", count: prompt.resources.length };
},
},
},
moderate(thread, event) {
// 纯函数:决定下一步交给谁
if (event.type === "thread_start") {
return { role: "scanner", prompt: {} };
}
if (event.type === "scan_complete") {
if (event.resources.length === 0) return null; // 结束
return { role: "cleaner", prompt: { resources: event.resources } };
}
return null; // 结束
},
};
export default workflow;
4.2 类型定义
// 用户需要实现的接口
export type RoleExecuteFn = (
prompt: unknown,
ctx: WorkflowContext,
) => Promise<CommandEvent>;
export type Role = {
execute: RoleExecuteFn;
};
export type ModerateFn = (
thread: ThreadState,
event: CommandEvent,
) => ModerateResult | null; // null = thread 完成
export type ModerateResult = {
role: string;
prompt: unknown;
};
export type WorkflowDefinition = {
roles: Record<string, Role>;
moderate: ModerateFn;
};
export type WorkflowContext = {
runId: string;
workflowName: string;
log: (message: string) => void;
};
export type CommandEvent = {
type: string;
[key: string]: unknown;
};
export type ThreadState = {
runId: string;
events: CommandEvent[]; // 历史事件,供 moderate 做决策
};
5. 运行时架构
5.1 进程模型
同一个 workflow 的所有 thread 共享一个 worker 进程。concurrency 控制进程内的并发 async task 数。
nerve-engine (kernel)
├─ nerve-worker sense --group system (永驻)
├─ nerve-worker sense --group tasks (永驻)
├─ nerve-worker workflow --name cleanup (按需启动)
└─ nerve-worker workflow --name code-review (按需启动)
- 进程数 = workflow 种类数,不会膨胀
- 有活跃 thread 时启动,所有 thread 完成后退出(或保持待命
idleTimeout,默认 30s) - 崩溃后 engine respawn worker,从持久化状态恢复 thread
5.2 IPC 扩展
在现有 IPC 协议基础上扩展 workflow 相关消息:
// Parent → Workflow Worker
type StartThreadMessage = {
type: "start-thread";
runId: string;
workflow: string;
triggerPayload: unknown; // Reflex 传入的 signal payload
};
type ResumeThreadMessage = {
type: "resume-thread";
runId: string;
};
type ShutdownMessage = {
type: "shutdown";
};
// Workflow Worker → Parent
type ThreadEventMessage = {
type: "thread-event";
runId: string;
eventType: string; // queued, started, step_complete, completed, failed
payload: unknown;
};
type WorkflowReadyMessage = {
type: "ready";
};
type WorkflowErrorMessage = {
type: "error";
runId: string;
error: string;
};
5.3 Thread 生命周期
┌──────────────────────────────────────────┐
│ │
trigger ──→ queued ──→ started ──→ step_complete ──→ completed
│ ↑ │
│ └─────┘
│
└──→ failed
└──→ crashed (worker 崩溃)
- Reflex
StartWorkflow触发 → kernel 检查 concurrency - 有空位 → 状态
started,发start-thread给 worker - 超出 concurrency:
overflow: drop→ 丢弃,写droppedlogoverflow: queue→ 状态queued,等空位
- Worker 内部循环:
moderate → execute → moderate → execute → ... moderate返回null→completed- Role
execute抛异常 →failed - Worker 进程崩溃 → 所有活跃 thread 标记
crashed
5.4 Workflow Worker 内部实现
// workflow-worker.ts(engine 代码,不是用户代码)
async function runThread(
def: WorkflowDefinition,
runId: string,
triggerPayload: unknown,
sendToParent: (msg: WorkerToParentMessage) => void,
): Promise<void> {
const state: ThreadState = { runId, events: [] };
const ctx: WorkflowContext = {
runId,
workflowName,
log: (msg) => sendToParent({
type: "thread-event", runId, eventType: "step_complete", payload: { message: msg },
}),
};
// 初始事件
let event: CommandEvent = { type: "thread_start", ...triggerPayload };
while (true) {
state.events.push(event);
const next = def.moderate(state, event);
if (next === null) {
sendToParent({ type: "thread-event", runId, eventType: "completed", payload: null });
return;
}
const role = def.roles[next.role];
if (!role) {
sendToParent({ type: "error", runId, error: `Unknown role: ${next.role}` });
return;
}
event = await role.execute(next.prompt, ctx);
}
}
6. 持久化
6.1 事件溯源
Thread 状态以 append-only 事件流为 source of truth,写入统一的 logs.db:
-- logs 表(已存在于 RFC-001),source = "workflow"
-- type 取值:queued, started, step_complete, completed, failed, crashed, dropped
6.2 物化表
为避免每次查活跃 workflow 都扫描全表,维护一张物化表,在写 log 的同一事务中 UPSERT:
CREATE TABLE workflow_runs (
run_id TEXT PRIMARY KEY,
workflow TEXT NOT NULL,
status TEXT NOT NULL, -- queued, started, completed, failed, crashed
ts INTEGER NOT NULL
);
CREATE INDEX idx_workflow_runs_status ON workflow_runs(status);
CREATE INDEX idx_workflow_runs_workflow ON workflow_runs(workflow);
写入流程(同一事务):
BEGIN;
INSERT INTO logs (source, type, ref_id, payload, ts)
VALUES ('workflow', 'started', 'run-7', '{}', 1001);
INSERT OR REPLACE INTO workflow_runs (run_id, workflow, status, ts)
VALUES ('run-7', 'cleanup', 'started', 1001);
COMMIT;
物化表是 logs 的派生数据——数据丢失时可从 logs 重建。
6.3 崩溃恢复
Worker 重启时:
- 查
workflow_runs WHERE status IN ('queued', 'started') queued→ 重新排队started→ 从 logs 重建ThreadState(事件列表),resume
幂等 workflow(overflow: drop)直接标记 crashed 重新来。
7. Kernel 扩展
7.1 WorkflowManager
Kernel 新增 WorkflowManager 组件:
export type WorkflowManager = {
/** 触发一个 workflow(来自 Reflex) */
startWorkflow: (workflowName: string, payload: unknown) => void;
/** 获取活跃 thread 数 */
activeCount: (workflowName: string) => number;
/** 获取队列长度 */
queueLength: (workflowName: string) => number;
/** 停止所有 workflow */
stop: () => Promise<void>;
};
7.2 Sense Scheduler 扩展
当前 SenseScheduler 只处理 kind: "sense" 的 reflex。扩展为同时处理 kind: "workflow":
// sense-scheduler.ts 扩展
if (reflex.kind === "workflow") {
const workflowName = reflex.workflow;
if (reflex.on !== null && reflex.on.length > 0) {
const watchedSenses = new Set(reflex.on);
const unsub = bus.subscribe((signal) => {
if (watchedSenses.has(signal.senseId)) {
workflowManager.startWorkflow(workflowName, signal.payload);
}
});
unsubscribers.push(unsub);
}
}
7.3 热更新
| 变化 | 处理 |
|---|---|
| workflow ts 文件修改 | drain(等活跃 thread 完成,drainTimeout 后 force kill + 标记 crashed)→ respawn |
| nerve.yaml workflow 配置修改 | 更新 concurrency/overflow,不重启 worker |
| 新增 workflow | 下次触发时按需启动 worker |
| 删除 workflow | drain + 移除 |
8. 实现计划
Phase 1:核心类型与 WorkflowManager 骨架
packages/core/src/types.ts— 扩展 workflow 相关类型(WorkflowDefinition、ThreadState、CommandEvent、ModerateResult等)packages/daemon/src/ipc.ts— 扩展 IPC 消息类型(StartThreadMessage、ThreadEventMessage等)packages/daemon/src/workflow-manager.ts— WorkflowManager 实现(并发控制、队列管理、thread 生命周期)packages/daemon/src/workflow-worker.ts— Workflow worker 进程(加载用户代码、运行 moderate/execute 循环)packages/daemon/src/log-store.ts— 扩展 LogStore,添加workflow_runs物化表 + 查询方法- 单元测试覆盖:并发控制、队列溢出、thread 生命周期
Phase 2:Kernel 集成
packages/daemon/src/kernel.ts— 集成 WorkflowManager,处理 workflow worker 的生命周期packages/daemon/src/sense-scheduler.ts— 扩展支持kind: "workflow"的 reflex- 集成测试:Sense signal → SenseScheduler → Workflow 全链路
Phase 3:崩溃恢复与热更新
- Worker crash recovery — 从持久化状态恢复 thread
- 热更新 — workflow 代码变更时 drain + respawn
- nerve.yaml workflow 配置变更的增量更新
Phase 4:CLI 与用户体验
nerve workflow list— 查看活跃 workflownerve workflow inspect <runId>— 查看 thread 详情nerve workflow trigger <name>— 手动触发- scaffold 模板 —
nerve init workflow <name>