diff --git a/specs/mvp/mvp_roadmap_v2.md b/specs/mvp/mvp_roadmap_v2.md new file mode 100644 index 0000000..36bde09 --- /dev/null +++ b/specs/mvp/mvp_roadmap_v2.md @@ -0,0 +1,130 @@ +渐进的 AI Infrastructure 演进路线图。从最初的单机脚本执行，到最终的智能化运维平台 + +对应架构演进图，设计**基于 Native Ray Cluster 与 Verl 框架的 AI Infra Roadmap 设计文档**。 + +--- + +### **项目代号：AI Infra Roadmap (Native Ray + Verl)** + +#### **阶段一：核心内核构建 (Foundation & Core Execution)** + +这一阶段主要解决“能不能跑”的问题，聚焦于核心计算引擎的对接和基础任务调度。 + +* **v1.1: 原型验证 (Verl Task Spec & Ray Job)** + * **核心功能**：实现了最基础的任务提交链路。 + * **组件**： + * **Ray Job Tool (Ray Client)**：作为客户端工具。 + * **VerlTaskSpec YAML**：定义任务的标准配置文件。 + * **Multi-Verl Code Path**：支持多代码路径。 + + * **基础设施**：Handmade Ray Cluster（手工搭建的 Ray 集群）。 + * **目标**：验证 Verl 框架与 Ray 的基本交互。 + + +* **v2.0: 任务管理层 (Task Management)** + * **核心功能**：引入了服务化管理，不再单纯依赖命令行工具。 + * **新增组件**： + * **API Server**：提供统一的接口层。 + * **Task Management**：实现了任务队列 (Queue)、映射 (Map) 和重试/重新提交 (Resubmit) 机制。 + + + * **基础设施**：仍运行在 Handmade Ray Cluster 上。 + + +* **v2.5: 资源与用户管理 (User & Node Management)** + * **核心功能**：从“手工集群”迈向“自动化集群”，并增加了多租户基础。 + * **新增组件**： + * **User Management**：用户权限与身份管理。 + * **Node Management**：核心升级点。支持通过 SSH 管理节点池，实现 Auto-managed Ray Cluster（自动管理的 Ray 集群），不再手动维护。 + + + * **演进**：基础设施层由 Handmade 变为 SSH Node (Auto Managed)。 + + + +--- + +### **阶段二：产品化与服务化 (Productization & Serving)** + +这一阶段主要解决“好不好用”的问题，发布了第一个正式版本，并扩展了业务场景。 + +* **v3.0: 正式发布版 (Frontend & Data Management)** * **里程碑**：**1st Version to Release!!** (首个对外发布版本) + * **核心功能**：完整的前后端分离，闭环了用户的数据流。 + * **新增组件**： + * **WebUI**：提供可视化的用户界面。 + * **Data Management (SFTPGo)**：集成了 SFTPGo，解决用户训练数据、代码的上传与下载问题。 + + + * **价值**：用户可以通过 Web 界面完成从数据上传到任务提交的全流程。 + + +* **v3.5: 定制化与推理服务 (Customized Task & Serving)** + * **核心功能**：支持更复杂的训练需求和模型推理。 + * **新增组件**： + * **Model Serving**：不仅能训练，还能部署模型服务。 + * **Customized VerlTaskSpec YAML**：支持自定义参数 (Param)、奖励函数 (Reward)、Verl 代码等。 + + + * **价值**：从单一的训练平台扩展为“训练+推理”的一体化平台，且支持算法工程师深度定制实验参数。 + + + +--- + +### **阶段三：可观测性体系 (Observability)** + +这一阶段主要解决“看得清”的问题，确保系统的稳定性和模型训练的可追踪性。 + +* **v4.0: 系统级可观测性 (System Observability)** + * **核心功能**：建立完整的基础设施监控。 + * **新增组件**： + * **Prometheus**：指标采集。 + * **Grafana**：监控大盘展示。 + * **Alert**：告警系统。 + * **ELK**：日志收集与分析 (Elasticsearch, Logstash, Kibana)。 + + + * **基础设施升级**：在 SSH Node 上部署了 **Exporter**，用于采集节点层面的 metrics。 + + +* **v4.5: 实验级可观测性 (ML Observability)** + * **核心功能**：专注于模型训练过程的指标追踪。 + * **新增组件**： + * **Weight & Bias (WanB)**：集成专业的 ML 实验追踪工具，用于记录 Loss、Accuracy 等训练指标。 + + + + + +--- + +### **阶段四：智能化运维 (Operability & Intelligence)** + +这一阶段主要解决“自动化”的问题，引入 AI 来管理 AI 平台。 + +* **v5.0: 智能运维闭环 (Statistics, SOP, Agent)** + * **核心功能**：通过数据统计和 Agent 实现平台的自动化治理。 + * **新增组件**： + * **Statistics**：平台维度的统计分析（资源利用率、任务成功率等）。 + * **SOP Tools**：标准作业程序工具化（自动化运维脚本）。 + * **Agent**：智能体。可能用于自动故障诊断、资源自动调度优化或交互式助手。 + + + * **愿景**：打造一个具备自我管理、自我修复能力的 AI 基础设施平台。 + + + +--- + +### **架构层级总结** + +| 层级 | 关键组件/技术 | +| --- | --- | +| **接入层 (Frontend/API)** | WebUI, API Server, User Management | +| **调度与编排 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