最初的架构将状态以 JVM Heap 对象的形式存储在 TaskManager 的内存中。对于小规模数据集，这种方式效果良好，但随着状态大小的增长超出内存，将所有状态保存在内存中变得成本高昂且不稳定。

为了解决状态规模增长的问题，引入了一种利用本地磁盘的嵌入式状态后端。在这种方法中，状态内置于计算节点中（Task Manager），使用本地盘实现快速访问，同时通过定期的分布式文件系统（DFS）快照来保证一致性。

第二代：云原生存算分离状态（Flink 2.0）

核心架构创新
Apache Flink 2.0 引入 ForSt 存算分离状态后端代表 Flink 状态管理方式的根本转变：

无限且独立的状态容量：通过将分布式文件系统作为 active state 的主存储，系统实现了不受本地磁盘限制的无限状态容量。
高效轻量的 Checkpoint：以 DFS 为基础，ForSt 实现 active state 的工作目录与 checkpoint 目录之间共享物理文件，避免了在 Checkpointing 期间上传或拷贝大量文件，从而显著降低开销。
即时容错恢复和扩缩容：通过直接 DFS 访问，消除了状态下载延迟，实现即时作业恢复
平滑资源使用：远程 Compaction 服务将文件整理操作从核心数据处理链路中剥离，使得资源使用平滑稳定。
这种架构实现了真正意义上的独立可扩展性：处理能力可独立于状态大小进行调整，存储也可在不改变计算资源的情况下扩展，带来了显著的资源优化与高效利用。

Flink 2.0 架构深度解析

Flink 2.0 架构升级涵盖两个关键部分：

Runtime 层：异步执行模型
Runtime 层引入了异步执行模型，将状态访问与数据处理解耦，防止状态访问阻塞主线程。异步执行模型的引入主要为了解决因 active state 直接存储在远程 DFS 所带来的延迟变长执行性能下降的问题。Flink 2.0 引入的异步执行模型可以完全兼容 Flink 1.x 的语义和核心保障，并为现有应用提供平滑迁移路径。

上图中我们可以看到，远程 DFS（分布式文件系统）访问的速度大约比本地盘读取慢100倍。异步执行模型通过重新定义输入数据生命周期来解决这一问题，它将处理过程分为三个不同的阶段：

无状态数据处理：这是 CPU 密集型工作，在任务主线程中执行。
状态访问操作：这是 I/O 密集型工作，由独立的线程池处理。
状态访问后回调数据处理：这部分将 CPU 密集型工作返回给任务主线程。
Flink 2.0 引入异步执行控制器（AEC）负责协调上述复杂的流程，同时仍然保证流处理的可靠性：

保持按 Key 输入的 FIFO 顺序：为流处理的正确性奠定基础。
保持 exactly-once 处理语义：保持数据的一致性。
保持 event time 语义：确保时间处理的准确性。

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https://github.com/odelarrybode-tech/hsd/issues/218
https://github.com/angtommylang-boop/ywt/issues/207
https://github.com/rogeliohartmannmann-cpu/bnr/issues/222
https://github.com/ertmichelleebert-max/cpz/issues/217
https://github.com/dvmkohlerdvm-arch/8gu/issues/212
https://github.com/arveybrittanyharvey-arch/1re/issues/225
https://github.com/songlennrolfson-cmd/jop/issues/211
https://github.com/olivewildermanerman-prog/eg9/issues/210
https://github.com/ervhellerv-pixel/j8c/issues/209
https://github.com/glennleannonnnon-cmd/xy3/issues/208
https://github.com/mansaratillman-alt/vbl/issues/223
https://github.com/monisterrisimonis-design/zai/issues/217
https://github.com/samuelhansenansen-pixel/0oq/issues/208
https://github.com/bertsteresaroberts-svg/9sv/issues/214
https://github.com/hkecaseyleuschke-netizen/zyk/issues/219
https://github.com/nowevelynnienow-gif/0x0/issues/225
https://github.com/lynnlangworthorth-glitch/ahg/issues/224
https://github.com/trompebonyoconnelltromp-dot/w8r/issues/204
https://github.com/odelarrybode-tech/hsd/issues/217
https://github.com/camillekerlukeluke-blip/rup/issues/219
https://github.com/arveybrittanyharvey-arch/1re/issues/224
https://github.com/angtommylang-boop/ywt/issues/206
https://github.com/benhodkiewiczwicz-ops/h80/issues/216
https://github.com/ervhellerv-pixel/j8c/issues/208
https://github.com/rogeliohartmannmann-cpu/bnr/issues/221
https://github.com/glennleannonnnon-cmd/xy3/issues/207
https://github.com/ertmichelleebert-max/cpz/issues/216
https://github.com/dvmkohlerdvm-arch/8gu/issues/211
https://github.com/olivewildermanerman-prog/eg9/issues/209
https://github.com/songlennrolfson-cmd/jop/issues/210
https://github.com/monisterrisimonis-design/zai/issues/216
https://github.com/samuelhansenansen-pixel/0oq/issues/207
https://github.com/mansaratillman-alt/vbl/issues/222
https://github.com/bertsteresaroberts-svg/9sv/issues/213
https://github.com/nowevelynnienow-gif/0x0/issues/224
https://github.com/hkecaseyleuschke-netizen/zyk/issues/218
https://github.com/lynnlangworthorth-glitch/ahg/issues/223
https://github.com/odelarrybode-tech/hsd/issues/216
https://github.com/arveybrittanyharvey-arch/1re/issues/223
https://github.com/trompebonyoconnelltromp-dot/w8r/issues/203
https://github.com/camillekerlukeluke-blip/rup/issues/218
https://github.com/benhodkiewiczwicz-ops/h80/issues/215
https://github.com/ervhellerv-pixel/j8c/issues/207
https://github.com/angtommylang-boop/ywt/issues/205
https://github.com/olivewildermanerman-prog/eg9/issues/208
https://github.com/rogeliohartmannmann-cpu/bnr/issues/220
https://github.com/songlennrolfson-cmd/jop/issues/209
https://github.com/ertmichelleebert-max/cpz/issues/215
https://github.com/dvmkohlerdvm-arch/8gu/issues/210
https://github.com/glennleannonnnon-cmd/xy3/issues/206
https://github.com/mansaratillman-alt/vbl/issues/221
https://github.com/nowevelynnienow-gif/0x0/issues/223
https://github.com/bertsteresaroberts-svg/9sv/issues/212
https://github.com/samuelhansenansen-pixel/0oq/issues/206
https://github.com/monisterrisimonis-design/zai/issues/215
https://github.com/lynnlangworthorth-glitch/ahg/issues/222
https://github.com/hkecaseyleuschke-netizen/zyk/issues/217
https://github.com/odelarrybode-tech/hsd/issues/215
https://github.com/arveybrittanyharvey-arch/1re/issues/222
https://github.com/trompebonyoconnelltromp-dot/w8r/issues/202
https://github.com/camillekerlukeluke-blip/rup/issues/217
https://github.com/benhodkiewiczwicz-ops/h80/issues/214
https://github.com/ervhellerv-pixel/j8c/issues/206
https://github.com/angtommylang-boop/ywt/issues/204
https://github.com/olivewildermanerman-prog/eg9/issues/207
https://github.com/songlennrolfson-cmd/jop/issues/208
https://github.com/ertmichelleebert-max/cpz/issues/214
https://github.com/dvmkohlerdvm-arch/8gu/issues/209
https://github.com/glennleannonnnon-cmd/xy3/issues/205
https://github.com/nowevelynnienow-gif/0x0/issues/222
https://github.com/rogeliohartmannmann-cpu/bnr/issues/219
https://github.com/bertsteresaroberts-svg/9sv/issues/211
https://github.com/samuelhansenansen-pixel/0oq/issues/205
https://github.com/lynnlangworthorth-glitch/ahg/issues/221
https://github.com/mansaratillman-alt/vbl/issues/220
https://github.com/hkecaseyleuschke-netizen/zyk/issues/216
https://github.com/odelarrybode-tech/hsd/issues/214
https://github.com/arveybrittanyharvey-arch/1re/issues/221
https://github.com/monisterrisimonis-design/zai/issues/214
https://github.com/camillekerlukeluke-blip/rup/issues/216
https://github.com/ervhellerv-pixel/j8c/issues/205
https://github.com/benhodkiewiczwicz-ops/h80/issues/213
https://github.com/angtommylang-boop/ywt/issues/203
https://github.com/songlennrolfson-cmd/jop/issues/207
https://github.com/ertmichelleebert-max/cpz/issues/213
https://github.com/trompebonyoconnelltromp-dot/w8r/issues/201
https://github.com/dvmkohlerdvm-arch/8gu/issues/208
https://github.com/olivewildermanerman-prog/eg9/issues/206
https://github.com/rogeliohartmannmann-cpu/bnr/issues/218
https://github.com/glennleannonnnon-cmd/xy3/issues/204
https://github.com/nowevelynnienow-gif/0x0/issues/221
https://github.com/mansaratillman-alt/vbl/issues/219
https://github.com/samuelhansenansen-pixel/0oq/issues/204
https://github.com/bertsteresaroberts-svg/9sv/issues/210
https://github.com/lynnlangworthorth-glitch/ahg/issues/220
https://github.com/hkecaseyleuschke-netizen/zyk/issues/215
https://github.com/arveybrittanyharvey-arch/1re/issues/220
https://github.com/monisterrisimonis-design/zai/issues/213
https://github.com/odelarrybode-tech/hsd/issues/213
https://github.com/camillekerlukeluke-blip/rup/issues/215
https://github.com/ervhellerv-pixel/j8c/issues/204
https://github.com/angtommylang-boop/ywt/issues/202
https://github.com/ertmichelleebert-max/cpz/issues/212
https://github.com/dvmkohlerdvm-arch/8gu/issues/207
https://github.com/trompebonyoconnelltromp-dot/w8r/issues/200
https://github.com/benhodkiewiczwicz-ops/h80/issues/212
https://github.com/olivewildermanerman-prog/eg9/issues/205
https://github.com/songlennrolfson-cmd/jop/issues/206
https://github.com/nowevelynnienow-gif/0x0/issues/220
https://github.com/glennleannonnnon-cmd/xy3/issues/203
https://github.com/mansaratillman-alt/vbl/issues/218
https://github.com/rogeliohartmannmann-cpu/bnr/issues/217
https://github.com/lynnlangworthorth-glitch/ahg/issues/219
https://github.com/samuelhansenansen-pixel/0oq/issues/203
https://github.com/bertsteresaroberts-svg/9sv/issues/209
https://github.com/hkecaseyleuschke-netizen/zyk/issues/214
https://github.com/odelarrybode-tech/hsd/issues/212
https://github.com/monisterrisimonis-design/zai/issues/212
https://github.com/arveybrittanyharvey-arch/1re/issues/219
https://github.com/camillekerlukeluke-blip/rup/issues/214
https://github.com/angtommylang-boop/ywt/issues/201
https://github.com/dvmkohlerdvm-arch/8gu/issues/206
https://github.com/ervhellerv-pixel/j8c/issues/203
https://github.com/ertmichelleebert-max/cpz/issues/211
https://github.com/benhodkiewiczwicz-ops/h80/issues/211
https://github.com/nowevelynnienow-gif/0x0/issues/219
https://github.com/glennleannonnnon-cmd/xy3/issues/202
https://github.com/songlennrolfson-cmd/jop/issues/205
https://github.com/olivewildermanerman-prog/eg9/issues/204
https://github.com/trompebonyoconnelltromp-dot/w8r/issues/199
https://github.com/lynnlangworthorth-glitch/ahg/issues/218
https://github.com/mansaratillman-alt/vbl/issues/217
https://github.com/bertsteresaroberts-svg/9sv/issues/208
https://github.com/samuelhansenansen-pixel/0oq/issues/202
https://github.com/rogeliohartmannmann-cpu/bnr/issues/216
https://github.com/odelarrybode-tech/hsd/issues/211
https://github.com/arveybrittanyharvey-arch/1re/issues/218
https://github.com/monisterrisimonis-design/zai/issues/211
https://github.com/hkecaseyleuschke-netizen/zyk/issues/213
https://github.com/angtommylang-boop/ywt/issues/200
https://github.com/camillekerlukeluke-blip/rup/issues/213
https://github.com/dvmkohlerdvm-arch/8gu/issues/205