最初的架構將狀態以 JVM Heap 對象的形式存儲在 TaskManager 的內存中。對于小規模數據集，這種方式效果良好，但隨著狀態大小的增長超出內存，將所有狀態保存在內存中變得成本高昂且不穩定。

為了解決狀態規模增長的問題，引入了一種利用本地磁盤的嵌入式狀態后端。在這種方法中，狀態內置于計算節點中（Task Manager），使用本地盤實現快速訪問，同時通過定期的分布式文件系統（DFS）快照來保證一致性。

第二代：云原生存算分離狀態（Flink 2.0）

核心架構創新
Apache Flink 2.0 引入 ForSt 存算分離狀態后端代表 Flink 狀態管理方式的根本轉變：

無限且獨立的狀態容量：通過將分布式文件系統作為 active state 的主存儲，系統實現了不受本地磁盤限制的無限狀態容量。
高效輕量的 Checkpoint：以 DFS 為基礎，ForSt 實現 active state 的工作目錄與 checkpoint 目錄之間共享物理文件，避免了在 Checkpointing 期間上傳或拷貝大量文件，從而顯著降低開銷。
即時容錯恢復和擴縮容：通過直接 DFS 訪問，消除了狀態下載延遲，實現即時作業恢復
平滑資源使用：遠程 Compaction 服務將文件整理操作從核心數據處理鏈路中剝離，使得資源使用平滑穩定。
這種架構實現了真正意義上的獨立可擴展性：處理能力可獨立于狀態大小進行調整，存儲也可在不改變計算資源的情況下擴展，帶來了顯著的資源優化與高效利用。

Flink 2.0 架構深度解析

Flink 2.0 架構升級涵蓋兩個關鍵部分：

Runtime 層：異步執行模型
Runtime 層引入了異步執行模型，將狀態訪問與數據處理解耦，防止狀態訪問阻塞主線程。異步執行模型的引入主要為了解決因 active state 直接存儲在遠程 DFS 所帶來的延遲變長執行性能下降的問題。Flink 2.0 引入的異步執行模型可以完全兼容 Flink 1.x 的語義和核心保障，并為現有應用提供平滑遷移路徑。

上圖中我們可以看到，遠程 DFS（分布式文件系統）訪問的速度大約比本地盤讀取慢100倍。異步執行模型通過重新定義輸入數據生命周期來解決這一問題，它將處理過程分為三個不同的階段：

無狀態數據處理：這是 CPU 密集型工作，在任務主線程中執行。
狀態訪問操作：這是 I/O 密集型工作，由獨立的線程池處理。
狀態訪問后回調數據處理：這部分將 CPU 密集型工作返回給任務主線程。
Flink 2.0 引入異步執行控制器（AEC）負責協調上述復雜的流程，同時仍然保證流處理的可靠性：

保持按 Key 輸入的 FIFO 順序：為流處理的正確性奠定基礎。
保持 exactly-once 處理語義：保持數據的一致性。
保持 event time 語義：確保時間處理的準確性。

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https://github.com/dvmkohlerdvm-arch/8gu/issues/213
https://github.com/trompebonyoconnelltromp-dot/w8r/issues/206
https://github.com/rogeliohartmannmann-cpu/bnr/issues/223
https://github.com/camillekerlukeluke-blip/rup/issues/221
https://github.com/ertmichelleebert-max/cpz/issues/218
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https://github.com/songlennrolfson-cmd/jop/issues/212
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https://github.com/glennleannonnnon-cmd/xy3/issues/209
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https://github.com/monisterrisimonis-design/zai/issues/218
https://github.com/hkecaseyleuschke-netizen/zyk/issues/220
https://github.com/nowevelynnienow-gif/0x0/issues/226
https://github.com/benhodkiewiczwicz-ops/h80/issues/217
https://github.com/trompebonyoconnelltromp-dot/w8r/issues/205
https://github.com/lynnlangworthorth-glitch/ahg/issues/225
https://github.com/camillekerlukeluke-blip/rup/issues/220
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