本文爲論文 《 In Search of an Understandable Consensus Algorithm (Extended Version) 》 的個人理解

如上圖所示，每臺服務器都存儲一個包含一系列命令的 日誌 ，並且按照日誌的順序執行。每臺服務器都順序執行相同日誌上的命令，因此它們可以保證相同的狀態 。

一致性算法 的工作就是保證複製日誌的相同 。一臺服務器上，一致性模塊接收 client 的請求命令並將其寫入到自己的日誌中，它和其他服務器上一致性模塊通信來保證集羣中服務器的日誌都相同 。命令被正確地複製後，每一個服務器的狀態機按照日誌順序執行它們，最後將輸出結果返回給 client 。

因此，服務器集羣看起來就是一個高可用的狀態機，只要集羣中大多數機器可以正常運行，就可以保證可用性 。

關於複製狀態機的更詳細內容，可以閱讀 VM-FT ，不過 Raft 應用到的複製狀態機一般是應用級複製，不必達到像 VM-FT 那樣的機器級複製 。

可將複製狀態機應用於 MapReduce 的 master 、GFS 的 master 以及 VM-FT 的存儲服務器 。

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2. Raft 簡介

Raft 是一種爲了管理複製日誌的一致性算法 。爲了提高 可理解性 ：

• 將問題分解爲：領導人選舉、日誌複製、安全性和角色轉變等部分
• 通過減少狀態的數量來簡化需要考慮的狀態空間

Raft 算法在許多方面都和現有的一致性算法很相似，但也有獨特的特性：

• 強領導性：和其他一致性算法相比，Raft 使用一種更強的領導能力形式。比如，日誌條目只從領導者發送給其他的服務器。
• 領導選舉：Raft 算法使用一個隨機計時器來選舉領導者，可有效解決選舉時候的衝突問題 。
• 成員關係調整：Raft 使用一種共同一致的方法來處理集羣成員變換的問題，在這種方法下，處於調整過程中的兩種不同的配置集羣中大多數機器會有重疊，這就使得集羣在成員變換的時候依然可以繼續工作。

一個 Raft 集羣必須包含奇數個服務器，若包含 2f+1 臺服務器，則可以容忍 f 臺服務器的故障 。（ 爲了保留多數服務器在線，以正常完成日誌提交和 leader 選舉 ）

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