From 6a64e662e060fc7d0ec4be25d331eadcc4713b46 Mon Sep 17 00:00:00 2001 From: smartkeyerror Date: Tue, 31 Aug 2021 15:58:22 +0800 Subject: [PATCH] :sparkles: Minor Compaction --- README.md | 4 +- db/db_impl.cc | 5 +- debug/articles/10-minor-compaction/README.md | 59 ++++++++++++++++++ .../images/1628835101487.png | Bin 0 -> 133011 bytes .../images/1630394788892.png | Bin 0 -> 94647 bytes 5 files changed, 64 insertions(+), 4 deletions(-) create mode 100644 debug/articles/10-minor-compaction/README.md create mode 100755 debug/articles/10-minor-compaction/images/1628835101487.png create mode 100755 debug/articles/10-minor-compaction/images/1630394788892.png diff --git a/README.md b/README.md index a3d91cb..826b87d 100644 --- a/README.md +++ b/README.md @@ -37,5 +37,5 @@ gdb leveldb_debug # 此时 leveldb_debug 就在 build 目录下,可直接进 7. [SSTable(02)—Bloom Filter 与 Meta Block](/debug/articles/07-SSTable-meta-block/README.md) 8. [SSTable(03)—SSTable 之索引](/debug/articles/08-SSTable-index/README.md) 9. [SSTable(04)—Table Builder](/debug/articles/09-SSTable-table-builder/README.md) -10. Compaction(02)—Minor Compaction -11. Compaction(03)—Major Compaction +10. [Compaction(01)—Minor Compaction](/debug/articles/10-minor-compaction/README.md) +11. Compaction(02)—Major Compaction diff --git a/db/db_impl.cc b/db/db_impl.cc index 9630135..475155b 100644 --- a/db/db_impl.cc +++ b/db/db_impl.cc @@ -516,7 +516,7 @@ Status DBImpl::WriteLevel0Table(MemTable* mem, VersionEdit* edit, Status s; { mutex_.Unlock(); - /* 根据 Immutable MemTable 构建 SSTable */ + /* 1. 根据 Immutable MemTable 构建 SSTable */ s = BuildTable(dbname_, env_, options_, table_cache_, iter, &meta); mutex_.Lock(); } @@ -534,13 +534,14 @@ Status DBImpl::WriteLevel0Table(MemTable* mem, VersionEdit* edit, const Slice min_user_key = meta.smallest.user_key(); const Slice max_user_key = meta.largest.user_key(); if (base != nullptr) { - /* 决定将 New SSTable 推送到哪一层 */ + /* 2. 决定将 New SSTable 推送到哪一层 */ level = base->PickLevelForMemTableOutput(min_user_key, max_user_key); } edit->AddFile(level, meta.number, meta.file_size, meta.smallest, meta.largest); } + /* 3. 记录元数据信息 */ CompactionStats stats; stats.micros = env_->NowMicros() - start_micros; stats.bytes_written = meta.file_size; diff --git a/debug/articles/10-minor-compaction/README.md b/debug/articles/10-minor-compaction/README.md new file mode 100644 index 0000000..10db944 --- /dev/null +++ b/debug/articles/10-minor-compaction/README.md @@ -0,0 +1,59 @@ +# Minor Compaction + +Compaction 一共可分为三种: Minor Compaction、Major Compaction 以及 Seek Compaction。 + +其中 Minor Compaction 特指将位于内存中的 Immutable MemTable 持久化至硬盘中。Major Compaction 则是 leveldb 运行中最为核心的数据合并过程,主要是将位于不同层级的 SSTable 进行合并,以减少同一个 Key 的存储空间。Seek Compaction 则主要用于优化查询效率,后文将会详述此过程。 + +Minor Compaction 相对于其它两者要更简单一些,并且是所有 SSTable 的“出生地”,即在 Minor Compaction 中,将会调用上一篇提到的 `BuildTable()` 方法创建 SSTable,并将 Immutable MemTable 的内容写入。 + +## 1. 何时触发 Minor Compaction? + +在前面的 [leveldb Key-Value 写入流程分析](https://github.com/SmartKeyerror/reading-source-code-of-leveldb-1.23/blob/master/debug/articles/04-write-process/README.md) 一篇分析中,其实就有提到过 Minor Compaction。即**当 MemTable 已经没有剩余的写入空间,并且 Immutable MemTable 不存在时,会将当前的 MemTable 转变为 Immutable MemTable,并初始化一个新的 MemTable 以供写入,同时主动地触发 Minor Compaction**,即显式调用 `MaybeScheduleCompaction()` 方法。 + +![Alt text](images/1628835101487.png) + +上图为 leveldb Key-Value 写入过程,我们只需要关注何时进行 Run Compaction 即可。另一点需要注意的是,所有 Compaction 的入口都是 `MaybeScheduleCompaction()` 方法,其实现如下: + +```cpp +/* Compaction 入口函数 */ +void DBImpl::MaybeScheduleCompaction() { + mutex_.AssertHeld(); + if (background_compaction_scheduled_) { + // Already scheduled + } else if (shutting_down_.load(std::memory_order_acquire)) { + // DB is being deleted; no more background compactions + } else if (!bg_error_.ok()) { + // Already got an error; no more changes + } else if (imm_ == nullptr && manual_compaction_ == nullptr && + !versions_->NeedsCompaction()) { + // No work to be done + } else { + /* 设置 background_compaction_scheduled_ 标志位,并将 BGWork 方法加入线程池中 */ + background_compaction_scheduled_ = true; + env_->Schedule(&DBImpl::BGWork, this); + } +} +``` + +可以看到,该函数不接受任何参数,也就是说,到底该运行哪种 Compaction 是由 `DBImpl::BGWork` 所决定的。`env_->Schedule` 其实就是将 Compaction 任务提交至线程池中,由后台线程从工作队列中取出并执行之。 + + +## 2. Minor Compaction 的具体过程 + +Minor Compaction 的入口点为 `CompactMemTable()` 方法,方法内部主要调用 `WriteLevel0Table()` 方法。 + +`WriteLevel0Table()` 主要完成了三件事情: + +- 根据 MemTable 构建新的 SSTable,假设该 SSTable 叫做 New SSTable; +- 根据 New SSTable 中的 Key 与其他 level 的 Key 重叠情况,决定将 New SSTable 放入到哪一层; +- 记录 New SSTable 的元数据,包括文件大小、构建持续时间以及最终所在的 level 信息。 + +Build SSTable 的过程可参考上一篇文章的内容,不再赘述。**新产生的 SSTable 不一定总会出现在 level 0 层**。这是因为如果 level 0 层的 SSTable 产生速度过快或者过多时,将会影响 leveldb 整体的查询效率,因为在查询的最坏情况下,我们需要遍历 level 0 中的所有 SSTable。因此,假如说 New SSTable 的 Key 和 level 2 层的 Key 没有任何重叠,并且和 level 3 之间只有少数 Key 重叠时,我们完全可以将 New SSTable 放置于 level 2 层。 + +决策的过程在 `PickLevelForMemTableOutput()` 方法中,其实现逻辑有些绕,因此就不贴源代码了,流程图如下图所示: + +![Alt text](images/1630394788892.png) + +levledb 通过参数 `kMaxMemCompactLevel`(定义在 `db/dbformat.h`) 来控制 New SSTable 最高可被推到哪一层,默认值为 2,也将就是说,New SSTable 最多能够被推到 level 2 中。 + +从优化查询的角度来说,New SSTable 在满足一定的条件时,应尽可能地被推入到除 level 0 层之外的其它 level。但是又不能推的过高,否则查询和 Compaction 都会出现额外的开销。因此,leveldb 指定了 `kMaxMemCompactLevel` 参数,由该参数来控制 New SSTable 最高可以被推送至哪个 level。 diff --git a/debug/articles/10-minor-compaction/images/1628835101487.png b/debug/articles/10-minor-compaction/images/1628835101487.png new file mode 100755 index 0000000000000000000000000000000000000000..8d939d9292db9ecc939e9d9b281a4f1ff234cd7c GIT binary patch literal 133011 zcmZ^~bwE^G7d|WqN+?|d0-|(xNl15xGebAb&@HWWiolSP64E(zh|-P3&?Q~c4Zq|2 zz4yNN{=V^9?(2ckba}>X}J3t-BnwTB4iQGW8<;n=*oU)B#8&`$AQy1Ut8Zq%%;w0-^sMU zPauDk=>eafQ{nIJ@`!gB+G5%rdhTUO(|pdu@aKMcLR3i!3=EVPG-yEqczFN)v6O|D zE{zo4?Cq@z{@>NVZ^6eiVIh6<|9XlBjWRU=0}?7G25SC$sJ|b=2&+gG`QNYqy%I-7 zBB)e~I+NA#|6@dHWZ(0@torA}q4YEzli9IqBpm;=`@eV4!q#y9H~#;=Pl^!FWM`zC zA(HgJ-}%oG@e$6C|1kxB{i{72GpxdGb2Yvb8|B4c7yq6y3`oPn|Be6mM=y<_?dl?_ zT23%X?ZvuFyAOV^-;&lhHi__B15@)`nI=7+&{QTiC?VXGMycqcCzGpEg5dwMsht{a zR~4x_VlU>5&9Ufv*6sca|HV>0+Dcbglp?xjM7!JE%Y?*#85M+w(nNq@IXC)#SA9+# zLA}x~9g=_<$Erd3BZ}(TkgDp7Ao+Y^)HhP?gY(ZF7X7>CyUQIfC$(OC-s!4nvwCZe zGr{?-=@T{nz338*uZ#scCK+v&)-N$ZKVM-6*IOt_wtJ&)l#Bn!AQX_E>!ZW}xAlIn zj7dA-``wZ52D(b+x~$lmuVPla?c_aP;0a^Q`JG_xoExd9*&IP1IVs^h?`CfL*BWD( zqPo9;T@Q)mnA&z~Qv4`j`!0fpV%K0XuvbWePH8$=CI9cG!25(IsgJaUvYFXJlZL21 zv6|bzFcv`5z4g-VoQs&4w2zS{p+)=0>Kb?dd0=Sz9ZEr&I3cw3xe);f{F`t@cUIqq zAWJ8h^;_G66perTqaa=&9w}nxX#=S9b=dQl5f8KD^RNQ5UjDwCXJAD-qprkIx<*-; 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