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| 1 | +# Ra log compaction |
| 2 | + |
| 3 | +This is a living document capturing current work on log compaction. |
| 4 | + |
| 5 | +## Overview |
| 6 | + |
| 7 | + |
| 8 | +Compaction in Ra is intrinsically linked to the snapshotting |
| 9 | +feature. Standard Raft snapshotting removes all entries in the Ra log |
| 10 | +that precedes the snapshot index where the snapshot is a full representation of |
| 11 | +the state machine state. |
| 12 | + |
| 13 | +The high level idea of compacting in Ra is that instead of deleting all |
| 14 | +segment data that precedes the snapshot index the snapshot data can emit a list |
| 15 | +of live raft indexes which will be kept, either in their original segments |
| 16 | +or written to new compacted segments. the data for these indexes can then |
| 17 | +be omitted from the snapshot to reduce its size and write amplification. |
| 18 | + |
| 19 | + |
| 20 | +### Log sections |
| 21 | + |
| 22 | +Two named sections of the log then emerge. |
| 23 | + |
| 24 | +#### Normal log section |
| 25 | + |
| 26 | +The normal log section is the contiguous log that follows the last snapshot. |
| 27 | + |
| 28 | +#### Compacting log section |
| 29 | + |
| 30 | +The compacting log section consists of all live raft indexes that are lower |
| 31 | +than or equal to the last snapshot taken. |
| 32 | + |
| 33 | + |
| 34 | + |
| 35 | + |
| 36 | +## Compaction phases |
| 37 | + |
| 38 | +### Phase 1 |
| 39 | + |
| 40 | +Delete whole segments. This is the easiest and most efficient form of "compaction" |
| 41 | +and will run immediately after each snapshot is taken. |
| 42 | + |
| 43 | +The run will start with the oldest segment and move towards the newest segment |
| 44 | +in the compacting log section. Every segment that has no entries in the live |
| 45 | +indexes list returned by the snapshot state will be deleted. Standard Raft |
| 46 | +log truncation is achieved by returning and empty list of live indexes. |
| 47 | + |
| 48 | +### Compacted segments: naming (phase 3 compaction) |
| 49 | + |
| 50 | +Segment files in a Ra log have numeric names incremented as they are written. |
| 51 | +This is essential as the order is required to ensure log integrity. |
| 52 | + |
| 53 | +Desired Properties of phase 3 compaction: |
| 54 | + |
| 55 | +* Retain immutability, entries will never be deleted from a segment. Instead they |
| 56 | +will be written to a new segment. |
| 57 | +* lexicographic sorting of file names needs to be consistent with order of writes |
| 58 | +* Compaction walks from the old segment to new |
| 59 | +* Easy to recover after unclean shutdown |
| 60 | + |
| 61 | +Segments will be compacted when 2 or more adjacent segments fit into a single |
| 62 | +segment. |
| 63 | + |
| 64 | +The new segment will have the naming format `OLD-NEW.segment` |
| 65 | + |
| 66 | +This means that a single segment can only be compacted once e.g |
| 67 | +`001.segment -> 001-001.segment` as after this there is no new name available |
| 68 | +and it has to wait until it can be compacted with the adjacent segment. Single |
| 69 | +segment compaction could be optional and only triggered when a substantial, |
| 70 | +say 75% or more entries / data can be deleted. |
| 71 | + |
| 72 | +This naming format means it is easy to identify dead segments after an unclean |
| 73 | +exit. |
| 74 | + |
| 75 | +During compaction a different extension will be used: `002-004.compacting` and |
| 76 | +after an unclean shutdown any such files will be removed. Once synced it will be |
| 77 | +renamed to `.segment` and some time after the source files will be deleted (Once |
| 78 | +the Ra server has updated its list of segments). |
| 79 | + |
| 80 | +#### When does phase 3 compaction run? |
| 81 | + |
| 82 | +Options: |
| 83 | + |
| 84 | +* On a timer |
| 85 | +* After phase 1 if needed based on a ratio of live to dead indexes in the compacting section |
| 86 | +* After phase 1 if needed based on disk use / ratio of live data to dead. |
| 87 | + |
| 88 | + |
| 89 | + |
| 90 | +### Ra Server log worker responsibilities |
| 91 | + |
| 92 | +* Write checkpoints and snapshots |
| 93 | +* Perform compaction runs |
| 94 | +* Report segments to be deleted back to the ra server (NB: the worker does |
| 95 | +not perform the segment deletion itself, it needs to report changes back to the |
| 96 | +ra server first). The ra server log worker maintains its own list of segments |
| 97 | +to avoid double processing |
| 98 | + |
| 99 | + |
| 100 | +```mermaid |
| 101 | +sequenceDiagram |
| 102 | + participant segment-writer |
| 103 | + participant ra-server |
| 104 | + participant ra-server-log |
| 105 | +
|
| 106 | + segment-writer--)ra-server: new segments |
| 107 | + ra-server-)+ra-server-log: new segments |
| 108 | + ra-server-log->>ra-server-log: phase 1 compaction |
| 109 | + ra-server-log-)-ra-server: segment changes (new, to be deleted) |
| 110 | + ra-server-)+ra-server-log: new snapshot |
| 111 | + ra-server-log->>ra-server-log: write snapshot |
| 112 | + ra-server-log->>ra-server-log: phase 1 compaction |
| 113 | + ra-server-log-)-ra-server: snapshot written, segment changes |
| 114 | +``` |
| 115 | + |
| 116 | +#### Impact on segment writer process |
| 117 | + |
| 118 | +The segment writer process as well as the WAL relies heavily on the |
| 119 | +`ra_log_snapshot_state` table to avoid writing data that is no longer |
| 120 | +needed. This table contains the latest snapshot index for every |
| 121 | +ra server in the system. In order to do the same for a compacting state machine |
| 122 | +the segment writer would need access to the list of live indexes when flushing |
| 123 | +the WAL to segments. |
| 124 | + |
| 125 | +Options: |
| 126 | + |
| 127 | +* It could read the latest snapshot to find out the live indexes |
| 128 | +* Live indexes are stored in the `ra_log_snapshot_state` table for easy access. |
| 129 | + |
| 130 | +Snapshots can be taken ahead of the segment part of the log meaning that the |
| 131 | +segment writer and log worker may modify the log at different times. To allow |
| 132 | +this there needs to be an invariant that the log worker never marks the last |
| 133 | +segment for deletion as it may have been appended to after or concurrently |
| 134 | +to when the log worker evaluated it's state. |
| 135 | + |
| 136 | +The segment writer can query the `ra_log_snapshot_table` to see if the server |
| 137 | +is using compaction (i.e. have preceding live entries) and if so read the |
| 138 | +live indexes from the snapshot directory (however it is stored). Then it |
| 139 | +can proceed writing any live indexes in the compacting section as well as |
| 140 | +contiguous entries in the normal log section. |
| 141 | + |
| 142 | + |
| 143 | +Segment range: (1, 1000) |
| 144 | + |
| 145 | +Memtable range: (1001, 2000) |
| 146 | + |
| 147 | +Snapshot: 1500, live indexes [1501, 1999], |
| 148 | + |
| 149 | + |
| 150 | +Alt: if the log worker / Ra server is alive the segment writer could call into |
| 151 | +the log worker and ask it to do the log flush and thus make easy use of the |
| 152 | +live indexes list. If the Ra server is not running but is still registered |
| 153 | +the segment writer will flush all entries (if compacting), even those preceding |
| 154 | +last snapshot index. This option minimises changes to segment writer but could |
| 155 | +delay flush _if_ log worker is busy (doing compaction perhaps) when |
| 156 | +the flush request comes in. |
| 157 | + |
| 158 | + |
| 159 | + |
| 160 | +### Snapshot replication |
| 161 | + |
| 162 | +With the snapshot now defined as the snapshot state + live preceding raft indexes |
| 163 | +the default snapshot replication approach will need to change. |
| 164 | + |
| 165 | +The snapshot sender (Ra log worker??) needs to negotiate with the follower to |
| 166 | +discover which preceding raft indexes the follower does not yet have. Then it would |
| 167 | +go on and replicate these before or after (??) sending the snapshot itself. |
| 168 | + |
| 169 | +T: probably before as if a new snapshot has been taken locally we'd most likely |
| 170 | +skip some raft index replication on the second attempt. |
| 171 | + |
| 172 | +#### How to store live indexes with snapshot |
| 173 | + |
| 174 | +* New section in snapshot file format. |
| 175 | +* Separate file (that can be rebuilt if needed from the snapshot). |
| 176 | + |
| 177 | + |
| 178 | +### WAL impact |
| 179 | + |
| 180 | +The WAL will use the `ra_log_snapshot_state` to avoid writing entries that are |
| 181 | +lower than a server's last snapshot index. This is an important optimisation |
| 182 | +that can help the WAL catch up in cases where it is running a longer mailbox |
| 183 | +backlog. |
| 184 | + |
| 185 | +`ra_log_snapshot_state` is going to have to be extended to not just store |
| 186 | +the snapshot index but also the machine's smallest live raft index (at time of |
| 187 | +snapshot) such that the WAL can use that to reduce write workload instead of |
| 188 | +the snapshot index. |
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