Progress represents a follower’s progress in the view of the leader. Leader maintains progresses of all followers, and sends replication message
to the follower based on its progress.
replication message
is a msgApp
with log entries.
A progress has two attribute: match
and next
. match
is the index of the highest known matched entry. If leader knows nothing about follower’s replication status, match
is set to zero. next
is the index of the first entry that will be replicated to the follower. Leader puts entries from next
to its latest one in next replication message
.
A progress is in one of the three state: probe
, replicate
, snapshot
.
+--------------------------------------------------------+
| send snapshot |
| |
+---------+----------+ +----------v---------+
+---> probe | | snapshot |
| | max inflight = 1 <----------------------------------+ max inflight = 0 |
| +---------+----------+ +--------------------+
| | 1. snapshot success
| | (next=snapshot.index + 1)
| | 2. snapshot failure
| | (no change)
| | 3. receives msgAppResp(rej=false&&index>lastsnap.index)
| | (match=m.index,next=match+1)
receives msgAppResp(rej=true)
(next=match+1)| |
| |
| |
| | receives msgAppResp(rej=false&&index>match)
| | (match=m.index,next=match+1)
| |
| |
| |
| +---------v----------+
| | replicate |
+---+ max inflight = n |
+--------------------+
When the progress of a follower is in probe
state, leader sends at most one replication message
per heartbeat interval. The leader sends replication message
slowly and probing the actual progress of the follower. A msgHeartbeatResp
or a msgAppResp
with reject might trigger the sending of the next replication message
.
When the progress of a follower is in replicate
state, leader sends replication message
, then optimistically increases next
to the latest entry sent. This is an optimized state for fast replicating log entries to the follower.
When the progress of a follower is in snapshot
state, leader stops sending any replication message
.
A newly elected leader sets the progresses of all the followers to probe
state with match
= 0 and next
= last index. The leader slowly (at most once per heartbeat) sends replication message
to the follower and probes its progress.
A progress changes to replicate
when the follower replies with a non-rejection msgAppResp
, which implies that it has matched the index sent. At this point, leader starts to stream log entries to the follower fast. The progress will fall back to probe
when the follower replies a rejection msgAppResp
or the link layer reports the follower is unreachable. We aggressively reset next
to match
+1 since if we receive any msgAppResp
soon, both match
and next
will increase directly to the index
in msgAppResp
. (We might end up with sending some duplicate entries when aggressively reset next
too low. see open question)
A progress changes from probe
to snapshot
when the follower falls very far behind and requires a snapshot. After sending msgSnap
, the leader waits until the success, failure or abortion of the previous snapshot sent. The progress will go back to probe
after the sending result is applied.
limit the max size of message sent per message. Max should be configurable.
Lower the cost at probing state as we limit the size per message; lower the penalty when aggressively decreased to a too low next
limit the # of in flight messages < N when in replicate
state. N should be configurable. Most implementation will have a sending buffer on top of its actual network transport layer (not blocking raft node). We want to make sure raft does not overflow that buffer, which can cause message dropping and triggering a bunch of unnecessary resending repeatedly.