In raft paper section 5.4.2
If a leader crashes before committing an entry, future leaders will attempt to finish replicating the entry. However, a leader cannot immediately conclude that an entry from a previous term is committed once it is stored on a majority of servers. There could be a situation where an old log entry is stored on a majority of servers, yet can still be overwritten by a future leader.
The author mentioned that to avoid the situation above
To eliminate problems like the one in Figure 8, Raft never commits log entries from previous terms by counting replicas. Only log entries from the leader’s current term are committed by counting replicas; once an entry from the current term has been committed in this way, then all prior entries are committed indirectly because of the Log Matching Property.
But wouldn't the same problem still occur?
Given the following situation that the author provided
When S5
is elected leader it only looks at its current committed log which is (term3, index1)
and this is going to override term2
entries in all followers.
How does making a leader looking at its own committed log solve the problem?
I think the question is that the leader crashed after few followers applied log to the state machine. In (c) in the figure, the Leader has copied the log of term 2 to more than half of the nodes, and then the Leader updates the commitIndex to 2 and sends the heartbeat. And before leader crash, only S2 received the heartbeat and applies the log of term 2 to the state machine .According to the paper, S5 can be new leader by votes from S3 and S4, and try to append the log of term 3 to S2~S4. But, this operation should not be allowed, because S2 has already applied the log at index 2 to state machine. Seems Raft does not cover this situation
I think both situations in figure 8 (d) and (e) are legal in Raft because the paper says:
In figure 8(d) the entries with term 2 is not in the local log of leader S5, and they are not committed to the state machine. It is ok to overwrite them with entries with term 3. Only entries in leader's current log are eligible to be considered as committed by counting the number of replicas.
After S1 replicates entry 4 with a higher term than 2 and 3. S5 will no longer be elected as leader, since the leader election strategy of Raft:
So, in my opinion, the appended log entry 4 in (e) implicitly promote all the entries' term before it. Because what we only care about is the term or the last entry, rather than entry 2 any more.
This is just like what the proposer do in Phase 2 of Paxos:
That's say, propose the learned value 2 with a higher propose number.
If we allow entry from the previous term being committed, after
(c)
, entry numbered2
will be committed. After that, if3
is selected as the leader, it will overwrite the committed2
. Thus,S5
andS1
will execute different commands. To prevent that, we will not allow2
committed. Thus, the commands that are executed in all state machines will become consistent.Read the caption on this image. Both (d) and (e) are possible resolutions to the state of the log produced by (a), (b), and (c). The problem is, even though in (c) entry (2, 2) was replicated to a majority of the cluster, this is illustrating that it could still be overwritten when S5 is elected in (d). So, the solution is to only allow nodes to commit entries from their own term. In other words, replicating an entry on a majority of nodes does not equal commitment. In (c), entry (2, 2) is replicated to a majority of the cluster, but because it's not in the leader's term (at least 4) it's not committed. But in (e), after the leader replicates an entry from its current term (4), that prevents the situation in (d) from occurring since S5 can no longer be elected leader.