Paxos
Single-instance consensus
- different problem abstraction from Raft
- same environment—asynchrony
- node/network failure/slowness
- “equivalent” to multi-instance consensus
- proposer/acceptor/learner: logical roles; each server/replica has all
Preliminaries
- starting point
- different replicas have different ids; can generate distinguished numbers
- a value is attached with a number to distinguish
- goal
- The system eventually “chooses” a value; or, a value gets chosen
- Chosen (by definition) if it is “accepted” by a majority of servers
Thinking
- a server has to accept the first value it sees.
- otherwise the system will never choose any value
- consequence: each server may accept different values
- a server has to accept multiple values
- otherwise “split”
- consequences multiple values can be chosen
- if two values get chosen, they must be the same value
- equivalent to: if a value with number n is chosen, any value with greater number m (m>n) chosen must be the same value
- further: if value-n is chosen, any value-m accepted must be the same value
- further: if value-n is chosen, any value-m proposed must be the same value
- if value-n is chosen, before value-m is proposed, the system replies value-n to the value-m proposer.
- if value-n is possibly chosen, before value-m is proposed, the system
- replies value-n to the value-m proposer,
- or, the system promises not to accept/choose value-n anymore.
Protocol
- prepare phase:
- pick number n, send prepare messages (phase-1a) to all
- on receiving a prepare request, each replica updates its highest seen ballot, reply (phase-1b) with the highest number value it has ever accepted.
- collect replies (phase-1b) until get at least a majority, pick the value with the greatest number to propose, if no value in replies, pick any value
- accept phase:
- use the value picked, send accept messages to all
- on receiving an accept message, check highest seen number, accept and reply
- a majority of replies -> chosen (commit)
- commit phase:
- broadcast commit messages notifying the chosen value
Questions
- can a server accept different values?
- does the majority of phase-1 (prepare) and phase-2 (accept) have to be the same?
- can each server only keep 1 ballot number instead of 2?
- in a 3-replica system, if (v1, b1) is accepted on server s1, (v1, b3) is accepted on s2, is the value v1 considered chosen (committed)?
- no, think about the case where:
- s1, s2 prepared b1; s1 accepted (v1, b1)
- s2, s3 prepared b2; s2 accepted (v2, b2)
- s1, s3 prepared b3; s3 accepted (v1, b3)
- s1, s2 prepared b4; s1, s2 accepted (v2, b4)
Multi-Paxos
- each log entry maps to a Paxos instance
- batch prepare request
- normally 1 roundtrip to commit a value on the leader, same as Raft
- log entry has more content than Raft
- highest seen ballot, accepted value ballot, value
- unlike Raft, log entry could be modified
- otherwise what could happen?
- reconfiguration
- add view information into each log entry.
Compare Multi-Paxos and Raft
- similarities:
- log structure
- performance (w.r.t. 1 message roundtrip to commit)
- differences:
- currentTerm is not highest seen ballot
- term in each log entry is not the same as accepted ballot
- Raft has two extra rules
Paxos->Raft
- change phase-1: move comparison from proposer to acceptor.
- proposer send its accepted ballot to others to request a “vote”
- “super-prepare/accept”
- each super-prepare prepares all instances
- each super-accept accepts all instances
- “super-reject”, if any instances refuses to prepare/accept, then reject
- global ballot number?
- a single highest seen ballot for all instances
- a single highest accepted ballot number for all instances
- what about the ballot numbers in each log entry?
- if we keep them, “sometimes”, they are the same as the highest accepted ballot number
- sometimes = when highest seen ballot = highest accepted ballot.
- if the proposing server always use the ballot in a new log entry:
- for a recipient, the last log entry log ballot is always the same as the global highest accepted ballot.
- so we can remove the global highest accepted ballot.
- revisit Raft rules
- “up-to-date” rule in leader election
- “cannot count” rule in failure recovery
- shrink the super-prepare/accept message size.
- prepare
- send a digest of all previously accepted entries
- this digest is accepted ballot + log length (index).
- accept
- prefix of the committed logs are the same.
- inductively, a ballot at the same index is the same => all previous are the same
- send a “delta”: what is different between the leader/follower?
- should guarantee no “holes”.