1 library(paxos): A Replicated Data Store
- author
- Jeffrey Rosenwald (JeffRose@acm.org)
- See also
tipc_broadcast.pl
,udp_broadcast.pl
- license
- BSD-2
This module provides a replicated data store that is coordinated using a variation on Lamport's Paxos concensus protocol. The original method is described in his paper entitled, "The Part-time Parliament", which was published in 1998. The algorithm is tolerant of non-Byzantine failure. That is late or lost delivery or reply, but not senseless delivery or reply. The present algorithm takes advantage of the convenience offered by multicast to the quorum's membership, who can remain anonymous and who can come and go as they please without effecting Liveness or Safety properties.
Paxos’quorum is a set of one or more attentive members, whose processes respond to queries within some known time limit (< 20ms), which includes roundtrip delivery delay. This property is easy to satisfy given that every coordinator is necessarily a member of the quorum as well, and a quorum of one is permitted. An inattentive member (e.g. one whose actions are late or lost) is deemed to be "not-present" for the purposes of the present transaction and consistency cannot be assured for that member. As long as there is at least one attentive member of the quorum, then persistence of the database is assured.
Each member maintains a ledger of terms along with information about when they were originally recorded. The member's ledger is deterministic. That is to say that there can only be one entry per functor/arity combination. No member will accept a new term proposal that has a line number that is equal-to or lower-than the one that is already recorded in the ledger.
Paxos is a three-phase protocol:
1: A coordinator first prepares the quorum for a new proposal by broadcasting a proposed term. The quorum responds by returning the last known line number for that functor/arity combination that is recorded in their respective ledgers.
2: The coordinator selects the highest line number it receives,
increments it by one, and then asks the quorum to finally accept the new
term with the new line number. The quorum checks their respective
ledgers once again and if there is still no other ledger entry for that
functor/arity combination that is equal-to or higher than the specified
line, then each member records the term in the ledger at the specified
line. The member indicates consent by returning the specified line
number back to the coordinator. If consent is withheld by a member, then
the member returns a nack
instead. The coordinator requires
unanimous consent. If it isn't achieved then the proposal fails and the
coordinator must start over from the beginning.
3: Finally, the coordinator concludes the successful negotiation by
broadcasting the agreement to the quorum in the form of a
paxos_changed(Key,Value)
event. This is the only event that
should be of interest to user programs.
For practical reasons, we rely on the partially synchronous behavior (e.g. limited upper time bound for replies) of broadcast_request/1 over TIPC to ensure Progress. Perhaps more importantly, we rely on the fact that the TIPC broadcast listener state machine guarantees the atomicity of broadcast_request/1 at the process level, thus obviating the need for external mutual exclusion mechanisms.
Note that this algorithm does not guarantee the rightness of the value proposed. It only guarantees that if successful, the value proposed is identical for all attentive members of the quorum.
- [det]paxos_initialize(+Options)
- Initialize this Prolog process as a paxos node. The initialization
requires an initialized and configured TIPC, UDP or other broadcast
protocol. Calling this initialization may be omitted, in which case the
equivant of
paxos_initialize([])
is executed lazily as part of the first paxos operation. Defined options:- node(?NodeID)
- When instantiated, this node rejoins the network with the given node id.
A fixed node idea should be used if the node is configured for
persistency and causes the new node to receive updates for keys that
have been created or modified since the node left the network. If NodeID
is a variable it is unified with the discovered NodeID.
NodeID must be a small non-negative integer as these identifiers are used in bitmaps.
- paxos_property(?Property)
- True if Property is a current property for the paxos network.
Defined properties are:
- node(?NodeID)
- quorum(?NodeBitmap)
- failed(?NodeBitmap)
- [semidet]paxos_set(+Term)
- Equivalent to
paxos_key(Term,Key)
,pasox_set(Key,Term)
. I.e., Term is a ground compound term and its key is the name/arity pair. This version provides compatibility with older versions of this library. - [semidet]paxos_set(+Key, +Value)
- [semidet]paxos_set(+Key, +Value, +Options)
- negotiates to have Key-Value recorded in the
ledger for each of the quorum's members. This predicate succeeds if the
quorum unanimously accepts the proposed term. If no such entry exists in
the Paxon's ledger, then one is silently created. paxos_set/1
will retry the transaction several times (default: 20) before failing.
Failure is rare and is usually the result of a collision of two or more
writers writing to the same term at precisely the same time. On failure,
it may be useful to wait some random period of time, and then retry the
transaction. By specifying a retry count of zero, paxos_set/2
will succeed iff the first ballot succeeds.
On success, paxos_set/1 will also broadcast the term
paxos_changed(Key,Value)
, to the quorum.Options processed:
- retry(Retries)
- is a non-negative integer specifying the number of retries that will be
performed before a set is abandoned. Defaults to the
setting
max_sets
(20). - timeout(+Seconds)
- Max time to wait for the forum to reply. Defaults to the
setting
response_timeout
(0.020, 20ms).
Term is a compound that may have unbound variables. - To be done
- If the Value is already current, should we simply do nothing?
- paxos_quorum_ask(?Template, +Message, -Result, +Options)
- Ask the paxos forum for their opinion. This predicate is not really part
of the paxos protocol, but reuses notably the quorum maintenance
mechanism of this library for asking questions to the quorum (cluster). Message
is the message to be asked. Result is a list of copies of Template
from the quorum. Options:
- timeout(+Seconds)
- Max time to wait for a reply. Default is the setting
response_timeout
. - node(?Node)
- Can be used to include the replying node into Template.
- quorum(?Quorum)
- Set/query the interviewed quorum as a bitmask
- [semidet]paxos_get(?Term)
- Equivalent to
paxos_key(Term,Key)
,pasox_get(Key,Term)
. I.e., Term is a compound term and its key is the name/arity pair. This version provides compatibility with older versions of this library. - [semidet]paxos_get(+Key, +Value)
- [semidet]paxos_get(+Key, +Value, +Options)
- unifies Term with the entry retrieved from the Paxon's ledger. If no
such entry exists in the member's local cache, then the quorum is asked
to provide a value, which is verified for consistency. An implied paxos_set/1
follows. This predicate succeeds if a term with the same functor and
arity exists in the Paxon's ledger, and fails otherwise.
Options processed:
- retry(Retries)
- is a non-negative integer specifying the number of retries that will be
performed before a set is abandoned. Defaults to the
setting
max_gets
(5). - timeout(+Seconds)
- Max time to wait for the forum to reply. Defaults to the
setting
response_timeout
(0.020, 20ms).
Term is a compound. Any unbound variables are unified with those provided in the ledger entry. - [det]paxos_replicate_key(+Nodes:bitmap, ?Key, +Options)
- Replicate a Key to Nodes. If Key is
unbound, a random key is selected.
- timeout(+Seconds)
- Max time to wait for the forum to reply. Defaults to the
setting
response_timeout
(0.020, 20ms).
- [det]paxos_on_change(?Term, :Goal)
- [det]paxos_on_change(?Key, ?Value, :Goal)
- Executes the specified Goal when Key changes. paxos_on_change/2
listens for
paxos_changed(Key,Value)
notifications for Key, which are emitted as the result of successful paxos_set/3 transactions. When one is received for Key, then Goal is executed in a separate thread of execution.Term is a compound, identical to that used for paxos_get/1. Goal is one of: - a callable atom or term, or
- the atom
ignore
, which causes monitoring for Term to be discontinued.
- [multifile]paxos_ledger_hook(+Action, ?Key, ?Gen, ?Value, ?Holders)
- Hook called for all operations on the ledger. Defined actions are:
- current
- Enumerate our ledger content.
- get
- Get a single value from our ledger.
- create
- Create a new key in our ledger.
- accept
- Accept a new newly proposed value for a key. Failure causes the library to send a NACK message.
- set
- Final acceptance of Ken@Gen, providing the holders that accepted the new value.
- learn
- Accept new keys in a new node or node that has been offline for some time.