Add AICL example: 26_distributed_consensus.aicl
Browse files
data/aicl/examples/26_distributed_consensus.aicl
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| 1 |
+
# AICL Example: Distributed Consensus System
|
| 2 |
+
# Implements a Raft-based distributed consensus protocol with leader election, log replication,
|
| 3 |
+
# split-brain prevention, and commit index management for strongly consistent state machines.
|
| 4 |
+
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| 5 |
+
# Level 1: Architecture
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| 6 |
+
Goal: Provide a fault-tolerant distributed consensus mechanism ensuring linearizable consistency across a cluster of nodes using the Raft protocol, with automatic leader election, log replication, and split-brain prevention.
|
| 7 |
+
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| 8 |
+
Constraint: Quorum must be maintained with (N/2 + 1) nodes for any state mutation
|
| 9 |
+
Constraint: Leader election timeout must be randomized between 150ms-300ms to prevent split votes
|
| 10 |
+
Constraint: Log entries must be committed only after replication to a majority of nodes
|
| 11 |
+
Constraint: Term numbers must be monotonically increasing and never reused
|
| 12 |
+
Constraint: Candidates must increment term before requesting votes
|
| 13 |
+
|
| 14 |
+
Risk: Network partition causing split-brain with dual leaders
|
| 15 |
+
Recovery: Enforce strict term-based leadership; nodes in minority partition automatically step down to follower when detecting higher term from majority partition heartbeat
|
| 16 |
+
|
| 17 |
+
Risk: Leader failure during log replication leaving followers with divergent logs
|
| 18 |
+
Recovery: Followers truncate conflicting log entries beyond the last agreed-upon index and re-replicate from the new leader's log using AppendEntries consistency check
|
| 19 |
+
|
| 20 |
+
Risk: Split vote during leader election with no candidate achieving majority
|
| 21 |
+
Recovery: Randomized election timeouts ensure candidates retry at staggered intervals; subsequent election round produces a clear winner with high probability
|
| 22 |
+
|
| 23 |
+
Risk: Stale leader continuing to serve requests after network partition heals
|
| 24 |
+
Recovery: Stale leader detects higher term in AppendEntries or RequestVote response and immediately steps down to follower, discarding uncommitted entries
|
| 25 |
+
|
| 26 |
+
Risk: Log divergence across nodes due to missed entries during transient failures
|
| 27 |
+
Recovery: Leader maintains nextIndex and matchIndex per follower; decrements nextIndex on consistency failure and re-sends entries from the point of divergence
|
| 28 |
+
|
| 29 |
+
Risk: Quorum loss causing complete system unavailability
|
| 30 |
+
Recovery: Remaining nodes enter pre-vote candidate state; system remains in degraded read-only mode until quorum is restored; write operations are rejected with explicit error
|
| 31 |
+
|
| 32 |
+
Layer: ConsensusCore
|
| 33 |
+
SubLayer: LeaderElection
|
| 34 |
+
SubLayer: LogReplication
|
| 35 |
+
SubLayer: CommitManagement
|
| 36 |
+
SubLayer: SafetyGuarantees
|
| 37 |
+
Layer: ClusterManagement
|
| 38 |
+
SubLayer: MembershipTracking
|
| 39 |
+
SubLayer: ConfigurationChange
|
| 40 |
+
SubLayer: SnapshotRecovery
|
| 41 |
+
Layer: ClientInterface
|
| 42 |
+
SubLayer: RequestRouting
|
| 43 |
+
SubLayer: ResponseCoalescing
|
| 44 |
+
|
| 45 |
+
Validation: Quorum must be achievable before accepting any write operation
|
| 46 |
+
Validation: Leader term must be strictly greater than all previous terms observed by a majority
|
| 47 |
+
Validation: Committed entries must never be overwritten or truncated across any node
|
| 48 |
+
Validation: Leader completeness property — any committed entry must be present in the log of any future leader
|
| 49 |
+
Validation: Log matching property — if two entries at the same index share the same term, all preceding entries must be identical
|
| 50 |
+
Validation: Election safety — at most one leader can exist per term
|
| 51 |
+
Validation: Snapshot last_included_index must never exceed the commit index
|
| 52 |
+
|
| 53 |
+
# Level 2: Entities
|
| 54 |
+
Entity ConsensusNode
|
| 55 |
+
nodeId: string
|
| 56 |
+
currentTerm: integer
|
| 57 |
+
votedFor: string
|
| 58 |
+
log: list
|
| 59 |
+
commitIndex: integer
|
| 60 |
+
lastApplied: integer
|
| 61 |
+
state: string
|
| 62 |
+
leaderId: string
|
| 63 |
+
electionTimeout: float
|
| 64 |
+
heartbeatInterval: float
|
| 65 |
+
|
| 66 |
+
Entity LogEntry
|
| 67 |
+
index: integer
|
| 68 |
+
term: integer
|
| 69 |
+
command: bytes
|
| 70 |
+
clientRequestId: string
|
| 71 |
+
timestamp: datetime
|
| 72 |
+
isCommitted: boolean
|
| 73 |
+
snapshotBoundary: boolean
|
| 74 |
+
|
| 75 |
+
Entity LeaderState
|
| 76 |
+
nextIndex: dict
|
| 77 |
+
matchIndex: dict
|
| 78 |
+
replicationInProgress: dict
|
| 79 |
+
lastHeartbeatSent: datetime
|
| 80 |
+
pendingClientRequests: list
|
| 81 |
+
leaseExpiry: datetime
|
| 82 |
+
|
| 83 |
+
Entity ClusterConfig
|
| 84 |
+
nodes: list
|
| 85 |
+
votingMembers: set
|
| 86 |
+
nonVotingMembers: set
|
| 87 |
+
jointConfiguration: boolean
|
| 88 |
+
configurationIndex: integer
|
| 89 |
+
version: integer
|
| 90 |
+
minElectionTimeout: float
|
| 91 |
+
maxElectionTimeout: float
|
| 92 |
+
|
| 93 |
+
Entity Snapshot
|
| 94 |
+
lastIncludedIndex: integer
|
| 95 |
+
lastIncludedTerm: integer
|
| 96 |
+
stateMachineData: bytes
|
| 97 |
+
configuration: dict
|
| 98 |
+
createdAt: datetime
|
| 99 |
+
sizeBytes: integer
|
| 100 |
+
checksum: string
|
| 101 |
+
|
| 102 |
+
Entity VoteRequest
|
| 103 |
+
candidateId: string
|
| 104 |
+
term: integer
|
| 105 |
+
lastLogIndex: integer
|
| 106 |
+
lastLogTerm: integer
|
| 107 |
+
priority: integer
|
| 108 |
+
preVote: boolean
|
| 109 |
+
|
| 110 |
+
Entity AppendEntriesRequest
|
| 111 |
+
leaderId: string
|
| 112 |
+
term: integer
|
| 113 |
+
prevLogIndex: integer
|
| 114 |
+
prevLogTerm: integer
|
| 115 |
+
entries: list
|
| 116 |
+
leaderCommit: integer
|
| 117 |
+
leaseDuration: float
|
| 118 |
+
|
| 119 |
+
# Level 3: Behaviors
|
| 120 |
+
Behavior RequestVote
|
| 121 |
+
Input: voteRequest: VoteRequest
|
| 122 |
+
Output: term: integer, voteGranted: boolean
|
| 123 |
+
Action:
|
| 124 |
+
If voteRequest.term < currentTerm, reject with currentTerm
|
| 125 |
+
If voteRequest.preVote is true, evaluate log-up-to-date without updating term
|
| 126 |
+
If votedFor is null or equals candidateId, and candidate log is at least as up-to-date, grant vote
|
| 127 |
+
Reset election timer upon granting vote
|
| 128 |
+
Persist votedFor to stable storage before responding
|
| 129 |
+
|
| 130 |
+
Behavior AppendEntries
|
| 131 |
+
Input: appendRequest: AppendEntriesRequest
|
| 132 |
+
Output: term: integer, success: boolean, conflictIndex: integer, conflictTerm: integer
|
| 133 |
+
Action:
|
| 134 |
+
If appendRequest.term < currentTerm, reject immediately
|
| 135 |
+
If prevLogIndex exceeds log length, return conflictIndex = len(log) and conflictTerm = None
|
| 136 |
+
If log[prevLogIndex].term != prevLogTerm, find conflictTerm and earliest conflictIndex
|
| 137 |
+
Truncate any conflicting entries beyond matching prefix
|
| 138 |
+
Append new entries not already in log
|
| 139 |
+
If leaderCommit > commitIndex, advance commitIndex to min(leaderCommit, index of last new entry)
|
| 140 |
+
Reset election timer to prevent unnecessary election
|
| 141 |
+
|
| 142 |
+
Behavior BecomeLeader
|
| 143 |
+
Input: term: integer, nodeId: string
|
| 144 |
+
Output: void
|
| 145 |
+
Action:
|
| 146 |
+
Transition state to leader
|
| 147 |
+
Initialize nextIndex for all peers to lastLogIndex + 1
|
| 148 |
+
Initialize matchIndex for all peers to 0
|
| 149 |
+
Append no-op entry to log to commit entries from previous terms
|
| 150 |
+
Begin sending periodic heartbeats with lease duration
|
| 151 |
+
Acquire leader lease for read requests
|
| 152 |
+
|
| 153 |
+
Behavior SubmitCommand
|
| 154 |
+
Input: command: bytes, clientRequestId: string
|
| 155 |
+
Output: index: integer, term: integer, isCommitted: boolean
|
| 156 |
+
Action:
|
| 157 |
+
Validate leader state; redirect to current leader if follower
|
| 158 |
+
Append entry to local log with current term
|
| 159 |
+
Replicate entry to all followers via AppendEntries
|
| 160 |
+
Wait for majority acknowledgment
|
| 161 |
+
Advance commit index
|
| 162 |
+
Apply to state machine once committed
|
| 163 |
+
Respond to client with commit confirmation
|
| 164 |
+
|
| 165 |
+
Behavior InstallSnapshot
|
| 166 |
+
Input: leaderId: string, term: integer, lastIncludedIndex: integer, lastIncludedTerm: integer, data: bytes, offset: integer, done: boolean
|
| 167 |
+
Output: term: integer
|
| 168 |
+
Action:
|
| 169 |
+
Validate term; reject if stale
|
| 170 |
+
If snapshot lastIncludedIndex <= lastApplied, discard and acknowledge
|
| 171 |
+
If partial snapshot, write data at offset to temporary snapshot buffer
|
| 172 |
+
If done is true, discard log entries covered by snapshot
|
| 173 |
+
Reset state machine with snapshot data
|
| 174 |
+
Persist snapshot to stable storage
|
| 175 |
+
Update lastIncludedIndex and lastIncludedTerm
|
| 176 |
+
|
| 177 |
+
Behavior TransferLeadership
|
| 178 |
+
Input: targetId: string, timeout: float
|
| 179 |
+
Output: success: boolean, newLeaderId: string
|
| 180 |
+
Action:
|
| 181 |
+
Stop accepting new client requests
|
| 182 |
+
If target is not up-to-date, send AppendEntries to bring it current
|
| 183 |
+
Send TimeoutNow request to target node
|
| 184 |
+
Target node starts immediate election with minimal timeout
|
| 185 |
+
Wait for new leader to emerge within timeout
|
| 186 |
+
Resume accepting requests under new leader
|
| 187 |
+
|
| 188 |
+
Behavior AdvanceCommitIndex
|
| 189 |
+
Input: void
|
| 190 |
+
Output: newCommitIndex: integer
|
| 191 |
+
Action:
|
| 192 |
+
Find highest index N such that N > commitIndex and majority of matchIndex[i] >= N
|
| 193 |
+
Verify log[N].term == currentTerm (only commit entries from current term)
|
| 194 |
+
Set commitIndex = N
|
| 195 |
+
Apply all entries between lastApplied and commitIndex to state machine
|
| 196 |
+
Return new commit index
|
| 197 |
+
|
| 198 |
+
# Level 4: Conditions
|
| 199 |
+
Condition: LeaderStepDown
|
| 200 |
+
When leader receives RequestVote or AppendEntries with term > currentTerm
|
| 201 |
+
Then immediately transition to follower state, update currentTerm, reset votedFor, and abort pending client requests
|
| 202 |
+
|
| 203 |
+
Condition: ElectionTimeoutExpired
|
| 204 |
+
When election timer fires without receiving valid heartbeat from leader
|
| 205 |
+
Then increment currentTerm, transition to candidate state, vote for self, and broadcast RequestVote to all peers
|
| 206 |
+
|
| 207 |
+
Condition: QuorumLost
|
| 208 |
+
When number of responsive nodes falls below (totalNodes / 2 + 1)
|
| 209 |
+
Then leader steps down to follower, all write operations are rejected, system enters read-only degraded mode, and alert is emitted to cluster operator
|
| 210 |
+
|
| 211 |
+
Condition: LogConflictDetected
|
| 212 |
+
When AppendEntries consistency check fails at prevLogIndex
|
| 213 |
+
Then decrement nextIndex for that follower and retry AppendEntries with earlier log entries until consistency point is found
|
| 214 |
+
|
| 215 |
+
Condition: ConfigChangeUnsafe
|
| 216 |
+
When joint consensus configuration change is in progress and a second change is attempted
|
| 217 |
+
Then reject the second configuration change until the first is committed; only one config change may be outstanding at a time
|
| 218 |
+
|
| 219 |
+
# Level 5: Events
|
| 220 |
+
Event: OnLeaderElected
|
| 221 |
+
On new leader confirmed by majority votes
|
| 222 |
+
Action: Initialize leader state, emit leadership transition metric, notify client redirect service, begin heartbeat cycle, append no-op entry to commit prior term entries
|
| 223 |
+
|
| 224 |
+
Event: OnLogCommitted
|
| 225 |
+
On entry committed at new commit index
|
| 226 |
+
Action: Apply entry to state machine, respond to waiting client, emit latency metric from submission to commit, update lastApplied index, trigger snapshot if log size exceeds threshold
|
| 227 |
+
|
| 228 |
+
Event: OnNodeJoined
|
| 229 |
+
On new node added to cluster configuration
|
| 230 |
+
Action: Add to non-voting members initially, begin log catchup via AppendEntries, promote to voting member once caught up, update cluster configuration with joint consensus, broadcast new config
|
| 231 |
+
|
| 232 |
+
Event: OnSnapshotCreated
|
| 233 |
+
On snapshot completed and persisted
|
| 234 |
+
Action: Truncate log entries covered by snapshot, emit snapshot size metric, update lastIncludedIndex, notify peers of new snapshot availability, free memory from compacted log entries
|
| 235 |
+
|
| 236 |
+
Event: OnFollowerLagDetected
|
| 237 |
+
On follower matchIndex falls behind commitIndex by more than 1000 entries
|
| 238 |
+
Action: Switch to sending InstallSnapshot instead of incremental AppendEntries, emit lag warning metric, consider throttling client submissions if replication backlog grows unbounded
|
| 239 |
+
|
| 240 |
+
# Level 6: Concurrency
|
| 241 |
+
Parallel:
|
| 242 |
+
Leader heartbeat broadcast to all followers
|
| 243 |
+
Log replication streams to individual followers
|
| 244 |
+
State machine application of committed entries
|
| 245 |
+
Snapshot creation on background thread
|
| 246 |
+
Client request acknowledgment processing
|
| 247 |
+
|
| 248 |
+
# Level 7: Optimization
|
| 249 |
+
Optimize: Log replication throughput
|
| 250 |
+
Priority: Batch multiple log entries into a single AppendEntries RPC when follower is behind, reducing round trips; pipeline AppendEntries requests to overlapping followers to maximize network utilization
|
| 251 |
+
|
| 252 |
+
Optimize: Leader election latency
|
| 253 |
+
Priority: Use pre-vote protocol to avoid disruptive elections from partitioned nodes; prioritize nodes with more complete logs as election candidates to reduce post-election catchup
|
| 254 |
+
|
| 255 |
+
Optimize: Read request serving
|
| 256 |
+
Priority: Implement leader lease-based reads without logging; serve read-only requests from followers using ReadIndex protocol for linearizable reads without write latency impact
|
| 257 |
+
|
| 258 |
+
# Level 8: Learning
|
| 259 |
+
Learn: Optimal election timeout for current network conditions
|
| 260 |
+
Goal: Minimize leader election latency while avoiding unnecessary elections from transient network delays
|
| 261 |
+
Adapt: electionTimeout range
|
| 262 |
+
Based: Observed round-trip times to peers and historical false election rates over sliding 1000-election window
|
| 263 |
+
|
| 264 |
+
Learn: Optimal batch size for AppendEntries
|
| 265 |
+
Goal: Maximize replication throughput without causing excessive memory pressure or latency spikes
|
| 266 |
+
Adapt: maxEntriesPerBatch
|
| 267 |
+
Based: Follower response times and network bandwidth utilization metrics over the last 60 seconds
|
| 268 |
+
|
| 269 |
+
Learn: Snapshot trigger threshold
|
| 270 |
+
Goal: Balance log compaction frequency against snapshot I/O overhead
|
| 271 |
+
Adapt: snapshotThreshold (log size in bytes before triggering snapshot)
|
| 272 |
+
Based: Snapshot creation duration, disk I/O load, and application read/write ratio over the last 100 snapshots
|
| 273 |
+
|
| 274 |
+
# Level 9: Security
|
| 275 |
+
Security:
|
| 276 |
+
Encrypt: All RPC communication between nodes using TLS 1.3 with mutual certificate authentication
|
| 277 |
+
Encrypt: Snapshot data at rest using AES-256-GCM
|
| 278 |
+
Encrypt: Vote persistence records on stable storage
|
| 279 |
+
Protect: Leader election against unauthorized nodes by validating cluster membership certificates
|
| 280 |
+
Protect: Log entries against tampering by computing Merkle hash chains across term boundaries
|
| 281 |
+
Protect: Client request integrity by requiring signed clientRequestId with replay protection nonce
|
| 282 |
+
Protect: Configuration change requests against unauthorized modification via multi-party authorization
|
| 283 |
+
|
| 284 |
+
# Level 10: Native
|
| 285 |
+
Native: Go
|
| 286 |
+
{
|
| 287 |
+
package raft
|
| 288 |
+
|
| 289 |
+
import (
|
| 290 |
+
"context"
|
| 291 |
+
"sync"
|
| 292 |
+
"time"
|
| 293 |
+
)
|
| 294 |
+
|
| 295 |
+
type State int
|
| 296 |
+
|
| 297 |
+
const (
|
| 298 |
+
Follower State = iota
|
| 299 |
+
Candidate
|
| 300 |
+
Leader
|
| 301 |
+
)
|
| 302 |
+
|
| 303 |
+
type Node struct {
|
| 304 |
+
mu sync.RWMutex
|
| 305 |
+
id string
|
| 306 |
+
state State
|
| 307 |
+
currentTerm uint64
|
| 308 |
+
votedFor string
|
| 309 |
+
log []*LogEntry
|
| 310 |
+
commitIndex uint64
|
| 311 |
+
lastApplied uint64
|
| 312 |
+
nextIndex map[string]uint64
|
| 313 |
+
matchIndex map[string]uint64
|
| 314 |
+
heartbeatTick *time.Ticker
|
| 315 |
+
electionTimer *time.Timer
|
| 316 |
+
config *ClusterConfig
|
| 317 |
+
stateMachine StateMachine
|
| 318 |
+
snapshotStore SnapshotStore
|
| 319 |
+
transport Transport
|
| 320 |
+
applyCh chan *LogEntry
|
| 321 |
+
stopCh chan struct{}
|
| 322 |
+
}
|
| 323 |
+
|
| 324 |
+
func (n *Node) Run(ctx context.Context) {
|
| 325 |
+
for {
|
| 326 |
+
select {
|
| 327 |
+
case <-n.electionTimer.C:
|
| 328 |
+
n.startElection()
|
| 329 |
+
case <-n.heartbeatTick.C:
|
| 330 |
+
if n.state == Leader {
|
| 331 |
+
n.broadcastHeartbeat()
|
| 332 |
+
}
|
| 333 |
+
case entry := <-n.applyCh:
|
| 334 |
+
n.stateMachine.Apply(entry.Command)
|
| 335 |
+
case <-ctx.Done():
|
| 336 |
+
n.shutdown()
|
| 337 |
+
return
|
| 338 |
+
}
|
| 339 |
+
}
|
| 340 |
+
}
|
| 341 |
+
|
| 342 |
+
func (n *Node) startElection() {
|
| 343 |
+
n.mu.Lock()
|
| 344 |
+
n.state = Candidate
|
| 345 |
+
n.currentTerm++
|
| 346 |
+
n.votedFor = n.id
|
| 347 |
+
term := n.currentTerm
|
| 348 |
+
lastIdx, lastTerm := n.lastLogInfo()
|
| 349 |
+
n.mu.Unlock()
|
| 350 |
+
|
| 351 |
+
votesReceived := 1
|
| 352 |
+
quorum := len(n.config.VotingMembers)/2 + 1
|
| 353 |
+
|
| 354 |
+
for _, peer := range n.config.VotingMembers {
|
| 355 |
+
if peer == n.id {
|
| 356 |
+
continue
|
| 357 |
+
}
|
| 358 |
+
go func(peerID string) {
|
| 359 |
+
resp, err := n.transport.RequestVote(peerID, &VoteRequest{
|
| 360 |
+
CandidateId: n.id,
|
| 361 |
+
Term: term,
|
| 362 |
+
LastLogIndex: lastIdx,
|
| 363 |
+
LastLogTerm: lastTerm,
|
| 364 |
+
})
|
| 365 |
+
if err != nil {
|
| 366 |
+
return
|
| 367 |
+
}
|
| 368 |
+
n.mu.Lock()
|
| 369 |
+
defer n.mu.Unlock()
|
| 370 |
+
if resp.Term > n.currentTerm {
|
| 371 |
+
n.becomeFollower(resp.Term)
|
| 372 |
+
return
|
| 373 |
+
}
|
| 374 |
+
if resp.VoteGranted && n.state == Candidate {
|
| 375 |
+
votesReceived++
|
| 376 |
+
if votesReceived >= quorum {
|
| 377 |
+
n.becomeLeader()
|
| 378 |
+
}
|
| 379 |
+
}
|
| 380 |
+
}(peer)
|
| 381 |
+
}
|
| 382 |
+
n.resetElectionTimer()
|
| 383 |
+
}
|
| 384 |
+
|
| 385 |
+
func (n *Node) becomeLeader() {
|
| 386 |
+
n.state = Leader
|
| 387 |
+
lastIdx := n.lastLogIndex()
|
| 388 |
+
for peer := range n.nextIndex {
|
| 389 |
+
n.nextIndex[peer] = lastIdx + 1
|
| 390 |
+
n.matchIndex[peer] = 0
|
| 391 |
+
}
|
| 392 |
+
n.appendNoOp()
|
| 393 |
+
}
|