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RaftMerge: body part of multi-raft region merge protocol except rollback. (#10)
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@ -1,5 +1,22 @@
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------------------------------ MODULE RaftMerge -------------------------------
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------------------------------ MODULE RaftMerge -------------------------------
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\* This is the formal specification for the multi-raft region merge algorithm
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\* of TiKV.
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\*
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\* The whole data is divided into multiple shards called regions, and each
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\* region is replicated to several stores comprising a Raft group. Two regions
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\* can merge into a larger one if one region is reasonably small.
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\*
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\* This specification asserts two regions named A and B are replicated to the
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\* same set of stores. Each region has leader on store LeaderA and LeaderB
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\* respectively.
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\*
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\* Notice that TiKV uses a slightly different Raft model compared with Ongaro's
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\* original Raft implementation. A log is truly committed if the log is applied
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\* to the state machine, and then server will return the result to client.
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\* commit_index is only a marker, log may be dropped even if commit_index goes
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\* beyond that log.
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EXTENDS Integers, FiniteSets, Sequences, TLC
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EXTENDS Integers, FiniteSets, Sequences, TLC
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CONSTANTS Store, Region
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CONSTANTS Store, Region
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@ -40,22 +57,44 @@ VARIABLES messages
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\* The data structures in C. MAXS = |Store|.
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\* The data structures in C. MAXS = |Store|.
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\*
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\*
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\* enum Log { LogNormal, LogPreMerge, LogMerge };
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\*
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\* enum RegionState { RegionNormal, RegionTombStone, RegionMerging };
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\*
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\* struct Raft {
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\* struct Raft {
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\* bool is_leader;
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\* bool is_leader;
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\* vector<Log> logs;
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\* vector<Log> logs;
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\* int commit_index;
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\* int commit_index;
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\* int apply_index;
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\* int apply_index;
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\* int num_applied; // number of applied normal logs
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\* int match_index[MAXS]; // leader only
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\* int match_index[MAXS]; // leader only
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\* };
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\* };
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\*
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\*
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\* struct Store {
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\* struct Store {
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\* Raft raft[2]; // 2 for two regions
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\* Raft raft[2]; // 2 for two regions
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\* RegionState region[2]; // 2 for two regions
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\* } stores[MAXS];
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\* } stores[MAXS];
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\*
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\*
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\* Note for ease of implementation, we use two 2-dimension arrays raft[MAXS][2].
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\* Note for ease of implementation, we use two 2-dimension arrays raft[MAXS][2]
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\* and region[MAXS][2].
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\*
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\* Also note that different from a real-world implementation, we don't
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\* introduce the concept of `epoch` here, which is used to figure out whether
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\* the configuration of one region has changed. Epoch matters when we are
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\* applying the logs into state machine, if it is stale, we will skip all
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\* later non-admin logs. Epoch will be changed when we are applying admin logs.
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\* Log.
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\* Log types.
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CONSTANTS Log
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\* The logs are divided into two categories, normal logs and admin logs.
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\* Logs apart from LogNormal are admin logs.
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CONSTANTS LogNormal, \* RegionB only
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LogPreMerge,
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LogMerge
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\* Region state types.
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CONSTANTS RegionNormal,
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RegionTombStone,
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RegionMerging
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VARIABLES raft, region
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VARIABLES raft, region
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@ -164,6 +203,7 @@ Receive(m) ==
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\* Leader i of region r receives a client request to append a log.
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\* Leader i of region r receives a client request to append a log.
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ClientRequest(i, r, log) ==
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ClientRequest(i, r, log) ==
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/\ raft[i][r].is_leader
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/\ raft[i][r].is_leader
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/\ region[i][r] = RegionNormal
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/\ client_requests_index < MaxClientRequests
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/\ client_requests_index < MaxClientRequests
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/\ LET
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/\ LET
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new_logs == Append(raft[i][r].logs, log)
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new_logs == Append(raft[i][r].logs, log)
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@ -175,21 +215,137 @@ ClientRequest(i, r, log) ==
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/\ UNCHANGED <<messages, region>>
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/\ UNCHANGED <<messages, region>>
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-------------------------------------------------------------------------------
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-------------------------------------------------------------------------------
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\* State transitions for Raft merge, and log applying.
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\* Internal requests for Raft merge.
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\* Assume raft[i][r].is_leader, i.e., only leader can handle internal requests.
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InternalRequest(i, r, log) ==
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LET
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new_logs == Append(raft[i][r].logs, log)
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new_match_index == [raft[i][r].match_index EXCEPT ![i] = @ + 1]
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IN
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[raft EXCEPT ![i][r].logs = new_logs,
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![i][r].match_index = new_match_index]
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\* Send merge request to the leader of Region B.
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ProposeMergeRequest(i) ==
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/\ raft[i][RegionB].is_leader
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/\ \* This request should be sent only once.
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Len(SelectSeq(raft[i][RegionB].logs, LAMBDA log : log.type = LogPreMerge)) = 0
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/\ raft' = InternalRequest(
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i, RegionB,
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[type |-> LogPreMerge,
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min_index |-> 1 + Min({raft[i][RegionB].match_index[j] : j \in Store})]
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)
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/\ UNCHANGED <<messages, region, client_vars>>
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\* Return TRUE if there is a log applicable to the state machine.
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\* Return TRUE if there is a log applicable to the state machine.
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\* A log is applicable if it is committed, and the target region is not in
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\* TombStone state.
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LogAppliable(i, r) ==
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LogAppliable(i, r) ==
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raft[i][r].apply_index < raft[i][r].commit_index
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/\ raft[i][r].apply_index < raft[i][r].commit_index
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/\ region[i][r] /= RegionTombStone
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\* Apply Raft logs to make apply_index catch up with commit_index.
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\* Apply LogPreMerge.
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\* This simply increases apply_index.
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ApplyPreMergeLog(i) ==
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ApplyLog(i, r) ==
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LET
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next_index == raft[i][RegionB].apply_index + 1
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IN
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/\ LogAppliable(i, RegionB)
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/\ raft[i][RegionB].logs[next_index].type = LogPreMerge
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/\ IF raft[i][RegionA].is_leader
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THEN
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\* If this store is the leader of regionA, make a merge proposal, and
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\* advance apply_index.
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LET
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min_index == raft[i][RegionB].logs[next_index].min_index
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commit_index == next_index
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fetch_logs == SubSeq(raft[i][RegionB].logs, min_index, commit_index)
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IN
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raft' = [InternalRequest(
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i, RegionA,
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[type |-> LogMerge,
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min_index |-> min_index,
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commit_index |-> commit_index,
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entries |-> fetch_logs]
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)
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EXCEPT ![i][RegionB].apply_index = next_index]
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ELSE
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\* Otherwise, only advance apply_index.
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raft' = [raft EXCEPT ![i][RegionB].apply_index = next_index]
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/\ region' = [region EXCEPT ![i][RegionB] = RegionMerging]
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/\ UNCHANGED <<messages, client_vars>>
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\* Apply LogMerge.
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\*
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\* This action is roughly divided into two sub-actions, and executed separately.
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\* The first step copies the logs to region B, to ensure it in sync with leader
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\* B. The second step waits until the copied logs in the first step are applied,
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\* then advances apply_index and marks this region as tombstone.
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ApplyMergeLogStep1(i) ==
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LET
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next_index == raft[i][RegionA].apply_index + 1
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min_index == raft[i][RegionA].logs[next_index].min_index
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commit_index == raft[i][RegionA].logs[next_index].commit_index
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new_logs ==
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LET
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old_logs == raft[i][RegionB].logs
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entries == raft[i][RegionA].logs[next_index].entries
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IN
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IF commit_index <= Len(raft[i][RegionB].logs)
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THEN old_logs
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ELSE old_logs \o SubSeq(entries, Len(old_logs) - min_index + 2, Len(entries))
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IN
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/\ raft' = [raft EXCEPT ![i][RegionB].logs = new_logs,
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![i][RegionB].commit_index = Max({@, commit_index})]
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/\ UNCHANGED <<messages, region, client_vars>>
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ApplyMergeLogStep2(i) ==
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LET
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next_index == raft[i][RegionA].apply_index + 1
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commit_index == raft[i][RegionA].logs[next_index].commit_index
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IN
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/\ \* Lag logs have been applied.
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raft[i][RegionB].apply_index >= commit_index
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/\ raft' = [raft EXCEPT ![i][RegionA].apply_index = next_index]
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/\ region' = [region EXCEPT ![i][RegionB] = RegionTombStone]
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/\ UNCHANGED <<messages, client_vars>>
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ApplyMergeLog(i) ==
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LET
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next_index == raft[i][RegionA].apply_index + 1
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IN
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/\ LogAppliable(i, RegionA)
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/\ raft[i][RegionA].logs[next_index].type = LogMerge
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/\ \/ ApplyMergeLogStep1(i)
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\/ ApplyMergeLogStep2(i)
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\* Apply LogNormal.
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\* This log simply increases apply_index.
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ApplyNormalLog(i, r) ==
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LET
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LET
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next_index == raft[i][r].apply_index + 1
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next_index == raft[i][r].apply_index + 1
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IN
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IN
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/\ LogAppliable(i, r)
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/\ LogAppliable(i, r)
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/\ raft' = [raft EXCEPT ![i][r].apply_index = next_index]
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/\ raft[i][r].logs[next_index].type = LogNormal
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/\ LET
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\* Apply this log if this region is in normal state, otherwise skip it.
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\* Notice we don't check for epoch here as what is done in the real
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\* world implementation, but these two approaches are equivalent to
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\* check whether we have applied PreMergeLog, as applying PreMergeLog
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\* will also convert the region state from normal state.
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num_applied_delta == IF region[i][r] = RegionNormal THEN 1 ELSE 0
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IN
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raft' = [raft EXCEPT ![i][r].apply_index = next_index,
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![i][r].num_applied = @ + num_applied_delta]
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/\ UNCHANGED <<messages, region, client_vars>>
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/\ UNCHANGED <<messages, region, client_vars>>
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\* Apply Raft logs to make apply_index catch up with commit_index.
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ApplyLog(i) ==
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\/ \E r \in Region : ApplyNormalLog(i, r)
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\/ ApplyPreMergeLog(i)
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\/ ApplyMergeLog(i)
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-------------------------------------------------------------------------------
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-------------------------------------------------------------------------------
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\* Specification of Raft merge.
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\* Specification of Raft merge.
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@ -198,11 +354,14 @@ Next ==
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\/ \E i, j \in Store : \E r \in Region : AppendEntries(i, j, r)
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\/ \E i, j \in Store : \E r \in Region : AppendEntries(i, j, r)
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\/ \E i \in Store : \E r \in Region : AdvanceCommitIndex(i, r)
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\/ \E i \in Store : \E r \in Region : AdvanceCommitIndex(i, r)
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\/ \E m \in messages : Receive(m)
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\/ \E m \in messages : Receive(m)
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\/ \E i \in Store : \E r \in Region : ApplyLog(i, r)
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\* External client can send requests to region leader.
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\* External client can send requests to region B leader, to add a new log
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\/ \E i \in Store : \E r \in Region :
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\* entry in region B.
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ClientRequest(i, r, Log)
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\/ \E i \in Store : ClientRequest(i, RegionB, [type |-> LogNormal])
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\* Raft merge actions.
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\/ ProposeMergeRequest(LeaderB)
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\/ \E i \in Store : ApplyLog(i)
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Init ==
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Init ==
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/\ messages = {}
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/\ messages = {}
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@ -215,6 +374,7 @@ Init ==
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logs |-> << >>,
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logs |-> << >>,
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commit_index |-> 0,
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commit_index |-> 0,
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apply_index |-> 0,
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apply_index |-> 0,
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num_applied |-> 0,
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match_index |-> [j \in Store |-> 0]
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match_index |-> [j \in Store |-> 0]
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]
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]
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]
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]
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@ -223,7 +383,7 @@ Init ==
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raft = MarkLeader(MarkLeader(no_leader_raft, LeaderA, RegionA),
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raft = MarkLeader(MarkLeader(no_leader_raft, LeaderA, RegionA),
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LeaderB,
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LeaderB,
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RegionB)
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RegionB)
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/\ region = TRUE
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/\ region = [i \in Store |-> [r \in Region |-> RegionNormal]]
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/\ client_requests_index = 0
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/\ client_requests_index = 0
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Spec ==
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Spec ==
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@ -233,19 +393,33 @@ Spec ==
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\* Type invariants.
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\* Type invariants.
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LogType ==
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LogType ==
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{Log}
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LET
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FlatLogType ==
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[type : {LogNormal}]
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\cup [type : {LogPreMerge}, min_index : Nat]
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IN
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FlatLogType
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\cup [type : {LogMerge},
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min_index : Nat,
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commit_index : Nat,
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entries : Seq(FlatLogType)]
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RaftType ==
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RaftType ==
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[ is_leader : BOOLEAN,
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[ is_leader : BOOLEAN,
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logs : Seq(LogType),
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logs : Seq(LogType),
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commit_index : Nat,
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commit_index : Nat,
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apply_index : Nat,
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apply_index : Nat,
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num_applied : Nat,
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match_index : [Store -> Nat] \* Only available on leader.
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match_index : [Store -> Nat] \* Only available on leader.
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\* Initialized to zeroes on followers.
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\* Initialized to zeroes on followers.
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]
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]
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RegionType ==
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{ RegionNormal, RegionTombStone, RegionMerging }
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TypeInvariant ==
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TypeInvariant ==
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/\ raft \in [Store -> [Region -> RaftType]]
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/\ raft \in [Store -> [Region -> RaftType]]
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/\ region \in [Store -> [Region -> RegionType]]
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-------------------------------------------------------------------------------
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-------------------------------------------------------------------------------
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\* Some invariants for our simplified Raft model.
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\* Some invariants for our simplified Raft model.
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@ -294,4 +468,37 @@ SimpliedRaftInvariant ==
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/\ LogInvariant
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/\ LogInvariant
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/\ ApplyIndexInvariant
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/\ ApplyIndexInvariant
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-------------------------------------------------------------------------------
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\* Some invariants for Raft region merge.
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\* If a region on two different stores have applied the same logs, they should
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\* also share the same region state.
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RegionApplyInvariant ==
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\A i, j \in Store :
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(
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/\ i /= j
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/\ (\A r \in Region : raft[i][r].apply_index = raft[j][r].apply_index)
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) =>
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\A r \in Region : region[i][r] = region[j][r]
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\* For any two stores of region B, if both done, they should have the same
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\* number of applied logs.
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MergeLogInvariant ==
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\A i, j \in Store :
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(
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/\ i /= j
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/\ region[i][RegionB] = RegionTombStone
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/\ region[j][RegionB] = RegionTombStone
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) =>
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LET
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applied_i == raft[i][RegionB].num_applied
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applied_j == raft[j][RegionB].num_applied
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IN
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applied_i = applied_j
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\* Combination of the above invariants.
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RaftMergeInvariant ==
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/\ RegionApplyInvariant
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/\ MergeLogInvariant
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===============================================================================
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===============================================================================
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