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| Original file line number | Diff line number | Diff line change |
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| /- | ||
| Copyright (c) 2026 Ching-Tsun Chou. All rights reserved. | ||
| Released under Apache 2.0 license as described in the file LICENSE. | ||
| Authors: Ching-Tsun Chou | ||
| -/ | ||
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| module | ||
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| public import Cslib.Foundations.Semantics.LTS.OmegaExecution | ||
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| /-! # Distributed algorithms for solving the consensus problem | ||
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| In the consensus problem, each process of a distributed algorithm is given a boolean value | ||
| at the beginning. Then by exchanging messages asynchronously, they are supposed to agree on | ||
| one of the initial boolean values. This file contains a very general definition of such | ||
| a distributed algorithm. | ||
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| Borrowing an idea from Leslie Lamport, we allow the LTS defined by such an algorithm to | ||
| "stutter" at any time, in the sense of taking a dummy step without changing the | ||
| global state of the distributed algorithm. This idea enables us to focus on infinite | ||
| executions alone without loss of generality, because an algorithm that has run out of | ||
| useful steps to take can always take the stuttering step. Pathological executions in which | ||
| the stuttering step is taken forever when there is useful work to be done are outlawed by | ||
| the fairness assumptions defined in `Consensus.lean`. | ||
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| The types `P`, `M`, and `S` below are the types of processes (more precisely, process identifiers), | ||
| messages contents, and process states. Eventually `P` will be assumed to be finite in the form of | ||
| `[Fintype P]`, but that assumption will be added only where necessary. No assumption whatsoever | ||
| will be made about `M` and `S`. In particular, they could be infinite. | ||
| -/ | ||
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| @[expose] public section | ||
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| namespace Cslib.FLP | ||
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| open Set Sum Multiset | ||
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| variable {P M S : Type*} [DecidableEq P] [DecidableEq M] | ||
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| /-- The type of messages that processes send to each other. -/ | ||
| @[ext] | ||
| structure Message (P M : Type*) where | ||
| /-- The destination of a message. -/ | ||
| dest : P | ||
| /-- The content of the message, where the `Bool` option is used to carry to the | ||
| initial boolean value to each process. -/ | ||
| msg : Bool ⊕ M | ||
| deriving DecidableEq | ||
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| /-- The type of a process's local state. -/ | ||
| structure ProcState (S : Type*) where | ||
| /-- The internal state of a process. -/ | ||
| state : S | ||
| /-- The state component used by a process to signal the boolean value it decides on. -/ | ||
| out : Option Bool | ||
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| /-- The global state of the distributed algorithm. -/ | ||
| structure State (P M S : Type*) where | ||
| /-- A multiset containing all messages that are in-flight (namely, they have been sent but | ||
| not yet received). Note that being a multiset implies that the messages are not ordered. -/ | ||
| msgs : Multiset (Message P M) | ||
| /-- A map giving the local states of all processes. -/ | ||
| proc : P → ProcState S | ||
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| /-- The specification of a distributed algorithm for solving the consensus problem. | ||
| Note that each field below can depend on a process's identifier (recall that each `Message` | ||
| contains its destination's identifier), so the algorithm is not required to be uniform | ||
| across processes. -/ | ||
| structure Algorithm (P M S : Type*) where | ||
| /-- A map specifying the initial state of each process. -/ | ||
| init : P → S | ||
| /-- A map specifying how a process changes its internal state upon receiving a message. -/ | ||
| next : Message P M → ProcState S → S | ||
| /-- A map specifying what messages a process sends out upon receiving a message. -/ | ||
| send : Message P M → ProcState S → Multiset (Message P M) | ||
| /-- A map specifying the boolean decision a process makes upon receiving a message, | ||
| where `none` means that no decision is made. -/ | ||
| out : Message P M → ProcState S → Option Bool | ||
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| /-- The type of labels of the LTS defined by an `Algorithm`, where `some m` denotes | ||
| the reception of message `m` and `none` denotes a stuttering step. -/ | ||
| abbrev Action (P M : Type*) := Option (Message P M) | ||
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| /-- `DestIn ps x` means that if `x ≠ none`, then `x = some m` with `m.dest ∈ ps`. -/ | ||
| def DestIn (ps : Set P) : Action P M → Prop | ||
| | some m => m.dest ∈ ps | ||
| | none => True | ||
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| /-- Given `inp : P → Bool`, the initial state of the algorithm `a` contains a single message | ||
| carrying the boolean value `inp p` to each process `p`, where the initial internal state is | ||
| `a.init p` and no decision has been made. The assumption `[Fintype P]` is made because | ||
| a multiset may contain only finitely many elements. -/ | ||
| def Algorithm.start [Fintype P] (a : Algorithm P M S) (inp : P → Bool) : State P M S where | ||
| msgs := Multiset.map (fun p ↦ ⟨p, inl (inp p)⟩) Finset.univ.val | ||
| proc := fun p ↦ ⟨a.init p, none⟩ | ||
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| /-- The specification of how the global state of the algorithm changes when a process `p` | ||
| receives a message `m`. (This function will be used only when such a message `m` exists.) | ||
| Note that once `p` has made a boolean decision in its `out` field, it is not allowed to | ||
| "change its mind" anymore. -/ | ||
| def Algorithm.recvMsg (a : Algorithm P M S) (m : Message P M) (s : State P M S) : State P M S := | ||
| let p := m.dest | ||
| { msgs := s.msgs.erase m + a.send m (s.proc p) | ||
| proc := fun q ↦ | ||
| if q = p then | ||
| ⟨ a.next m (s.proc p), | ||
| if (s.proc p).out.isNone then a.out m (s.proc p) else (s.proc p).out ⟩ | ||
| else s.proc q } | ||
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| /-- The transition relation of the LTS defined by the algorithm `a`. | ||
| Note that the stuttering step is always allowed. -/ | ||
| def Algorithm.LTS (a : Algorithm P M S) : LTS (State P M S) (Action P M) where | ||
| Tr s x s' := match x with | ||
| | some m => m ∈ s.msgs ∧ s' = a.recvMsg m s | ||
| | none => s' = s | ||
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| /-- `a.Reachable inp s` means that `s` is a reachable state of `a` given the initial `inp`. -/ | ||
| def Algorithm.Reachable [Fintype P] | ||
| (a : Algorithm P M S) (inp : P → Bool) (s : State P M S) : Prop := | ||
| a.LTS.CanReach (a.start inp) s | ||
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| /-- `s.ProcDecided p b` means that process `p` is decided on the boolean value `b` | ||
| in the state `s`. -/ | ||
| abbrev State.ProcDecided (s : State P M S) (p : P) (b : Bool) : Prop := | ||
| (s.proc p).out = some b | ||
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| /-- `s.Decided b` means that at least one process is decided on the boolean value `b` | ||
| in the state `s`. -/ | ||
| def State.Decided (s : State P M S) (b : Bool) : Prop := | ||
| ∃ p, s.ProcDecided p b | ||
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| /-- `s.Agreed` says that all boolean values decided on in state `s` must agree with each other. -/ | ||
| def State.Agreed (s : State P M S) : Prop := | ||
| ∀ b b', s.Decided b ∧ s.Decided b' → b = b' | ||
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| /-- `a.SafeConsensus` says that in any reachable state of `a`, (1) all boolean values decided on | ||
| in that state must agree with each other and (2) that boolean value (if it exists) must be | ||
| one of the boolean values given by `inp` at the beginning. `a.SafeConsensus` is the minimal | ||
| correctness requirement on `a` and is a safety property (hence its name). -/ | ||
| def Algorithm.SafeConsensus [Fintype P] (a : Algorithm P M S) : Prop := | ||
| ∀ inp s, a.Reachable inp s → s.Agreed ∧ ∀ b, s.Decided b → ∃ p, inp p = b | ||
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| namespace Algorithm | ||
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| variable {a : Algorithm P M S} {inp : P → Bool} | ||
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| /-- The stuttering step does not change the global state. -/ | ||
| theorem tr_none {s s' : State P M S} (h : a.LTS.Tr s none s') : s = s' := by | ||
| grind [Algorithm.LTS] | ||
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ctchou marked this conversation as resolved.
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| /-- The initial state is reachable. -/ | ||
| theorem reachable_start [Fintype P] : | ||
| a.Reachable inp (a.start inp) := by | ||
| simp [Algorithm.Reachable, LTS.CanReach.refl] | ||
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| /-- If `s` is reachable from the initial state and `s'` is reachable from `s`, | ||
| then `s'` is reachable from the initial state. -/ | ||
| theorem reachable_stable [Fintype P] {s s' : State P M S} | ||
| (hr : a.Reachable inp s) (hc : a.LTS.CanReach s s') : a.Reachable inp s' := by | ||
| obtain ⟨xs, _⟩ := hr | ||
| obtain ⟨xs', _⟩ := hc | ||
| use xs ++ xs' | ||
| grind [LTS.MTr.comp] | ||
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| /-- If `p` is decided on the boolean value `b` in `s` and `s'` is reachable from `s`, | ||
| then `p` is still decided on `b` in `s'`. -/ | ||
| theorem procDecided_stable {s s' : State P M S} {p : P} {b : Bool} | ||
| (hd : s.ProcDecided p b) (hc : a.LTS.CanReach s s') : s'.ProcDecided p b := by | ||
| obtain ⟨xs, h_mtr⟩ := hc | ||
| induction h_mtr <;> grind [Algorithm.LTS, Algorithm.recvMsg] | ||
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| /-- If at least one process is decided on the boolean value `b` in `s` and `s'` is reachable | ||
| from `s`, then at least one process is still decided on `b` in `s'`. -/ | ||
| theorem decided_stable {s s' : State P M S} {b : Bool} | ||
| (hd : s.Decided b) (hc : a.LTS.CanReach s s') : s'.Decided b := by | ||
| obtain ⟨p, _⟩ := hd | ||
| use p | ||
| grind [procDecided_stable] | ||
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| /-- If `m1` and `m2` are both inflight and they have different destinations, | ||
| then receiving them in either order produces the same end state. -/ | ||
| theorem recvMsg_comm {m1 m2 : Message P M} {s : State P M S} | ||
| (hd : m1.dest ≠ m2.dest) (h1 : m1 ∈ s.msgs) (h2 : m2 ∈ s.msgs) : | ||
| m2 ∈ (a.recvMsg m1 s).msgs ∧ m1 ∈ (a.recvMsg m2 s).msgs ∧ | ||
| a.recvMsg m2 (a.recvMsg m1 s) = a.recvMsg m1 (a.recvMsg m2 s) := by | ||
| rw [State.mk.injEq] | ||
| split_ands | ||
| · grind [Algorithm.recvMsg, mem_erase_of_ne] | ||
| · grind [Algorithm.recvMsg, mem_erase_of_ne] | ||
| · have he1 (x) : (s.msgs.erase m1 + x).erase m2 = (s.msgs.erase m1).erase m2 + x := by | ||
| grind [erase_add_left_pos, mem_erase_of_ne] | ||
| have he2 (x) : (s.msgs.erase m2 + x).erase m1 = (s.msgs.erase m1).erase m2 + x := by | ||
| grind [erase_add_left_pos, mem_erase_of_ne, erase_comm] | ||
| simp [Algorithm.recvMsg, hd, hd.symm, he1, he2, add_assoc] | ||
| grind [add_comm] | ||
| · ext p | ||
| by_cases h_p1 : p = m1.dest <;> by_cases h_p2 : p = m2.dest <;> | ||
| simp [Algorithm.recvMsg, h_p1, h_p2, hd, hd.symm] | ||
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| /-- A diamond property for the transition relation `a.LTS.Tr`. -/ | ||
| theorem tr_diamond {ps : Set P} {x1 x2 : Action P M} {s s1 s2 : State P M S} | ||
| (hx1 : DestIn ps x1) (hs1 : a.LTS.Tr s x1 s1) | ||
| (hx2 : DestIn psᶜ x2) (hs2 : a.LTS.Tr s x2 s2) : | ||
| ∃ s', a.LTS.Tr s1 x2 s' ∧ a.LTS.Tr s2 x1 s' := by | ||
| cases x1 <;> cases x2 <;> try grind [Algorithm.LTS] | ||
| case some m1 m2 => | ||
| have hd : m1.dest ≠ m2.dest := by grind [DestIn] | ||
| obtain ⟨h_m1, rfl⟩ := hs1 | ||
| obtain ⟨h_m2, rfl⟩ := hs2 | ||
| simp only [Algorithm.LTS, exists_eq_right_right] | ||
| grind [recvMsg_comm (a := a) hd h_m1 h_m2] | ||
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| /-- A message that is in-flight stays in-flight as long as it is not received | ||
| (finite execution version). -/ | ||
| theorem mTr_notRcvd_enabled {s t : State P M S} {xl : List (Action P M)} {m : Message P M} | ||
| (hst : a.LTS.MTr s xl t) (hs : m ∈ s.msgs) (hxl : ¬ some m ∈ xl) : m ∈ t.msgs := by | ||
| induction hst | ||
| case refl _ => assumption | ||
| case stepL s x s1 xl t h_tr h_mtr h_ind => | ||
| rcases Option.eq_none_or_eq_some x <;> | ||
| grind [Algorithm.LTS, Algorithm.recvMsg, mem_erase_of_ne] | ||
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| /-- A message that is in-flight stays in-flight as long as it is not received | ||
| (infinite execution version). -/ | ||
| theorem omega_notRcvd_enabled | ||
| {ss : ωSequence (State P M S)} {xs : ωSequence (Action P M)} {k : ℕ} {m : Message P M} | ||
| (he : a.LTS.OmegaExecution ss xs) (hm : m ∈ (ss k).msgs) (hn : ∀ j, k ≤ j → xs j ≠ some m) : | ||
| ∀ j, k ≤ j → m ∈ (ss j).msgs := by | ||
| intro j h_j | ||
| obtain ⟨i, rfl⟩ : ∃ i, j = k + i := by use j - k; grind | ||
| induction i | ||
| case zero => grind | ||
| case succ i _ => | ||
| rcases Option.eq_none_or_eq_some (xs (k + i)) <;> | ||
| grind [he (k + i), Algorithm.LTS, Algorithm.recvMsg, mem_erase_of_ne] | ||
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| end Algorithm | ||
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| end Cslib.FLP | ||
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| Original file line number | Diff line number | Diff line change |
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| # Impossibility of distributed consensus | ||
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| This directory contains a formalization of Völzer's proof [Volzer2004] of the famous result in | ||
| distributed computing, first proved by Fischer, Lynch and Paterson [FLP1985], that distributed | ||
| consensus is impossible in the presence of even a single crash fault. | ||
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| ## Lean files | ||
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| 1. `Algorithm.lean` defines the "syntax" of a distributed algorithm for solving the consensus problem | ||
| and proves some basic properties. | ||
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| 2. `Consensus.lean` defines what it means for a distributed algorithm to solve the consensus problem | ||
| in a fault-tolerant way and proves some basic properties. | ||
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| 3. `FairScheduler.lean` contains a technical machinery for constructing "fair executions", which is used | ||
| in the proof of `PseudoConsensus.of_consensus` in `PseudoConsensus.lean` and in the proof of | ||
| `OnePseudoConsensus.fair_nonUniform` in `Impossibility.lean`. | ||
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| 4. `CanReachVia.lean` defines the notion of reachability via a subset of processes and proves some of | ||
| its properties. | ||
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| 5. `PseudoConsensus.lean` defines the notion of a fault-tolerant "pseudo-consensus" algorithm, which | ||
| is central to Völzer's proof, and proves that every `f`-tolerant consensus algorithm is also a | ||
| `f`-tolerant pseudo-consensus algorithm. | ||
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| 6. `OnePseudoConsensus.lean` focuses on 1-tolerant pseudo-consensus algorithms, defines the key notion | ||
| of "nonuniformity", and proves a number of their properties. | ||
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| 7. `Impossibility.lean` proves that every 1-tolerant pseudo-consensus algorithms has a fair execution | ||
| which doesn't contain any fault but never reaches a consensus, which then implies that there cannot | ||
| be a consensus algorithm that can tolerate even a single fault. | ||
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| Files #1 and #2 contains materials common to both [FLP1985] and [Volzer2004]. | ||
| File #3 provides proof details that are either completely omitted (in the case of | ||
| `PseudoConsensus.of_consensus`) or only hinted at (in the case of | ||
| `OnePseudoConsensus.fair_nonUniform`) in [Volzer2004]. | ||
| The remaining files follow the development in [Volzer2004] fairly closely, | ||
| as is explained further in each file. | ||
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| ## References | ||
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| [FLP1985] | ||
| M.J. Fischer, N.A. Lynch, M.S. Paterson, Impossibility of distributed consensus with one faulty process, | ||
| JACM 32 (2) (April 1985) 374–382. | ||
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| [Volzer2004] | ||
| H. Völzer, A constructive proof for FLP. Information Processing Letters 92(2), (October 2004) 83–87. |
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