JuliaSymbolics / Metatheory.jl

Makes Julia reason with equations. General purpose metaprogramming, symbolic computation and algebraic equational reasoning library for the Julia programming language: E-Graphs & equality saturation, term rewriting and more.
https://juliasymbolics.github.io/Metatheory.jl/dev/
MIT License
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Race-condition when using Metatheory from multiple threads #224

Open gkronber opened 3 weeks ago

gkronber commented 3 weeks ago

I'm getting errors when calling saturate for an egraph from multiple threads. I'm careful not to use any shared variables. The race condition seems to occur inside Metatheory (ale/3.0 branch).

Here is the test script

using Metatheory

function test_threads()
    println("thread pool size: $(Threads.threadpoolsize())")
    Threads.@threads for i in 1:1000
        theory = @theory a b c begin
            a + b == b + a
            a * b == b * a
            a + (b + c) == (a + b) + c
            a * (b * c) == (a * b) * c
        end

        g = EGraph{Expr}(:(1 + (2 + (3 + (4 + (5 + 6))))));
        params = SaturationParams(timeout=100)
        report = saturate!(g, theory, params)
        # println(g)
        # println(report)
    end
end

Calling this from a julia instance with 12 threads julia -t 12: leads to the following output (example)

julia> test_threads()
thread pool size: 12
ERROR: TaskFailedException

    nested task error: WARNING: both TermInterface and Meta export "isexpr"; uses of it in module Metatheory must be qualified
BoundsError: attempt to access 81-element Vector{UInt64} at index [247]
    Stacktrace:
      [1] getindex
        @ ./essentials.jl:13 [inlined]
      [2] getindex
        @ ./abstractarray.jl:1291 [inlined]
      [3] find
        @ ~/.julia/dev/Metatheory/src/EGraphs/unionfind.jl:21 [inlined]
      [4] find
        @ ~/.julia/dev/Metatheory/src/EGraphs/egraph.jl:226 [inlined]
      [5] canonicalize!(g::EGraph{Expr, Nothing}, n::Vector{UInt64})
        @ Metatheory.EGraphs ~/.julia/dev/Metatheory/src/EGraphs/egraph.jl:250
      [6] add!(g::EGraph{Expr, Nothing}, n::Vector{UInt64}, should_copy::Bool)
        @ Metatheory.EGraphs ~/.julia/dev/Metatheory/src/EGraphs/egraph.jl:279
      [7] instantiate_enode!(bindings::SubArray{UInt128, 1, Vector{…}, Tuple{…}, true}, g::EGraph{Expr, Nothing}, p::PatExpr)
        @ Metatheory.EGraphs ~/.julia/dev/Metatheory/src/EGraphs/saturation.jl:133
      [8] apply_rule!(bindings::SubArray{…}, g::EGraph{…}, rule::EqualityRule, id::UInt64, direction::Int64, merges_buffer::OptBuffer{…})
        @ Metatheory.EGraphs ~/.julia/dev/Metatheory/src/EGraphs/saturation.jl:145
      [9] eqsat_apply!(g::EGraph{…}, theory::Vector{…}, rep::Metatheory.EGraphs.SaturationReport, params::SaturationParams, ematch_buffer::OptBuffer{…}, merges_buffer::OptBuffer{…})
        @ Metatheory.EGraphs ~/.julia/dev/Metatheory/src/EGraphs/saturation.jl:241
     [10] macro expansion
        @ ~/.julia/packages/TimerOutputs/Lw5SP/src/TimerOutput.jl:237 [inlined]
     [11] eqsat_step!(g::EGraph{…}, theory::Vector{…}, curr_iter::Int64, scheduler::Metatheory.EGraphs.Schedulers.BackoffScheduler, params::SaturationParams, report::Metatheory.EGraphs.SaturationReport, ematch_buffer::OptBuffer{…}, merges_buffer::OptBuffer{…})
        @ Metatheory.EGraphs ~/.julia/dev/Metatheory/src/EGraphs/saturation.jl:299
     [12] saturate!(g::EGraph{Expr, Nothing}, theory::Vector{RewriteRule}, params::SaturationParams)
        @ Metatheory.EGraphs ~/.julia/dev/Metatheory/src/EGraphs/saturation.jl:336
     [13] macro expansion
        @ ~/cuda/test_parallel_eqsat.jl:17 [inlined]
     [14] (::var"#10#threadsfor_fun#2"{var"#10#threadsfor_fun#1#3"{UnitRange{Int64}}})(tid::Int64; onethread::Bool)
        @ Main ./threadingconstructs.jl:214
     [15] #10#threadsfor_fun
        @ Main ./threadingconstructs.jl:181 [inlined]
     [16] (::Base.Threads.var"#1#2"{var"#10#threadsfor_fun#2"{var"#10#threadsfor_fun#1#3"{UnitRange{Int64}}}, Int64})()
        @ Base.Threads ./threadingconstructs.jl:153

...and 10 more exceptions.

Stacktrace:
 [1] threading_run(fun::var"#10#threadsfor_fun#2"{var"#10#threadsfor_fun#1#3"{UnitRange{Int64}}}, static::Bool)
   @ Base.Threads ./threadingconstructs.jl:171
 [2] macro expansion
   @ Main ./threadingconstructs.jl:219 [inlined]
 [3] test_threads()
   @ Main ~/cuda/test_parallel_eqsat.jl:7
 [4] top-level scope
   @ REPL[2]:1
Some type information was truncated. Use `show(err)` to see complete types.

With a single thread there is no error.

0x0f0f0f commented 3 weeks ago

What branch are you on? Are you on latest MT ale/3.0? We stopped using global buffers. The thing is, if you saturate a different e-graph object per-thread, this shouldn't happen and it's indeed a bug.

If you instead are trying to call saturate! on the same e-graph but from different threads, there's no mechanism for parallel saturation, and it's a hard task. Searching is fine, but applying matches must happen sequentially and after you union e-classes, ids are going to change, so if you change the ordering you also change the behavior.

gkronber commented 3 weeks ago

I pulled the latest changes from ale/3.0 but the problem persists. Am I missing something?

(@v1.10) pkg> status Metatheory
Status `~/.julia/environments/v1.10/Project.toml`
  [e9d8d322] Metatheory v3.0.0 `~/.julia/dev/Metatheory`

shell> cd ~/.julia/dev/Metatheory/
/home/gkronber/.julia/dev/Metatheory

shell> git status
On branch ale/3.0
Your branch is up to date with 'origin/ale/3.0'.

nothing to commit, working tree clean

shell> git log
commit 7709c902afbfd880405ec0c0916eee95c2e6d662 (HEAD -> ale/3.0, origin/ale/3.0)
Author: Alessandro Cheli <a@a.a>
Date:   Fri Jun 28 12:14:14 2024 +0200

    remove merges buffer

Yes, I only need the first case: saturate independent egraph objects on parallel threads.

0x0f0f0f commented 3 weeks ago

I pulled the latest changes from ale/3.0 but the problem persists. Am I missing something?

(@v1.10) pkg> status Metatheory
Status `~/.julia/environments/v1.10/Project.toml`
  [e9d8d322] Metatheory v3.0.0 `~/.julia/dev/Metatheory`

shell> cd ~/.julia/dev/Metatheory/
/home/gkronber/.julia/dev/Metatheory

shell> git status
On branch ale/3.0
Your branch is up to date with 'origin/ale/3.0'.

nothing to commit, working tree clean

shell> git log
commit 7709c902afbfd880405ec0c0916eee95c2e6d662 (HEAD -> ale/3.0, origin/ale/3.0)
Author: Alessandro Cheli <a@a.a>
Date:   Fri Jun 28 12:14:14 2024 +0200

    remove merges buffer

Yes, I only need the first case: saturate independent egraph objects on parallel threads.

I will investigate further. I think it's because each rule has its own custom callstack