Unknown expression / IR code typeof(var) = Core.SSAValue

[penelopeysm]

This code fails on both 1.10 and 1.11:

using Turing
@model function g()
    a ~ Normal(0, 1)
    b = 2
end
sample(g(), Gibbs(PG(10, :a), HMC(0.01, 4, :b)), 10)

Note that if we change b to ~ Normal(0, 1) as well, the code runs fine on both 1.10 and 1.11, so the bug is something to do with the assignment in the model.

In both cases the error is similar

┌ Error: Unknown IR code:
│   typeof(var) = Core.SSAValue
│   var = :(%85)
│   typeof(line) = Int64
│   line = 2
└ @ Libtask ~/.julia/packages/Libtask/0vMZ5/src/tapedfunction.jl:449
Sampling 100%|████████████████████████████████████████████████████████████████████| Time: 0:00:02
ERROR: Unknown IR code
Stacktrace:
  [1] translate!!(var::Core.SSAValue, line::Int64, bindings::Vector{Any}, isconst::Bool, ir::Core.CodeInfo)
    @ Libtask ~/.julia/packages/Libtask/0vMZ5/src/tapedfunction.jl:450
  [2] translate!(tape::Vector{Libtask.AbstractInstruction}, ir::Core.CodeInfo)
    @ Libtask ~/.julia/packages/Libtask/0vMZ5/src/tapedfunction.jl:320
  [3] Libtask.TapedFunction{…}(::typeof(g), ::DynamicPPL.Model{…}, ::Vararg{…}; cache::Bool, deepcopy_types::Type)
    @ Libtask ~/.julia/packages/Libtask/0vMZ5/src/tapedfunction.jl:73
  [4] Libtask.TapedFunction(::Function, ::DynamicPPL.Model{…}, ::Vararg{…}; cache::Bool, deepcopy_types::Type)
    @ Libtask ~/.julia/packages/Libtask/0vMZ5/src/tapedfunction.jl:80
  [5] TapedTask(::Function, ::DynamicPPL.Model{…}, ::Vararg{…}; deepcopy_types::Type)
    @ Libtask ~/.julia/packages/Libtask/0vMZ5/src/tapedtask.jl:76
  [6] TapedTask(::Turing.Essential.TracedModel{…}, ::AdvancedPS.TracedRNG{…}; kwargs::@Kwargs{…})
    @ Turing.Essential ~/ppl/lib/src/essential/container.jl:69
  [7] AdvancedPS.LibtaskModel(::Turing.Essential.TracedModel{…}, ::AdvancedPS.TracedRNG{…})
    @ AdvancedPSLibtaskExt ~/.julia/packages/AdvancedPS/qrjIF/ext/AdvancedPSLibtaskExt.jl:27
  [8] Trace
    @ ~/.julia/packages/AdvancedPS/qrjIF/ext/AdvancedPSLibtaskExt.jl:49 [inlined]
  [9] AdvancedPS.Trace(model::DynamicPPL.Model{…}, sampler::DynamicPPL.Sampler{…}, varinfo::DynamicPPL.TypedVarInfo{…}, rng::AdvancedPS.TracedRNG{…})
    @ Turing.Inference ~/ppl/lib/src/mcmc/particle_mcmc.jl:439
 [10] (::Turing.Inference.var"#66#67"{DynamicPPL.Model{…}, DynamicPPL.Sampler{…}, DynamicPPL.TypedVarInfo{…}})(::Int64)
    @ Turing.Inference ./none:0
 [11] iterate
    @ ./generator.jl:48 [inlined]
 [12] collect(itr::Base.Generator{UnitRange{…}, Turing.Inference.var"#66#67"{…}})
    @ Base ./array.jl:780
 [13] initialstep(rng::Random.TaskLocalRNG, model::DynamicPPL.Model{…}, spl::DynamicPPL.Sampler{…}, vi::DynamicPPL.TypedVarInfo{…}; kwargs::@Kwargs{…})
    @ Turing.Inference ~/ppl/lib/src/mcmc/particle_mcmc.jl:276
 [14] (::Turing.Inference.var"#75#77"{…})(local_spl::DynamicPPL.Sampler{…})
    @ Turing.Inference ~/ppl/lib/src/mcmc/gibbs.jl:208
 [15] map
    @ ./tuple.jl:356 [inlined]
 [16] initialstep(rng::Random.TaskLocalRNG, model::DynamicPPL.Model{…}, spl::DynamicPPL.Sampler{…}, vi::DynamicPPL.TypedVarInfo{…}; kwargs::@Kwargs{…})
    @ Turing.Inference ~/ppl/lib/src/mcmc/gibbs.jl:196
 [17] step(rng::Random.TaskLocalRNG, model::DynamicPPL.Model{…}, spl::DynamicPPL.Sampler{…}; initial_params::Nothing, kwargs::@Kwargs{})
    @ DynamicPPL ~/.julia/packages/DynamicPPL/ooLj8/src/sampler.jl:116
 [18] macro expansion
    @ ~/.julia/packages/DynamicPPL/ooLj8/src/sampler.jl:0 [inlined]
 [19] macro expansion
    @ ~/.julia/packages/ProgressLogging/6KXlp/src/ProgressLogging.jl:328 [inlined]
 [20] (::AbstractMCMC.var"#24#25"{…})()
    @ AbstractMCMC ~/.julia/packages/AbstractMCMC/jSkbw/src/logging.jl:12
 [21] with_logstate(f::AbstractMCMC.var"#24#25"{…}, logstate::Base.CoreLogging.LogState)
    @ Base.CoreLogging ./logging/logging.jl:522
 [22] with_logger(f::Function, logger::LoggingExtras.TeeLogger{Tuple{…}})
    @ Base.CoreLogging ./logging/logging.jl:632
 [23] with_progresslogger(f::Function, _module::Module, logger::Base.CoreLogging.ConsoleLogger)
    @ AbstractMCMC ~/.julia/packages/AbstractMCMC/jSkbw/src/logging.jl:36
 [24] macro expansion
    @ ~/.julia/packages/AbstractMCMC/jSkbw/src/logging.jl:11 [inlined]
 [25] mcmcsample(rng::Random.TaskLocalRNG, model::DynamicPPL.Model{…}, sampler::DynamicPPL.Sampler{…}, N::Int64; progress::Bool, progressname::String, callback::Nothing, num_warmup::Int64, discard_initial::Int64, thinning::Int64, chain_type::Type, initial_state::Nothing, kwargs::@Kwargs{})
    @ AbstractMCMC ~/.julia/packages/AbstractMCMC/jSkbw/src/sample.jl:142
 [26] sample(rng::Random.TaskLocalRNG, model::DynamicPPL.Model{…}, sampler::DynamicPPL.Sampler{…}, N::Int64; chain_type::Type, resume_from::Nothing, initial_state::Nothing, kwargs::@Kwargs{})
    @ DynamicPPL ~/.julia/packages/DynamicPPL/ooLj8/src/sampler.jl:93
 [27] sample
    @ ~/.julia/packages/DynamicPPL/ooLj8/src/sampler.jl:83 [inlined]
 [28] #sample#4
    @ ~/ppl/lib/src/mcmc/Inference.jl:305 [inlined]
 [29] sample
    @ ~/ppl/lib/src/mcmc/Inference.jl:296 [inlined]
 [30] #sample#3
    @ ~/ppl/lib/src/mcmc/Inference.jl:293 [inlined]
 [31] sample(model::DynamicPPL.Model{…}, alg::Gibbs{…}, N::Int64)
    @ Turing.Inference ~/ppl/lib/src/mcmc/Inference.jl:290
 [32] top-level scope
    @ REPL[4]:1
Some type information was truncated. Use `show(err)` to see complete types.

[penelopeysm]

This code fails on 1.11 only, but the error is slightly different. It's causing test failures upstream TuringLang/Turing.jl#2341.

using Turing
using Turing.RandomMeasures: ChineseRestaurantProcess, DirichletProcess
@model function imm(y, alpha, ::Type{M}=Vector{Float64}) where {M}
    N = length(y)
    rpm = DirichletProcess(alpha)
    z = zeros(Int, N)
    cluster_counts = zeros(Int, N)
    fill!(cluster_counts, 0)
    for i in 1:N
        z[i] ~ ChineseRestaurantProcess(rpm, cluster_counts)
        cluster_counts[z[i]] += 1
    end
    Kmax = findlast(!iszero, cluster_counts)
    m = M(undef, Kmax)
    for k in 1:Kmax
        m[k] ~ Normal(1.0, 1.0)
    end
end
model = imm(randn(100), 1.0)
sample(model, Gibbs(PG(10, :z), HMC(0.01, 4, :m)), 100)

but the error is slightly different:

┌ Error: Unknown Expression: 
│   typeof(var) = Core.SSAValue
│   var = :(%154)
│   typeof(line) = Expr
│   line = :($(Expr(:static_parameter, 1)))
└ @ Libtask ~/.julia/packages/Libtask/0vMZ5/src/tapedfunction.jl:443

TuringLang/Turing.jl#2341

[KDr2]

@penelopeysm Could you try this PR #175 on these cases?

[KDr2]

This code fails on both 1.10 and 1.11:

using Turing
@model function g()
    a ~ Normal(0, 1)
    b = 2
end
sample(g(), Gibbs(PG(10, :a), HMC(0.01, 4, :b)), 10)

Do you know what this model looks like after it is expanded? I want to create a new test case for it.

And also for this one:

@model function imm(y, alpha, ::Type{M}=Vector{Float64}) where {M}
    N = length(y)
    rpm = DirichletProcess(alpha)
    z = zeros(Int, N)
    cluster_counts = zeros(Int, N)
    fill!(cluster_counts, 0)
    for i in 1:N
        z[i] ~ ChineseRestaurantProcess(rpm, cluster_counts)
        cluster_counts[z[i]] += 1
    end
    Kmax = findlast(!iszero, cluster_counts)
    m = M(undef, Kmax)
    for k in 1:Kmax
        m[k] ~ Normal(1.0, 1.0)
    end
end

@penelopeysm @yebai
Thanks.