Julia 1.10 breaks Imbalance.jl

It seems like something in Julia 1.10 has broken Imbalance. The following example from the docstring works fine in Julia 1.9.1 but fails under Julia 1.10.0

@EssamWisam The problem presumably lies with Julia or another package but I wanted to flag this; perhaps you have some time to investigate?

using MLJ
import Imbalance

# set probability of each class
class_probs = [0.5, 0.2, 0.3]
num_rows, num_continuous_feats = 100, 5
# generate a table and categorical vector accordingly
X, y = Imbalance.generate_imbalanced_data(num_rows, num_continuous_feats;
                                  class_probs, rng=42)

# load RandomUndersampler
RandomUndersampler = @load RandomUndersampler pkg=Imbalance

# wrap the model in a machine
undersampler = RandomUndersampler(ratios=Dict(0=>1.0, 1=> 1.0, 2=>1.0),
               rng=42)
mach = machine(undersampler)

# provide the data to transform (there is nothing to fit)
X_under, y_under = transform(mach, X, y)

ERROR: MethodError: no method matching (LittleDict{Union{}, Union{}, KS, VS} where {KS<:Union{…}, VS<:Union{…}})(::Tuple{}, ::Tuple{}) Stacktrace: [1] LittleDict(ks::Tuple{}, vs::Tuple{}) @ OrderedCollections ~/.julia/packages/OrderedCollections/9C4Uz/src/little_dict.jl:54 [2] freeze(dd::LittleDict{CategoricalArrays.CategoricalValue{…}, AbstractVector{…}, Vector{…}, Vector{…}}) @ OrderedCollections ~/.julia/packages/OrderedCollections/9C4Uz/src/little_dict.jl:106 [3] group_inds(categorical_array::CategoricalArrays.CategoricalVector{…}) @ Imbalance ~/.julia/packages/Imbalance/b1Nbf/src/common/utils.jl:38 [4] generic_undersample(::Matrix{…}, ::CategoricalArrays.CategoricalVector{…}, ::Function; ratios::Dict{…}, pass_inds::Bool, is_transposed::Bool, kwargs::@Kwargs{…}) @ Imbalance ~/.julia/packages/Imbalance/b1Nbf/src/generic_resample.jl:98 [5] generic_undersample @ Imbalance ~/.julia/packages/Imbalance/b1Nbf/src/generic_resample.jl:85 [inlined] [6] #random_undersample#106 @ Imbalance ~/.julia/packages/Imbalance/b1Nbf/src/undersampling_methods/random_undersample/random_undersample.jl:136 [inlined] [7] tablify(matrix_func::typeof(Imbalance.random_undersample), X::@NamedTuple{…}, y::CategoricalArrays.CategoricalVector{…}; try_preserve_type::Bool, encode_func::typeof(Imbalance.generic_encoder), decode_func::typeof(Imbalance.generic_decoder), kwargs::@Kwargs{…}) @ Imbalance ~/.julia/packages/Imbalance/b1Nbf/src/table_wrappers.jl:73 [8] tablify @ Imbalance ~/.julia/packages/Imbalance/b1Nbf/src/table_wrappers.jl:57 [inlined] [9] #random_undersample#107 @ Imbalance ~/.julia/packages/Imbalance/b1Nbf/src/undersampling_methods/random_undersample/random_undersample.jl:148 [inlined] [10] transform(r::Imbalance.MLJ.RandomUndersampler{…}, ::Nothing, X::@NamedTuple{…}, y::CategoricalArrays.CategoricalVector{…}) @ Imbalance.MLJ ~/.julia/packages/Imbalance/b1Nbf/src/undersampling_methods/random_undersample/interface_mlj.jl:26 [11] transform(mach::Machine{…}, Xraw::@NamedTuple{…}, Xraw_more::CategoricalArrays.CategoricalVector{…}) @ MLJBase ~/.julia/packages/MLJBase/fEiP2/src/operations.jl:143 [12] top-level scope @ REPL[12]:1 Some type information was truncated. Use `show(err)` to see complete types. Status `/private/var/folders/4n/gvbmlhdc8xj973001s6vdyw00000gq/T/jl_6lpe6U/Project.toml` [c709b415] Imbalance v0.1.2 [add582a8] MLJ v0.20.2 julia> versioninfo() Julia Version 1.10.0 Commit 3120989f39b (2023-12-25 18:01 UTC) Build Info: Official https://julialang.org/ release Platform Info: OS: macOS (x86_64-apple-darwin22.4.0) CPU: 12 × Intel(R) Core(TM) i7-8850H CPU @ 2.60GHz WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-15.0.7 (ORCJIT, skylake) Threads: 17 on 12 virtual cores Environment: JULIA_LTS_PATH = /Applications/Julia-1.6.app/Contents/Resources/julia/bin/julia JULIA_PATH = /Applications/Julia-1.10.app/Contents/Resources/julia/bin/julia JULIA_EGLOT_PATH = /Applications/Julia-1.10.app/Contents/Resources/julia/bin/julia JULIA_NUM_THREADS = 12 JULIA_NIGHTLY_PATH = /Applications/Julia-1.10.app/Contents/Resources/julia/bin/julia

JuliaAI / Imbalance.jl

Julia 1.10 breaks Imbalance.jl #73