error.jl

julia> CuArrays.zeros(128, 32) |> nn
┌ Warning: calls to Base intrinsics might be GPU incompatible
│   exception =
│    You called exp(x::T) where T<:Union{Float32, Float64} in Base.Math at special/exp.jl:75, maybe you intended to call exp(x::Float32) in CUDAnative at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/device/cuda/math.jl:101 instead?
│    Stacktrace:
│     [1] exp at special/exp.jl:75
│     [2] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
│     [3] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:49
└ @ CUDAnative ~/.julia/packages/CUDAnative/hfulr/src/compiler/irgen.jl:111
┌ Warning: calls to Base intrinsics might be GPU incompatible
│   exception =
│    You called log1p(x::Float32) in Base.Math at special/log.jl:361, maybe you intended to call log1p(x::Float32) in CUDAnative at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/device/cuda/math.jl:85 instead?
│    Stacktrace:
│     [1] log1p at special/log.jl:361
│     [2] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
│     [3] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:49
└ @ CUDAnative ~/.julia/packages/CUDAnative/hfulr/src/compiler/irgen.jl:111
┌ Warning: calls to Base intrinsics might be GPU incompatible
│   exception =
│    You called exp(x::T) where T<:Union{Float32, Float64} in Base.Math at special/exp.jl:75, maybe you intended to call exp(x::Float32) in CUDAnative at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/device/cuda/math.jl:101 instead?
│    Stacktrace:
│     [1] exp at special/exp.jl:75
│     [2] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
│     [3] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:49
└ @ CUDAnative ~/.julia/packages/CUDAnative/hfulr/src/compiler/irgen.jl:111
┌ Warning: calls to Base intrinsics might be GPU incompatible
│   exception =
│    You called log1p(x::Float32) in Base.Math at special/log.jl:361, maybe you intended to call log1p(x::Float32) in CUDAnative at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/device/cuda/math.jl:85 instead?
│    Stacktrace:
│     [1] log1p at special/log.jl:361
│     [2] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
│     [3] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:49
└ @ CUDAnative ~/.julia/packages/CUDAnative/hfulr/src/compiler/irgen.jl:111
┌ Warning: calls to Base intrinsics might be GPU incompatible
│   exception =
│    You called tanh(x::T) where T<:Union{Float32, Float64} in Base.Math at special/hyperbolic.jl:151, maybe you intended to call tanh(x::Float32) in CUDAnative at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/device/cuda/math.jl:55 instead?
│    Stacktrace:
│     [1] tanh at special/hyperbolic.jl:151
│     [2] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
│     [3] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:49
└ @ CUDAnative ~/.julia/packages/CUDAnative/hfulr/src/compiler/irgen.jl:111
ERROR: InvalidIRError: compiling #25(CuArrays.CuKernelState, CUDAnative.CuDeviceArray{Float32,2,CUDAnative.AS.Global}, Base.Broadcast.Broadcasted{Nothing,Tuple{Base.OneTo{Int64},Base.OneTo{Int64}},typeof(mish),Tuple{Base.Broadcast.Broadcasted{Base.Broadcast.ArrayStyle{CuArray},Nothing,typeof(+),Tuple{Base.Broadcast.Extruded{CUDAnative.CuDeviceArray{Float32,2,CUDAnative.AS.Global},Tuple{Bool,Bool},Tuple{Int64,Int64}},Base.Broadcast.Extruded{CUDAnative.CuDeviceArray{Float32,1,CUDAnative.AS.Global},Tuple{Bool},Tuple{Int64}}}}}}) resulted in invalid LLVM IR                                                                                                                                                                                                                                                                                                                                                                                                                                                                               
Reason: unsupported call to the Julia runtime (call to jl_f_tuple)
Stacktrace:
 [1] expm1 at math.jl:351
 [2] tanh at special/hyperbolic.jl:165
 [3] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [4] _broadcast_getindex_evalf at broadcast.jl:631
 [5] _broadcast_getindex at broadcast.jl:604
 [6] getindex at broadcast.jl:564
 [7] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Reason: unsupported call to the Julia runtime (call to jl_f_tuple)
Stacktrace:
 [1] expm1 at math.jl:351
 [2] tanh at special/hyperbolic.jl:169
 [3] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [4] _broadcast_getindex_evalf at broadcast.jl:631
 [5] _broadcast_getindex at broadcast.jl:604
 [6] getindex at broadcast.jl:564
 [7] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Reason: unsupported call to the Julia runtime (call to jl_type_error)
Stacktrace:
 [1] expm1 at math.jl:351
 [2] tanh at special/hyperbolic.jl:165
 [3] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [4] _broadcast_getindex_evalf at broadcast.jl:631
 [5] _broadcast_getindex at broadcast.jl:604
 [6] getindex at broadcast.jl:564
 [7] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Reason: unsupported call to the Julia runtime (call to jl_type_error)
Stacktrace:
 [1] expm1 at math.jl:351
 [2] tanh at special/hyperbolic.jl:169
 [3] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [4] _broadcast_getindex_evalf at broadcast.jl:631
 [5] _broadcast_getindex at broadcast.jl:604
 [6] getindex at broadcast.jl:564
 [7] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Reason: unsupported dynamic function invocation (call to print)
Stacktrace:
 [1] print_to_string at strings/io.jl:135
 [2] string at strings/io.jl:174
 [3] throw_complex_domainerror at math.jl:33
 [4] log1p at special/log.jl:389
 [5] softplus at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:189
 [6] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [7] _broadcast_getindex_evalf at broadcast.jl:631
 [8] _broadcast_getindex at broadcast.jl:604
 [9] getindex at broadcast.jl:564
 [10] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Reason: unsupported call through a literal pointer (call to jl_array_grow_end)
Stacktrace:
 [1] _growend! at array.jl:870
 [2] resize! at array.jl:1063
 [3] print_to_string at strings/io.jl:137
 [4] string at strings/io.jl:174
 [5] throw_complex_domainerror at math.jl:33
 [6] log1p at special/log.jl:389
 [7] softplus at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:189
 [8] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [9] _broadcast_getindex_evalf at broadcast.jl:631
 [10] _broadcast_getindex at broadcast.jl:604
 [11] getindex at broadcast.jl:564
 [12] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Reason: unsupported call through a literal pointer (call to jl_array_del_end)
Stacktrace:
 [1] _deleteend! at array.jl:879
 [2] resize! at array.jl:1068
 [3] print_to_string at strings/io.jl:137
 [4] string at strings/io.jl:174
 [5] throw_complex_domainerror at math.jl:33
 [6] log1p at special/log.jl:389
 [7] softplus at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:189
 [8] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [9] _broadcast_getindex_evalf at broadcast.jl:631
 [10] _broadcast_getindex at broadcast.jl:604
 [11] getindex at broadcast.jl:564
 [12] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Reason: unsupported call through a literal pointer (call to jl_array_to_string)
Stacktrace:
 [1] String at strings/string.jl:39
 [2] print_to_string at strings/io.jl:137
 [3] string at strings/io.jl:174
 [4] throw_complex_domainerror at math.jl:33
 [5] log1p at special/log.jl:389
 [6] softplus at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:189
 [7] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [8] _broadcast_getindex_evalf at broadcast.jl:631
 [9] _broadcast_getindex at broadcast.jl:604
 [10] getindex at broadcast.jl:564
 [11] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Reason: unsupported call through a literal pointer (call to jl_alloc_string)
Stacktrace:
 [1] _string_n at strings/string.jl:60
 [2] StringVector at iobuffer.jl:31
 [3] #IOBuffer#314 at iobuffer.jl:114
 [4] multiple call sites at unknown:0
Reason: unsupported call through a literal pointer (call to jl_string_to_array)
Stacktrace:
 [1] unsafe_wrap at strings/string.jl:71
 [2] StringVector at iobuffer.jl:31
 [3] #IOBuffer#314 at iobuffer.jl:114
 [4] multiple call sites at unknown:0
Reason: unsupported call through a literal pointer (call to __memset_avx2_unaligned)
Stacktrace:
 [1] fill! at array.jl:409
 [2] #IOBuffer#314 at iobuffer.jl:121
 [3] multiple call sites at unknown:0
Reason: unsupported call through a literal pointer (call to jl_alloc_string)
Stacktrace:
 [1] _string_n at strings/string.jl:60
 [2] string at strings/substring.jl:191
 [3] throw_complex_domainerror at math.jl:33
 [4] log1p at special/log.jl:389
 [5] softplus at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:189
 [6] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [7] _broadcast_getindex_evalf at broadcast.jl:631
 [8] _broadcast_getindex at broadcast.jl:604
 [9] getindex at broadcast.jl:564
 [10] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Reason: unsupported call through a literal pointer (call to __memmove_avx_unaligned)
Stacktrace:
 [1] unsafe_copyto! at array.jl:247
 [2] __unsafe_string! at strings/substring.jl:178
 [3] string at strings/substring.jl:194
 [4] throw_complex_domainerror at math.jl:33
 [5] log1p at special/log.jl:389
 [6] softplus at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:189
 [7] mish at /home/guillaume/.julia/packages/NNlib/FAI3o/src/activation.jl:206
 [8] _broadcast_getindex_evalf at broadcast.jl:631
 [9] _broadcast_getindex at broadcast.jl:604
 [10] getindex at broadcast.jl:564
 [11] #25 at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:50
Stacktrace:
 [1] check_ir(::CUDAnative.CompilerJob, ::LLVM.Module) at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/compiler/validation.jl:116
 [2] macro expansion at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/compiler/driver.jl:193 [inlined]
 [3] macro expansion at /home/guillaume/.julia/packages/TimerOutputs/7Id5J/src/TimerOutput.jl:228 [inlined]
 [4] codegen(::Symbol, ::CUDAnative.CompilerJob; libraries::Bool, dynamic_parallelism::Bool, optimize::Bool, strip::Bool, strict::Bool) at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/compiler/driver.jl:191
 [5] compile(::Symbol, ::CUDAnative.CompilerJob; libraries::Bool, dynamic_parallelism::Bool, optimize::Bool, strip::Bool, strict::Bool) at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/compiler/driver.jl:52
 [6] #compile#152 at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/compiler/driver.jl:33 [inlined]
 [7] macro expansion at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/execution.jl:393 [inlined]
 [8] cufunction(::GPUArrays.var"#25#26", ::Type{Tuple{CuArrays.CuKernelState,CUDAnative.CuDeviceArray{Float32,2,CUDAnative.AS.Global},Base.Broadcast.Broadcasted{Nothing,Tuple{Base.OneTo{Int64},Base.OneTo{Int64}},typeof(mish),Tuple{Base.Broadcast.Broadcasted{Base.Broadcast.ArrayStyle{CuArray},Nothing,typeof(+),Tuple{Base.Broadcast.Extruded{CUDAnative.CuDeviceArray{Float32,2,CUDAnative.AS.Global},Tuple{Bool,Bool},Tuple{Int64,Int64}},Base.Broadcast.Extruded{CUDAnative.CuDeviceArray{Float32,1,CUDAnative.AS.Global},Tuple{Bool},Tuple{Int64}}}}}}}}; name::Nothing, kwargs::Base.Iterators.Pairs{Union{},Union{},Tuple{},NamedTuple{(),Tuple{}}}) at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/execution.jl:360
 [9] cufunction(::Function, ::Type{T} where T) at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/execution.jl:360
 [10] macro expansion at /home/guillaume/.julia/packages/CUDAnative/hfulr/src/execution.jl:179 [inlined]
 [11] _gpu_call(::CuArrays.CuArrayBackend, ::Function, ::CuArray{Float32,2,Nothing}, ::Tuple{CuArray{Float32,2,Nothing},Base.Broadcast.Broadcasted{Nothing,Tuple{Base.OneTo{Int64},Base.OneTo{Int64}},typeof(mish),Tuple{Base.Broadcast.Broadcasted{Base.Broadcast.ArrayStyle{CuArray},Nothing,typeof(+),Tuple{Base.Broadcast.Extruded{CuArray{Float32,2,Nothing},Tuple{Bool,Bool},Tuple{Int64,Int64}},Base.Broadcast.Extruded{CuArray{Float32,1,Nothing},Tuple{Bool},Tuple{Int64}}}}}}}, ::Tuple{Tuple{Int64},Tuple{Int64}}) at /home/guillaume/.julia/packages/CuArrays/A6GUx/src/gpuarray_interface.jl:62
 [12] gpu_call at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/abstract_gpu_interface.jl:151 [inlined]
 [13] gpu_call(::Function, ::CuArray{Float32,2,Nothing}, ::Tuple{CuArray{Float32,2,Nothing},Base.Broadcast.Broadcasted{Nothing,Tuple{Base.OneTo{Int64},Base.OneTo{Int64}},typeof(mish),Tuple{Base.Broadcast.Broadcasted{Base.Broadcast.ArrayStyle{CuArray},Nothing,typeof(+),Tuple{Base.Broadcast.Extruded{CuArray{Float32,2,Nothing},Tuple{Bool,Bool},Tuple{Int64,Int64}},Base.Broadcast.Extruded{CuArray{Float32,1,Nothing},Tuple{Bool},Tuple{Int64}}}}}}}) at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/abstract_gpu_interface.jl:128
 [14] copyto! at /home/guillaume/.julia/packages/GPUArrays/1wgPO/src/broadcast.jl:48 [inlined]
 [15] copyto! at ./broadcast.jl:864 [inlined]
 [16] copy(::Base.Broadcast.Broadcasted{Base.Broadcast.ArrayStyle{CuArray},Tuple{Base.OneTo{Int64},Base.OneTo{Int64}},typeof(mish),Tuple{Base.Broadcast.Broadcasted{Base.Broadcast.ArrayStyle{CuArray},Nothing,typeof(+),Tuple{CuArray{Float32,2,Nothing},CuArray{Float32,1,Nothing}}}}}) at ./broadcast.jl:840
 [17] materialize at ./broadcast.jl:820 [inlined]
 [18] Dense at /home/guillaume/.julia/packages/Flux/NpkMm/src/layers/basic.jl:115 [inlined]
 [19] Dense at /home/guillaume/.julia/packages/Flux/NpkMm/src/layers/basic.jl:126 [inlined]
 [20] |>(::CuArray{Float32,2,Nothing}, ::Dense{typeof(mish),CuArray{Float32,2,Nothing},CuArray{Float32,1,Nothing}}) at ./operators.jl:823
 [21] top-level scope at REPL[5]:1