Comments (8)
wsmoses
commented on June 15, 2024
Should be fixed by: #1563
Requires jll bump
from enzyme.
jeremiedb
commented on June 15, 2024
Thanks for the quick consideration! Unfortunately, the same error is returned following upgrade to latest version:
[[deps.Enzyme]]
deps = ["CEnum", "EnzymeCore", "Enzyme_jll", "GPUCompiler", "LLVM", "Libdl", "LinearAlgebra", "ObjectFile", "Preferences", "Printf", "Random"]
git-tree-sha1 = "4e9d7571ccae47ee15f9ef40f09827323187c022"
repo-rev = "main"
repo-url = "https://github.com/EnzymeAD/Enzyme.jl.git"
uuid = "7da242da-08ed-463a-9acd-ee780be4f1d9"
version = "0.11.10"
[[deps.EnzymeCore]]
deps = ["Adapt"]
git-tree-sha1 = "2efe862de93cd87f620ad6ac9c9e3f83f1b2841b"
uuid = "f151be2c-9106-41f4-ab19-57ee4f262869"
version = "0.6.4"
[[deps.Enzyme_jll]]
deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
git-tree-sha1 = "fc50e25508991df186a913d96970113fd04ce5f6"
uuid = "7cc45869-7501-5eee-bdea-0790c847d4ef"
version = "0.0.95+0"from enzyme.
wsmoses
commented on June 15, 2024
A jll is a binary object being imported into Julia. Unfortunately you
cannot update the jll with the Julia package manager so you'll have to wait
for us to bump it (though I did confirm it fixed your code).
…On Tue, Nov 28, 2023 at 7:32 AM jeremiedb ***@***.***> wrote:
Thanks for the quick consideration! Unfortunately, the same error is
returned following upgrade to latest version:
[[deps.Enzyme]]deps = ["CEnum", "EnzymeCore", "Enzyme_jll", "GPUCompiler", "LLVM", "Libdl", "LinearAlgebra", "ObjectFile", "Preferences", "Printf", "Random"]git-tree-sha1 = "4e9d7571ccae47ee15f9ef40f09827323187c022"repo-rev = "main"repo-url = "https://github.com/EnzymeAD/Enzyme.jl.git"uuid = "7da242da-08ed-463a-9acd-ee780be4f1d9"version = "0.11.10"
[[deps.EnzymeCore]]deps = ["Adapt"]git-tree-sha1 = "2efe862de93cd87f620ad6ac9c9e3f83f1b2841b"uuid = "f151be2c-9106-41f4-ab19-57ee4f262869"version = "0.6.4"
[[deps.Enzyme_jll]]deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]git-tree-sha1 = "fc50e25508991df186a913d96970113fd04ce5f6"uuid = "7cc45869-7501-5eee-bdea-0790c847d4ef"version = "0.0.95+0"
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jeremiedb
commented on June 15, 2024
Are you referring to https://github.com/JuliaBinaryWrappers/Enzyme_jll.jl?
I noted v0.0.95+0 was released yesterday and I used it in the above test. Should I look forward v0.0.96+0?
from enzyme.
wsmoses
commented on June 15, 2024
Correct you will need the next jll once it is available. I tagged a new
version of Enzyme with the patch last night, which Yggdrassil will
hopefully make available shortly.
…On Wed, Nov 29, 2023, 8:20 AM jeremiedb ***@***.***> wrote:
Are you referring to https://github.com/JuliaBinaryWrappers/Enzyme_jll.jl?
I noted v0.0.95+0 was released yesterday and I used it in the above test.
Should I look forward v0.0.96+0?
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wsmoses
commented on June 15, 2024
Jll bump is merged
from enzyme.
jeremiedb
commented on June 15, 2024
@wsmoses With Enzyme v0.11.11, the above my_conv_B still fails to differentiate, but only if executed in an environment where threads > 1. The following shows the stacktrace, where I think the key hint is the "Assertion `!mask' failed" mentionned at the beginning. Let me know if that looks of a different nature and should be opened in a seperate issue.
jeremiedb@client-X570S-AORUS-PRO-AX:~/github/ADTests.jl$ julia --project=@. --threads=2 experiments/conv-v3-lv.jl
julia: /workspace/srcdir/Enzyme/enzyme/Enzyme/DiffeGradientUtils.cpp:931: void DiffeGradientUtils::addToInvertedPtrDiffe(llvm::Instruction*, llvm::Value*, llvm::Type*, unsigned int, unsigned int, llvm::Value*, llvm::Value*, llvm::IRBuilder<>&, llvm::MaybeAlign, llvm::Value*): Assertion `!mask' failed.
[45830] signal (6.-6): Aborted
in expression starting at /home/jeremiedb/github/ADTests.jl/experiments/conv-v3-lv.jl:44
pthread_kill at /lib/x86_64-linux-gnu/libc.so.6 (unknown line)
raise at /lib/x86_64-linux-gnu/libc.so.6 (unknown line)
abort at /lib/x86_64-linux-gnu/libc.so.6 (unknown line)
unknown function (ip: 0x7f514e8267da)
__assert_fail at /lib/x86_64-linux-gnu/libc.so.6 (unknown line)
addToInvertedPtrDiffe at /workspace/srcdir/Enzyme/enzyme/Enzyme/DiffeGradientUtils.cpp:931
addToInvertedPtrDiffe at /workspace/srcdir/Enzyme/enzyme/Enzyme/DiffeGradientUtils.cpp:1231
visitLoadLike at /workspace/srcdir/Enzyme/enzyme/Enzyme/AdjointGenerator.h:687
handleAdjointForIntrinsic at /workspace/srcdir/Enzyme/enzyme/Enzyme/AdjointGenerator.h:3666
visitIntrinsicInst at /workspace/srcdir/Enzyme/enzyme/Enzyme/AdjointGenerator.h:3610
visitDbgInfoIntrinsic at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/InstVisitor.h:208 [inlined]
visitDbgVariableIntrinsic at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/InstVisitor.h:206 [inlined]
visitDbgDeclareInst at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/InstVisitor.h:203 [inlined]
delegateCallInst at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/InstVisitor.h:289 [inlined]
visitCall at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/Instruction.def:209 [inlined]
visit at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/Instruction.def:209
visit at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/InstVisitor.h:111 [inlined]
CreatePrimalAndGradient at /workspace/srcdir/Enzyme/enzyme/Enzyme/EnzymeLogic.cpp:4238
recursivelyHandleSubfunction at /workspace/srcdir/Enzyme/enzyme/Enzyme/AdjointGenerator.h:5664
visitCallInst at /workspace/srcdir/Enzyme/enzyme/Enzyme/AdjointGenerator.h:6286
delegateCallInst at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/InstVisitor.h:301 [inlined]
visitCall at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/Instruction.def:209 [inlined]
visit at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/Instruction.def:209
visit at /opt/x86_64-linux-gnu/x86_64-linux-gnu/sys-root/usr/local/include/llvm/IR/InstVisitor.h:111 [inlined]
CreatePrimalAndGradient at /workspace/srcdir/Enzyme/enzyme/Enzyme/EnzymeLogic.cpp:4238
EnzymeCreatePrimalAndGradient at /workspace/srcdir/Enzyme/enzyme/Enzyme/CApi.cpp:582
EnzymeCreatePrimalAndGradient at /home/jeremiedb/.julia/packages/Enzyme/R8qo4/src/api.jl:141
unknown function (ip: 0x7f50ce39342b)
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2892 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
enzyme! at /home/jeremiedb/.julia/packages/Enzyme/R8qo4/src/compiler.jl:3074
unknown function (ip: 0x7f50ce38e0c9)
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2892 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
#codegen#448 at /home/jeremiedb/.julia/packages/Enzyme/R8qo4/src/compiler.jl:4698
codegen at /home/jeremiedb/.julia/packages/Enzyme/R8qo4/src/compiler.jl:4281 [inlined]
_thunk at /home/jeremiedb/.julia/packages/Enzyme/R8qo4/src/compiler.jl:5272
_thunk at /home/jeremiedb/.julia/packages/Enzyme/R8qo4/src/compiler.jl:5272 [inlined]
cached_compilation at /home/jeremiedb/.julia/packages/Enzyme/R8qo4/src/compiler.jl:5306 [inlined]
EnzymeAD/Enzyme.jl#485 at /home/jeremiedb/.julia/packages/Enzyme/R8qo4/src/compiler.jl:5372
JuliaContext at /home/jeremiedb/.julia/packages/GPUCompiler/U36Ed/src/driver.jl:47
unknown function (ip: 0x7f50ce33ca05)
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2892 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
#s1038#484 at /home/jeremiedb/.julia/packages/Enzyme/R8qo4/src/compiler.jl:5324 [inlined]
#s1038#484 at ./none:0
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2892 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
GeneratedFunctionStub at ./boot.jl:600
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2892 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
jl_call_staged at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/method.c:540
ijl_code_for_staged at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/method.c:593
get_staged at ./compiler/utilities.jl:123
retrieve_code_info at ./compiler/utilities.jl:135 [inlined]
InferenceState at ./compiler/inferencestate.jl:430
typeinf_edge at ./compiler/typeinfer.jl:920
abstract_call_method at ./compiler/abstractinterpretation.jl:629
abstract_call_gf_by_type at ./compiler/abstractinterpretation.jl:95
abstract_call_known at ./compiler/abstractinterpretation.jl:2083
abstract_call at ./compiler/abstractinterpretation.jl:2165
abstract_call at ./compiler/abstractinterpretation.jl:2158
abstract_call at ./compiler/abstractinterpretation.jl:2348
abstract_eval_call at ./compiler/abstractinterpretation.jl:2364
abstract_eval_statement_expr at ./compiler/abstractinterpretation.jl:2374
abstract_eval_statement at ./compiler/abstractinterpretation.jl:2618
abstract_eval_basic_statement at ./compiler/abstractinterpretation.jl:2883
typeinf_local at ./compiler/abstractinterpretation.jl:3092
typeinf_nocycle at ./compiler/abstractinterpretation.jl:3180
_typeinf at ./compiler/typeinfer.jl:247
typeinf at ./compiler/typeinfer.jl:216
typeinf_edge at ./compiler/typeinfer.jl:930
abstract_call_method at ./compiler/abstractinterpretation.jl:629
abstract_call_gf_by_type at ./compiler/abstractinterpretation.jl:95
abstract_call_known at ./compiler/abstractinterpretation.jl:2083
abstract_call at ./compiler/abstractinterpretation.jl:2165
abstract_apply at ./compiler/abstractinterpretation.jl:1608
abstract_call_known at ./compiler/abstractinterpretation.jl:2000
abstract_call at ./compiler/abstractinterpretation.jl:2165
abstract_call at ./compiler/abstractinterpretation.jl:2158
abstract_call at ./compiler/abstractinterpretation.jl:2348
abstract_eval_call at ./compiler/abstractinterpretation.jl:2364
abstract_eval_statement_expr at ./compiler/abstractinterpretation.jl:2374
abstract_eval_statement at ./compiler/abstractinterpretation.jl:2618
abstract_eval_basic_statement at ./compiler/abstractinterpretation.jl:2907
typeinf_local at ./compiler/abstractinterpretation.jl:3092
typeinf_nocycle at ./compiler/abstractinterpretation.jl:3180
_typeinf at ./compiler/typeinfer.jl:247
typeinf at ./compiler/typeinfer.jl:216
typeinf_edge at ./compiler/typeinfer.jl:930
abstract_call_method at ./compiler/abstractinterpretation.jl:629
abstract_call_gf_by_type at ./compiler/abstractinterpretation.jl:95
abstract_call_known at ./compiler/abstractinterpretation.jl:2083
abstract_call at ./compiler/abstractinterpretation.jl:2165
abstract_apply at ./compiler/abstractinterpretation.jl:1608
abstract_call_known at ./compiler/abstractinterpretation.jl:2000
abstract_call at ./compiler/abstractinterpretation.jl:2165
abstract_call at ./compiler/abstractinterpretation.jl:2158
abstract_call at ./compiler/abstractinterpretation.jl:2348
abstract_eval_call at ./compiler/abstractinterpretation.jl:2364
abstract_eval_statement_expr at ./compiler/abstractinterpretation.jl:2374
abstract_eval_statement at ./compiler/abstractinterpretation.jl:2618
abstract_eval_basic_statement at ./compiler/abstractinterpretation.jl:2907
typeinf_local at ./compiler/abstractinterpretation.jl:3092
typeinf_nocycle at ./compiler/abstractinterpretation.jl:3180
_typeinf at ./compiler/typeinfer.jl:247
typeinf at ./compiler/typeinfer.jl:216
typeinf_ext at ./compiler/typeinfer.jl:1051
typeinf_ext_toplevel at ./compiler/typeinfer.jl:1082
typeinf_ext_toplevel at ./compiler/typeinfer.jl:1078
jfptr_typeinf_ext_toplevel_35717.1 at /home/jeremiedb/Downloads/julia-1.10.0-rc1/lib/julia/sys.so (unknown line)
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2892 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
jl_apply at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/julia.h:1976 [inlined]
jl_type_infer at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:394
jl_generate_fptr_impl at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/jitlayers.cpp:502
jl_compile_method_internal at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2478 [inlined]
jl_compile_method_internal at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2366
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2884 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
jl_apply at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/julia.h:1976 [inlined]
do_call at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/interpreter.c:125
eval_value at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/interpreter.c:222
eval_stmt_value at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/interpreter.c:173 [inlined]
eval_body at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/interpreter.c:616
jl_interpret_toplevel_thunk at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/interpreter.c:774
jl_toplevel_eval_flex at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/toplevel.c:934
jl_toplevel_eval_flex at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/toplevel.c:877
jl_toplevel_eval_flex at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/toplevel.c:877
ijl_toplevel_eval_in at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/toplevel.c:985
eval at ./boot.jl:383 [inlined]
include_string at ./loading.jl:2070
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2892 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
_include at ./loading.jl:2130
include at ./Base.jl:489
jfptr_include_46395.1 at /home/jeremiedb/Downloads/julia-1.10.0-rc1/lib/julia/sys.so (unknown line)
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2892 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
exec_options at ./client.jl:318
_start at ./client.jl:552
jfptr__start_82758.1 at /home/jeremiedb/Downloads/julia-1.10.0-rc1/lib/julia/sys.so (unknown line)
_jl_invoke at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:2892 [inlined]
ijl_apply_generic at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/gf.c:3074
jl_apply at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/julia.h:1976 [inlined]
true_main at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/jlapi.c:582
jl_repl_entrypoint at /cache/build/builder-amdci4-5/julialang/julia-release-1-dot-10/src/jlapi.c:731
main at julia (unknown line)
unknown function (ip: 0x7f514e8280cf)
__libc_start_main at /lib/x86_64-linux-gnu/libc.so.6 (unknown line)
unknown function (ip: 0x4010b8)
Allocations: 30464515 (Pool: 30412228; Big: 52287); GC: 42
Aborted (core dumped)from enzyme.
wsmoses
commented on June 15, 2024
Upon the next jll bump this error message will now become:
Unimplemented masked atomic fadd for ptr: %"ptr.1.i331'ipc_unwrap" = inttoptr i64 %81 to <8 x float>*, !dbg !392 dif: %681 = load <8 x float>, <8 x float>* %"res.i333'de", align 32, !dbg !302 mask: %m.i = icmp uge <8 x i32> %v.i, <i32 0, i32 1, i32 2, i32 3, i32 4, i32 5, i32 6, i32 7>, !dbg !166 orig: %res.i333 = call <8 x float> @llvm.masked.load.v8f32.p0v8f32(<8 x float>* %ptr.1.i331, i32 noundef 4, <8 x i1> %m.i, <8 x float> noundef zeroinitializer) EnzymeAD/Enzyme.jl#21, !dbg !273, !alias.scope !205
Stacktrace:
[1] macro expansion
@ ~/.julia/packages/VectorizationBase/xE5Tx/src/llvm_intrin/memory_addr.jl:997
[2] __vload
@ ~/.julia/packages/VectorizationBase/xE5Tx/src/llvm_intrin/memory_addr.jl:997
[3] _vload
@ ~/.julia/packages/VectorizationBase/xE5Tx/src/strided_pointers/stridedpointers.jl:105
[4] macro expansion
@ ~/.julia/packages/LoopVectorization/7gWfp/src/reconstruct_loopset.jl:1107
[5] _turbo_!
@ ~/.julia/packages/LoopVectorization/7gWfp/src/reconstruct_loopset.jl:1107
[6] my_conv_B
@ ./REPL[3]:3
Stacktrace:
[1] throwerr(cstr::Cstring)
@ Enzyme.Compiler ~/git/Enzyme.jl/src/compiler.jl:1283
[2] macro expansion
@ ~/.julia/packages/VectorizationBase/xE5Tx/src/llvm_intrin/memory_addr.jl:997 [inlined]
[3] __vload
@ ~/.julia/packages/VectorizationBase/xE5Tx/src/llvm_intrin/memory_addr.jl:997 [inlined]
[4] _vload
@ ~/.julia/packages/VectorizationBase/xE5Tx/src/strided_pointers/stridedpointers.jl:105 [inlined]
[5] macro expansion
@ ~/.julia/packages/LoopVectorization/7gWfp/src/reconstruct_loopset.jl:1107 [inlined]
[6] _turbo_!
@ ~/.julia/packages/LoopVectorization/7gWfp/src/reconstruct_loopset.jl:1107 [inlined]
[7] my_conv_B
@ ./REPL[3]:3
[8] loss_B
@ ./REPL[7]:1 [inlined]
[9] diffejulia_loss_B_3362wrap
@ ./REPL[7]:0
[10] macro expansion
@ Enzyme.Compiler ~/git/Enzyme.jl/src/compiler.jl:5374 [inlined]
[11] enzyme_call
@ Enzyme.Compiler ~/git/Enzyme.jl/src/compiler.jl:5052 [inlined]
[12] CombinedAdjointThunk
@ Enzyme.Compiler ~/git/Enzyme.jl/src/compiler.jl:4994 [inlined]
[13] autodiff
@ Enzyme ~/git/Enzyme.jl/src/Enzyme.jl:215 [inlined]
[14] autodiff
@ Enzyme ~/git/Enzyme.jl/src/Enzyme.jl:238 [inlined]
[15] autodiff(::ReverseMode{false, FFIABI}, ::typeof(loss_B), ::Const{Matrix{Float32}}, ::Duplicated{Vector{Float32}})
@ Enzyme ~/git/Enzyme.jl/src/Enzyme.jl:224
[16] top-level scope
@ REPL[10]:1
We should still add this, though now it is a purely Enzyme, not Enzyme.jl issue.
However FYI there are EnzymeRules for NNlib.conv if you'd prefer that to hand rolling your own (or using that custom rule for your conv)
from enzyme.
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