@captured with scalar arguments fails with CUDA 5.7

Describe the bug

Capturing a CUDA graph with @captured (or the explicit capture() function) seems to be broken with CUDA v5.7 when a scalar argument is passed to a function (apparently related to the change to CuRefs). It showed up for me when calling CUBLAS.gemv_strided_batched!, I haven't checked other functions. The code below works with v5.6, but fails with v5.7 (and on master).

BTW, replacing the explicit scalar arguments 1 and 0 with c1 and c0 defined beforehand as const c0 = CuRef{Float64}(0.) and const c1 = CuRef{Float64}(1.) works on v5.7, but fails on v5.6.

To reproduce

The Minimal Working Example (MWE) for this bug:

using CUDA, LinearAlgebra

N, M = 20, 10
A = CuArray(reshape(LinRange(0,1,N*N*M), N, N, M))
x = CuArray(reshape(LinRange(0,1,N*M), N, M))
y = similar(x)

for _ in 1:3
    y .= 0
    @captured CUBLAS.gemv_strided_batched!('N', 1, A, x, 0, y)
    @show norm(y)
end

With v5.6, all three iterations run without errors and print norm(y) = 126.38841038249092, but on v5.7, only the first iteration does so, while the second and third ones print random values, and then show errors starting with

WARNING: Error while freeing DeviceMemory(8 bytes at 0x0000000eca000200):
CUDA.CuError(code=CUDA.cudaError_enum(0x00000001))

Stacktrace:
  [1] throw_api_error(res::CUDA.cudaError_enum)
    @ CUDA ~/.julia/packages/CUDA/O9HsY/lib/cudadrv/libcuda.jl:30
  [2] check
    @ ~/.julia/packages/CUDA/O9HsY/lib/cudadrv/libcuda.jl:37 [inlined]
[...]

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[[deps.SHA]] uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" version = "0.7.0"

[[deps.ScopedValues]] deps = ["HashArrayMappedTries", "Logging"] git-tree-sha1 = "1147f140b4c8ddab224c94efa9569fc23d63ab44" uuid = "7e506255-f358-4e82-b7e4-beb19740aa63" version = "1.3.0"

[[deps.Scratch]] deps = ["Dates"] git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386" uuid = "6c6a2e73-6563-6170-7368-637461726353" version = "1.2.1"

[[deps.SentinelArrays]] deps = ["Dates", "Random"] git-tree-sha1 = "712fb0231ee6f9120e005ccd56297abbc053e7e0" uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c" version = "1.4.8"

[[deps.Serialization]] uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" version = "1.11.0"

[[deps.SortingAlgorithms]] deps = ["DataStructures"] git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085" uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c" version = "1.2.1"

[[deps.SparseArrays]] deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" version = "1.11.0"

[[deps.StaticArrays]] deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"] git-tree-sha1 = "0feb6b9031bd5c51f9072393eb5ab3efd31bf9e4" uuid = "90137ffa-7385-5640-81b9-e52037218182" version = "1.9.13"

[deps.StaticArrays.extensions]
StaticArraysChainRulesCoreExt = "ChainRulesCore"
StaticArraysStatisticsExt = "Statistics"

[deps.StaticArrays.weakdeps]
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"

[[deps.StaticArraysCore]] git-tree-sha1 = "192954ef1208c7019899fbf8049e717f92959682" uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c" version = "1.4.3"

[[deps.Statistics]] deps = ["LinearAlgebra"] git-tree-sha1 = "ae3bb1eb3bba077cd276bc5cfc337cc65c3075c0" uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" version = "1.11.1" weakdeps = ["SparseArrays"]

[deps.Statistics.extensions]
SparseArraysExt = ["SparseArrays"]

[[deps.StringManipulation]] deps = ["PrecompileTools"] git-tree-sha1 = "725421ae8e530ec29bcbdddbe91ff8053421d023" uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e" version = "0.4.1"

[[deps.SuiteSparse_jll]] deps = ["Artifacts", "Libdl", "libblastrampoline_jll"] uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" version = "7.7.0+0"

[[deps.TOML]] deps = ["Dates"] uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" version = "1.0.3"

[[deps.TableTraits]] deps = ["IteratorInterfaceExtensions"] git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39" uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c" version = "1.0.1"

[[deps.Tables]] deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"] git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" version = "1.12.0"

[[deps.Tar]] deps = ["ArgTools", "SHA"] uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e" version = "1.10.0"

[[deps.Test]] deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" version = "1.11.0"

[[deps.TimerOutputs]] deps = ["ExprTools", "Printf"] git-tree-sha1 = "f57facfd1be61c42321765d3551b3df50f7e09f6" uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f" version = "0.5.28"

[deps.TimerOutputs.extensions]
FlameGraphsExt = "FlameGraphs"

[deps.TimerOutputs.weakdeps]
FlameGraphs = "08572546-2f56-4bcf-ba4e-bab62c3a3f89"

[[deps.UUIDs]] deps = ["Random", "SHA"] uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" version = "1.11.0"

[[deps.Unicode]] uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" version = "1.11.0"

[[deps.UnsafeAtomics]] git-tree-sha1 = "b13c4edda90890e5b04ba24e20a310fbe6f249ff" uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f" version = "0.3.0" weakdeps = ["LLVM"]

[deps.UnsafeAtomics.extensions]
UnsafeAtomicsLLVM = ["LLVM"]

[[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" version = "1.2.13+1"

[[deps.demumble_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl"] git-tree-sha1 = "6498e3581023f8e530f34760d18f75a69e3a4ea8" uuid = "1e29f10c-031c-5a83-9565-69cddfc27673" version = "1.3.0+0"

[[deps.libblastrampoline_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" version = "5.11.0+0"

[[deps.nghttp2_jll]] deps = ["Artifacts", "Libdl"] uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" version = "1.59.0+0"

[[deps.p7zip_jll]] deps = ["Artifacts", "Libdl"] uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" version = "17.4.0+2"

Expected behavior

Code that works with v5.6 should also work with v5.7.

Version info

Details on Julia:

Julia Version 1.11.4
Commit 8561cc3d68d (2025-03-10 11:36 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
  CPU: 56 × AMD EPYC 7453 28-Core Processor
  WORD_SIZE: 64
  LLVM: libLLVM-16.0.6 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 56 virtual cores)
Environment:
  LD_LIBRARY_PATH = /share/apps/julia/julia-1.11/4/lib64:/share/apps/julia/julia-1.11/4/lib
  JULIA_LOAD_PATH = :/share/apps/julia/julia-1.11/depot/environments/v1.11
  JULIA_DEPOT_PATH = :/share/apps/julia/julia-1.11/depot
  LD_LIBRARY_PATH_modshare = /share/apps/julia/julia-1.11/4/lib:1:/share/apps/julia/julia-1.11/4/lib64:1

I checked that the same happens with Julia v1.10.8.

Details on CUDA:

CUDA runtime 12.8, artifact installation
CUDA driver 12.5
NVIDIA driver 555.42.2

CUDA libraries: 
- CUBLAS: 12.8.3
- CURAND: 10.3.9
- CUFFT: 11.3.3
- CUSOLVER: 11.7.2
- CUSPARSE: 12.5.7
- CUPTI: 2025.1.0 (API 26.0.0)
- NVML: 12.0.0+555.42.2

Julia packages: 
- CUDA: 5.7.0
- CUDA_Driver_jll: 0.12.0+0
- CUDA_Runtime_jll: 0.16.0+0

Toolchain:
- Julia: 1.11.4
- LLVM: 16.0.6

1 device:
  0: NVIDIA GeForce RTX 4090 (sm_89, 22.113 GiB / 23.988 GiB available)