From 384c5c5e2e8171a3f82a1593a7957e7d454db9e7 Mon Sep 17 00:00:00 2001 From: Phillip Cloud <417981+cpcloud@users.noreply.github.com> Date: Thu, 16 Apr 2026 05:51:36 -0400 Subject: [PATCH 1/4] Fix is_managed reporting for pool-allocated managed memory Pool-allocated managed memory via cuMemAllocFromPoolAsync (from a pool created with CU_MEM_ALLOCATION_TYPE_MANAGED) does not set CU_POINTER_ATTRIBUTE_IS_MANAGED=1. _query_memory_attrs therefore classified the allocation as pinned host memory, causing classify_dl_device to return kDLCUDAHost instead of kDLCUDAManaged. CCCL's make_tma_descriptor only accepts kDLCUDA or kDLCUDAManaged, so as_tensor_map() failed with "Device type must be kDLCUDA or kDLCUDAManaged" on managed buffers. Buffer.is_device_accessible / is_host_accessible already delegate to the memory resource when one is attached. Apply the same pattern to is_managed, and expose is_managed on the MemoryResource base (defaulting to False) with ManagedMemoryResource overriding it to True. Also ignore .claude/settings.local.json in .gitignore. Co-Authored-By: Claude Opus 4.6 (1M context) --- .gitignore | 1 + cuda_core/cuda/core/_memory/_buffer.pyx | 7 +++++++ cuda_core/cuda/core/_memory/_managed_memory_resource.pyx | 5 +++++ 3 files changed, 13 insertions(+) diff --git a/.gitignore b/.gitignore index 9bead862d8f..da6748ddbe3 100644 --- a/.gitignore +++ b/.gitignore @@ -196,3 +196,4 @@ cython_debug/ # Cursor .cursorrules +.claude/settings.local.json diff --git a/cuda_core/cuda/core/_memory/_buffer.pyx b/cuda_core/cuda/core/_memory/_buffer.pyx index a6147cff6ce..e683c781c7b 100644 --- a/cuda_core/cuda/core/_memory/_buffer.pyx +++ b/cuda_core/cuda/core/_memory/_buffer.pyx @@ -390,6 +390,8 @@ cdef class Buffer: @property def is_managed(self) -> bool: """Return True if this buffer is CUDA managed (unified) memory, otherwise False.""" + if self._memory_resource is not None: + return self._memory_resource.is_managed _init_mem_attrs(self) return self._mem_attrs.is_managed @@ -535,6 +537,11 @@ cdef class MemoryResource: """Whether buffers allocated by this resource are host-accessible.""" raise TypeError("MemoryResource.is_host_accessible must be implemented by subclasses.") + @property + def is_managed(self) -> bool: + """Whether buffers allocated by this resource are CUDA managed (unified) memory.""" + return False + @property def device_id(self) -> int: """Device ID associated with this memory resource, or -1 if not applicable.""" diff --git a/cuda_core/cuda/core/_memory/_managed_memory_resource.pyx b/cuda_core/cuda/core/_memory/_managed_memory_resource.pyx index 9562ae1335c..205d3c77545 100644 --- a/cuda_core/cuda/core/_memory/_managed_memory_resource.pyx +++ b/cuda_core/cuda/core/_memory/_managed_memory_resource.pyx @@ -121,6 +121,11 @@ cdef class ManagedMemoryResource(_MemPool): """Return True. This memory resource provides host-accessible buffers.""" return True + @property + def is_managed(self) -> bool: + """Return True. This memory resource provides managed (unified) memory buffers.""" + return True + IF CUDA_CORE_BUILD_MAJOR >= 13: cdef tuple _VALID_LOCATION_TYPES = ("device", "host", "host_numa") From 27b309f6d4a77a06551020cfd874c561456b7ea0 Mon Sep 17 00:00:00 2001 From: Phillip Cloud <417981+cpcloud@users.noreply.github.com> Date: Thu, 16 Apr 2026 06:08:59 -0400 Subject: [PATCH 2/4] test(memory): add direct is_managed coverage for ManagedMemoryResource The existing test_managed_buffer_dlpack_roundtrip_device_type uses a DummyUnifiedMemoryResource backed by cuMemAllocManaged, which sets CU_POINTER_ATTRIBUTE_IS_MANAGED and so never exercised the pool-allocated path that surfaced the bug. Add two targeted tests: - test_managed_memory_resource_buffer_dlpack_device_type: allocates from ManagedMemoryResource (cuMemAllocFromPoolAsync on a managed pool) and asserts is_managed and kDLCUDAManaged through Buffer and view. - test_non_managed_resources_report_not_managed: parametrized smoke test ensuring DeviceMemoryResource and PinnedMemoryResource still report is_managed=False so the new MemoryResource.is_managed default does not silently misclassify non-managed resources. Co-Authored-By: Claude Opus 4.6 (1M context) --- cuda_core/tests/test_memory.py | 45 ++++++++++++++++++++++++++++++++++ 1 file changed, 45 insertions(+) diff --git a/cuda_core/tests/test_memory.py b/cuda_core/tests/test_memory.py index a8e44a7946f..9ad95825244 100644 --- a/cuda_core/tests/test_memory.py +++ b/cuda_core/tests/test_memory.py @@ -605,6 +605,51 @@ def test_managed_buffer_dlpack_roundtrip_device_type(): assert view.__dlpack_device__() == (int(DLDeviceType.kDLCUDAManaged), 0) +def test_managed_memory_resource_buffer_dlpack_device_type(): + """Verify that pool-allocated managed memory reports kDLCUDAManaged. + + Allocations from ManagedMemoryResource go through cuMemAllocFromPoolAsync + on a CU_MEM_ALLOCATION_TYPE_MANAGED pool, which does not set + CU_POINTER_ATTRIBUTE_IS_MANAGED. The Buffer must still report itself as + managed via its memory resource so that DLPack consumers (e.g. CCCL's + make_tma_descriptor) accept the buffer. + """ + device = Device() + device.set_current() + skip_if_managed_memory_unsupported(device) + mr = create_managed_memory_resource_or_skip( + ManagedMemoryResourceOptions(preferred_location=device.device_id) + ) + buf = mr.allocate(1024) + + assert mr.is_managed + assert buf.is_managed + assert buf.__dlpack_device__() == (DLDeviceType.kDLCUDAManaged, 0) + + view = StridedMemoryView.from_any_interface(buf, stream_ptr=-1) + assert view.__dlpack_device__() == (int(DLDeviceType.kDLCUDAManaged), 0) + + +@pytest.mark.parametrize( + ("mr_factory", "expected_managed"), + [ + (lambda dev: DeviceMemoryResource(dev), False), + (lambda dev: PinnedMemoryResource(), False), + ], +) +def test_non_managed_resources_report_not_managed(mr_factory, expected_managed): + """Non-managed memory resources must report is_managed=False.""" + device = Device() + device.set_current() + if not device.properties.memory_pools_supported: + pytest.skip("Device does not support mempool operations") + mr = mr_factory(device) + assert mr.is_managed is expected_managed + buf = mr.allocate(1024) + assert buf.is_managed is expected_managed + buf.close() + + @pytest.mark.parametrize("use_device_object", [True, False]) def test_device_memory_resource_initialization(use_device_object): """Test that DeviceMemoryResource can be initialized successfully. From a933a88a6495d00521b5444bca834819eb97eeb1 Mon Sep 17 00:00:00 2001 From: Phillip Cloud <417981+cpcloud@users.noreply.github.com> Date: Thu, 16 Apr 2026 06:44:32 -0400 Subject: [PATCH 3/4] Fix Buffer.is_managed to merge driver and resource signals Previous fix unconditionally delegated Buffer.is_managed to _memory_resource.is_managed, which returns False for any MemoryResource subclass that does not opt in. That broke DummyUnifiedMemoryResource (and any user-defined MR wrapping cuMemAllocManaged) where the driver pointer attribute correctly reports IS_MANAGED=1 but the resource does not override is_managed. Query the driver first; only fall back to the memory resource when the driver does not report IS_MANAGED (the pool-allocated managed memory path). This keeps both old-style cuMemAllocManaged buffers and ManagedMemoryResource pool allocations correctly classified. Also rework the regression test parametrization to skip the pinned case when PinnedMemoryResource is unavailable (CUDA < 13.0), and pick up the ruff-format reflow of the helper call site. Co-Authored-By: Claude Opus 4.6 (1M context) --- cuda_core/cuda/core/_memory/_buffer.pyx | 8 +++++--- cuda_core/tests/test_memory.py | 24 ++++++++++-------------- 2 files changed, 15 insertions(+), 17 deletions(-) diff --git a/cuda_core/cuda/core/_memory/_buffer.pyx b/cuda_core/cuda/core/_memory/_buffer.pyx index e683c781c7b..bb6fd97df6f 100644 --- a/cuda_core/cuda/core/_memory/_buffer.pyx +++ b/cuda_core/cuda/core/_memory/_buffer.pyx @@ -390,10 +390,12 @@ cdef class Buffer: @property def is_managed(self) -> bool: """Return True if this buffer is CUDA managed (unified) memory, otherwise False.""" - if self._memory_resource is not None: - return self._memory_resource.is_managed _init_mem_attrs(self) - return self._mem_attrs.is_managed + if self._mem_attrs.is_managed: + return True + # Pool-allocated managed memory does not set CU_POINTER_ATTRIBUTE_IS_MANAGED, + # so fall back to the memory resource when it advertises managed allocations. + return self._memory_resource is not None and self._memory_resource.is_managed @property def is_mapped(self) -> bool: diff --git a/cuda_core/tests/test_memory.py b/cuda_core/tests/test_memory.py index 9ad95825244..57de22bb9a0 100644 --- a/cuda_core/tests/test_memory.py +++ b/cuda_core/tests/test_memory.py @@ -617,9 +617,7 @@ def test_managed_memory_resource_buffer_dlpack_device_type(): device = Device() device.set_current() skip_if_managed_memory_unsupported(device) - mr = create_managed_memory_resource_or_skip( - ManagedMemoryResourceOptions(preferred_location=device.device_id) - ) + mr = create_managed_memory_resource_or_skip(ManagedMemoryResourceOptions(preferred_location=device.device_id)) buf = mr.allocate(1024) assert mr.is_managed @@ -630,23 +628,21 @@ def test_managed_memory_resource_buffer_dlpack_device_type(): assert view.__dlpack_device__() == (int(DLDeviceType.kDLCUDAManaged), 0) -@pytest.mark.parametrize( - ("mr_factory", "expected_managed"), - [ - (lambda dev: DeviceMemoryResource(dev), False), - (lambda dev: PinnedMemoryResource(), False), - ], -) -def test_non_managed_resources_report_not_managed(mr_factory, expected_managed): +@pytest.mark.parametrize("mr_kind", ["device", "pinned"]) +def test_non_managed_resources_report_not_managed(mr_kind): """Non-managed memory resources must report is_managed=False.""" device = Device() device.set_current() if not device.properties.memory_pools_supported: pytest.skip("Device does not support mempool operations") - mr = mr_factory(device) - assert mr.is_managed is expected_managed + if mr_kind == "device": + mr = DeviceMemoryResource(device) + else: + skip_if_pinned_memory_unsupported(device) + mr = PinnedMemoryResource() + assert mr.is_managed is False buf = mr.allocate(1024) - assert buf.is_managed is expected_managed + assert buf.is_managed is False buf.close() From 7c7c755b48b66be00882e68d25b5347c10d132f1 Mon Sep 17 00:00:00 2001 From: Phillip Cloud <417981+cpcloud@users.noreply.github.com> Date: Thu, 16 Apr 2026 07:43:23 -0400 Subject: [PATCH 4/4] chore: refresh pixi.lock for upstream package updates Pick up cuda-nvrtc 13.2.78, libcufile 1.17.1.22, and other transitive package updates from conda-forge. Co-Authored-By: Claude Opus 4.6 (1M context) --- cuda_bindings/pixi.lock | 82 +++++++-- cuda_core/pixi.lock | 366 ++++++++++++++++++++++------------------ 2 files changed, 274 insertions(+), 174 deletions(-) diff --git a/cuda_bindings/pixi.lock b/cuda_bindings/pixi.lock index 5224450b6e3..c0a897611c7 100644 --- a/cuda_bindings/pixi.lock +++ b/cuda_bindings/pixi.lock @@ -567,7 +567,7 @@ environments: - conda: https://conda.anaconda.org/conda-forge/linux-64/cuda-cudart-static-13.2.51-hecca717_0.conda - conda: https://conda.anaconda.org/conda-forge/noarch/cuda-cudart-static_linux-64-13.2.51-h376f20c_0.conda - conda: https://conda.anaconda.org/conda-forge/noarch/cuda-cudart_linux-64-13.2.51-h376f20c_0.conda - - conda: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvrtc-13.2.51-hecca717_0.conda + - conda: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvrtc-13.2.78-hecca717_0.conda - conda: https://conda.anaconda.org/conda-forge/linux-64/cuda-nvvm-13.2.51-h69a702a_0.conda - conda: https://conda.anaconda.org/conda-forge/noarch/cuda-nvvm-dev_linux-64-13.2.51-ha770c72_0.conda - 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