1.0.0-notes.rst

.. currentmodule:: cuda.core

cuda.core 1.0.0 Release Notes

Highlights

• TBD

New features

• Added the :mod:`cuda.core.checkpoint` module for CUDA process checkpointing, including string process state queries, lock/checkpoint/restore/unlock operations, and GPU UUID remapping support for restore. (#1343)

Breaking changes

• Renamed :class:`~graph.GraphDef` to :class:`~graph.GraphDefinition` for consistency with the rest of the API, which spells words out (e.g. TensorMapDescriptor, not TensorMapDesc). (#1950)

• Renamed cuda.core.graph.Condition to :class:`~graph.GraphCondition` to follow the Graph* prefix convention used by GraphBuilder, GraphDefinition, GraphNode. (#1945)

• Converted no-argument deterministic getters to properties for consistency with the rest of the API (#1945):

  • :meth:`Buffer.get_ipc_descriptor` -> :attr:`Buffer.ipc_descriptor`
  • :meth:`Event.get_ipc_descriptor` -> :attr:`Event.ipc_descriptor`
  • :meth:`DeviceMemoryResource.get_allocation_handle` -> :attr:`DeviceMemoryResource.allocation_handle`
  • :meth:`PinnedMemoryResource.get_allocation_handle` -> :attr:`PinnedMemoryResource.allocation_handle`

• Renamed boolean / non-noun properties for clearer naming (#1945):

  • LaunchConfig.cooperative_launch -> :attr:`LaunchConfig.is_cooperative` (also renames the constructor keyword argument).
  • Event.is_timing_disabled -> :attr:`Event.is_timing_enabled`.
  • Event.is_sync_busy_waited -> :attr:`Event.is_blocking_sync`.
  • EventOptions.enable_timing -> EventOptions.timing_enabled and EventOptions.busy_waited_sync -> EventOptions.blocking_sync.

• Renamed graph allocation methods to match :meth:`MemoryResource.allocate` / :meth:`MemoryResource.deallocate` (#1945):

  • GraphDefinition.alloc -> :meth:`graph.GraphDefinition.allocate`
  • GraphDefinition.free -> :meth:`graph.GraphDefinition.deallocate`
  • GraphNode.alloc -> :meth:`graph.GraphNode.allocate`
  • GraphNode.free -> :meth:`graph.GraphNode.deallocate`

• Cross-API consistency for graph builders (#1945):

  • GraphBuilder.add_child -> :meth:`graph.GraphBuilder.embed` (matches :meth:`graph.GraphDefinition.embed` and :meth:`graph.GraphNode.embed`).
  • GraphDefinition.record_event / wait_event -> :meth:`graph.GraphDefinition.record` / :meth:`graph.GraphDefinition.wait` and the same on :class:`~graph.GraphNode`, matching :meth:`Stream.record` / :meth:`Stream.wait`.

• :class:`KernelAttributes` methods are now properties; per-device queries use indexing (#1945):

  • The 17 attribute methods (max_threads_per_block, num_regs, shared_size_bytes, cluster_scheduling_policy_preference, etc.) that previously took a device_id argument are now properties on the view returned by :attr:`Kernel.attributes`. The view is bound to the current device by default; kernel.attributes[device] returns a view bound to a specific :class:`Device` or device ordinal. The cache is shared across views of the same kernel.
  • Old: kernel.attributes.num_regs() and kernel.attributes.num_regs(some_dev)
  • New: kernel.attributes.num_regs and kernel.attributes[some_dev].num_regs

• Renamed :attr:`graph.HostCallbackNode.callback_fn` to :attr:`graph.HostCallbackNode.callback` to drop the redundant _fn suffix (#1945).

• Unified the conditional graph API on :class:`~graph.GraphCondition` and consistent verbs (#1945):

  • GraphBuilder.create_conditional_handle -> :meth:`graph.GraphBuilder.create_condition`. The new factory returns a :class:`~graph.GraphCondition` (matching :meth:`graph.GraphDefinition.create_condition`) instead of a raw CUgraphConditionalHandle. The four conditional builder methods (:meth:`~graph.GraphBuilder.if_then`, :meth:`~graph.GraphBuilder.if_else`, :meth:`~graph.GraphBuilder.while_loop`, :meth:`~graph.GraphBuilder.switch`) now accept a :class:`~graph.GraphCondition` instead of a raw handle.
  • GraphBuilder.if_cond / GraphDefinition.if_cond / GraphNode.if_cond -> :meth:`graph.GraphBuilder.if_then` / :meth:`graph.GraphDefinition.if_then` / :meth:`graph.GraphNode.if_then`. The new name parallels the existing if_else, while_loop, and switch methods (verb describing the control-flow construct, not an abbreviation of "condition") and matches Python's own if/then/else vocabulary.
  • A :class:`~graph.GraphCondition` may be passed directly as a kernel argument to launch(); the launcher unwraps it to the underlying CUgraphConditionalHandle value. Previously, .handle had to be extracted explicitly.

• :meth:`Linker.which_backend` is now a classmethod instead of the former backend instance property. Call sites must use Linker.which_backend() (with parentheses) instead of linker.backend. This allows querying the linking backend without constructing a Linker instance — for example, to choose between PTX and LTOIR input before linking.

• :attr:`DeviceMemoryResource.peer_accessible_by` now returns a :class:`collections.abc.MutableSet` of :obj:`~_device.Device` objects instead of a sorted tuple[int, ...]. The property setter is unchanged. (#2018)

• stream is now a required keyword-only argument on APIs that schedule work on a stream (#2001). Pass device.default_stream (or any :class:`Stream`) explicitly to retain the previous behavior. Affected APIs:

  • :meth:`MemoryResource.allocate` / :meth:`MemoryResource.deallocate` and overrides on :class:`DeviceMemoryResource`, :class:`PinnedMemoryResource`, :class:`ManagedMemoryResource`, and :class:`graph.GraphMemoryResource`.
  • :meth:`Device.allocate`.
  • :meth:`GraphicsResource.map`.
  • :meth:`KernelOccupancy.max_potential_cluster_size` and :meth:`KernelOccupancy.max_active_clusters`.
  • :meth:`Buffer.from_ipc_descriptor` (no longer falls back to the default stream when stream=None is passed).

  Synchronous memory resources are exempt: their allocate/deallocate methods accept an optional stream (validated when non-None) but do not use it. This applies to :class:`LegacyPinnedMemoryResource` and :class:`VirtualMemoryResource`.

• Consistent naming of types annotation helpers (#2016): - :obj:`cuda.core.typing.DevicePointerT` -> :obj:`cuda.core.typing.DevicePointerType` - :obj:`cuda.core.typing.IsStreamT` -> :obj:`cuda.core.typing.IsStreamType`

• :func:`args_viewable_as_strided_memory` and :class:`StridedMemoryView` are now longer at the top-level in :mod:`cuda.core`. They are available publicly from the :mod:`cuda.core.utils` module. (#2028)

• Replaced system.get_driver_version() and system.get_driver_version_full() with :func:`system.get_user_mode_driver_version` (works with or without NVML) and :func:`system.get_kernel_mode_driver_version` (requires NVML). Each returns a tuple[int, ...].

Fixes and enhancements

• :class:`~utils.StridedMemoryView` now provides a fast path for torch.Tensor objects via PyTorch's AOT Inductor (AOTI) stable C ABI. When a torch.Tensor is passed to any from_* classmethod (from_dlpack, from_cuda_array_interface, from_array_interface, or from_any_interface), tensor metadata is read directly from the underlying C struct, bypassing the DLPack and CUDA Array Interface protocol overhead. This yields ~7-20x faster StridedMemoryView construction for PyTorch tensors (depending on whether stream ordering is required). Proper CUDA stream ordering is established between PyTorch's current stream and the consumer stream, matching the DLPack synchronization contract. Requires PyTorch >= 2.3. (#749)
• Enums are not available in places where a small number of string values are accepted or returned. You may continue to use the string values, or use enumerations for better linting and type-checking. (#2016) The new enums are:
  • :class:`cuda.core.typing.CompilerBackendType`
  • :class:`cuda.core.typing.GraphConditionalType`
  • :class:`cuda.core.typing.GraphMemoryType`
  • :class:`cuda.core.typing.ManagedMemoryLocationType`
  • :class:`cuda.core.typing.ObjectCodeFormatType`
  • :class:`cuda.core.typing.PCHStatusType`
  • :class:`cuda.core.typing.SourceCodeType`
  • :class:`cuda.core.typing.VirtualMemoryAccessType`
  • :class:`cuda.core.typing.VirtualMemoryAllocationType`
  • :class:`cuda.core.typing.VirtualMemoryGranularityType`
  • :class:`cuda.core.typing.VirtualMemoryHandleType`
  • :class:`cuda.core.typing.VirtualMemoryLocationType`