DLPack

Files
file	interop.hpp

Functions
std::unique_ptr< table >	cudf::from_dlpack (DLManagedTensor const *managed_tensor, rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Convert a DLPack DLTensor into a cudf table. More...
DLManagedTensor *	cudf::to_dlpack (table_view const &input, rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Convert a cudf table into a DLPack DLTensor. More...

Detailed Description

Function Documentation

from_dlpack()

std::unique_ptr<table> cudf::from_dlpack	(	DLManagedTensor const *	managed_tensor,
		rmm::device_async_resource_ref	mr = cudf::get_current_device_resource_ref()
	)

Convert a DLPack DLTensor into a cudf table.

The device_type of the DLTensor must be kDLCPU, kDLCuda, or kDLCUDAHost, and device_id must match the current device. The ndim must be set to 1 or 2. The dtype must have 1 lane and the bitsize must match a supported cudf::data_type.

Note

The managed tensor is not deleted by this function.

Exceptions

cudf::logic_error

if the any of the DLTensor fields are unsupported

Parameters

managed_tensor	a 1D or 2D column-major (Fortran order) tensor
mr	Device memory resource used to allocate the returned table's device memory

Returns

Table with a copy of the tensor data

to_dlpack()

DLManagedTensor* cudf::to_dlpack	(	table_view const &	input,
		rmm::device_async_resource_ref	mr = cudf::get_current_device_resource_ref()
	)

Convert a cudf table into a DLPack DLTensor.

All columns must have the same data type and this type must be numeric. The columns may be nullable, but the null count must be zero. If the input table is empty or has zero rows, the result will be nullptr.

Note

The deleter method of the returned DLManagedTensor must be used to free the memory allocated for the tensor.

Exceptions

cudf::logic_error

if the data types are not equal or not numeric, or if any of columns have non-zero null count

Parameters

input	Table to convert to DLPack
mr	Device memory resource used to allocate the returned DLPack tensor's device memory

Returns

1D or 2D DLPack tensor with a copy of the table data, or nullptr