TensorReduce

Macros | Enumerations | Functions

TensorReduce

Macros
#define	MIOPEN_API_VERSION_REDUCE_TENSOR   1
	Version of TensorReduce API. Applications may use it to ensure backward compatibility with older library versions. More...

Enumerations
enum	miopenReduceTensorOp_t {   MIOPEN_REDUCE_TENSOR_ADD = 0 ,   MIOPEN_REDUCE_TENSOR_MUL ,   MIOPEN_REDUCE_TENSOR_MIN ,   MIOPEN_REDUCE_TENSOR_MAX ,   MIOPEN_REDUCE_TENSOR_AMAX ,   MIOPEN_REDUCE_TENSOR_AVG ,   MIOPEN_REDUCE_TENSOR_NORM1 ,   MIOPEN_REDUCE_TENSOR_NORM2 = 7 }
enum	miopenReduceTensorIndices_t {   MIOPEN_REDUCE_TENSOR_NO_INDICES = 0 ,   MIOPEN_REDUCE_TENSOR_FLATTENED_INDICES = 1 }
enum	miopenIndicesType_t {   MIOPEN_32BIT_INDICES = 0 ,   MIOPEN_64BIT_INDICES = 1 ,   MIOPEN_16BIT_INDICES = 2 ,   MIOPEN_8BIT_INDICES = 3 }

Functions
	MIOPEN_DECLARE_OBJECT (miopenReduceTensorDescriptor)
	Creates the miopenReduceTensorDescriptor_t type. More...
miopenStatus_t	miopenCreateReduceTensorDescriptor (miopenReduceTensorDescriptor_t *reduceTensorDesc)
	Creates the ReduceTensor descriptor object. More...
miopenStatus_t	miopenDestroyReduceTensorDescriptor (miopenReduceTensorDescriptor_t reduceTensorDesc)
	Destroy the ReduceTensor descriptor object. More...
miopenStatus_t	miopenSetReduceTensorDescriptor (miopenReduceTensorDescriptor_t reduceTensorDesc, miopenReduceTensorOp_t reduceTensorOp, miopenDataType_t reduceTensorCompType, miopenNanPropagation_t reduceTensorNanOpt, miopenReduceTensorIndices_t reduceTensorIndices, miopenIndicesType_t reduceTensorIndicesType)
	Initialize a ReduceTensor descriptor object. More...
miopenStatus_t	miopenGetReduceTensorDescriptor (const miopenReduceTensorDescriptor_t reduceTensorDesc, miopenReduceTensorOp_t *reduceTensorOp, miopenDataType_t *reduceTensorCompType, miopenNanPropagation_t *reduceTensorNanOpt, miopenReduceTensorIndices_t *reduceTensorIndices, miopenIndicesType_t *reduceTensorIndicesType)
	Query a ReduceTensor descriptor object. More...
miopenStatus_t	miopenGetReductionIndicesSize (miopenHandle_t handle, const miopenReduceTensorDescriptor_t reduceTensorDesc, const miopenTensorDescriptor_t aDesc, const miopenTensorDescriptor_t cDesc, size_t *sizeInBytes)
	Helper function to query the minimum index space size required by the ReduceTensor call. More...
miopenStatus_t	miopenGetReductionWorkspaceSize (miopenHandle_t handle, const miopenReduceTensorDescriptor_t reduceTensorDesc, const miopenTensorDescriptor_t aDesc, const miopenTensorDescriptor_t cDesc, size_t *sizeInBytes)
	Helper function to query the minimum workspace size required by the ReduceTensor call. More...
miopenStatus_t	miopenReduceTensor (miopenHandle_t handle, const miopenReduceTensorDescriptor_t reduceTensorDesc, void *indices, size_t indicesSizeInBytes, void *workspace, size_t workspaceSizeInBytes, const void *alpha, const miopenTensorDescriptor_t aDesc, const void *A, const void *beta, const miopenTensorDescriptor_t cDesc, void *C)
	TensorReduce function doing reduction on tensor A by implementing C = alpha * reduceOp(A) More...

Detailed Description

Macro Definition Documentation

◆ MIOPEN_API_VERSION_REDUCE_TENSOR

#define MIOPEN_API_VERSION_REDUCE_TENSOR   1

Version of TensorReduce API. Applications may use it to ensure backward compatibility with older library versions.

• 0 or undefined - Initial API. Supported operations: ADD, MIN, MIN, MAX.
• 1 - Added AMAX, AVG, NORM1, NORM2 ops.

Enumeration Type Documentation

◆ miopenIndicesType_t

enum miopenIndicesType_t

Reduction Indices types

Enumerator
MIOPEN_32BIT_INDICES	32-bit unsigned integer indices
MIOPEN_64BIT_INDICES	64-bit unsigned integer indices
MIOPEN_16BIT_INDICES	16-bit unsigned integer indices
MIOPEN_8BIT_INDICES	8-bit unsigned integer indices

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.

◆ miopenReduceTensorIndices_t

enum miopenReduceTensorIndices_t

Reduction Indices computation modes

Enumerator
MIOPEN_REDUCE_TENSOR_NO_INDICES	Does not compuate indices
MIOPEN_REDUCE_TENSOR_FLATTENED_INDICES	Compute the relative, flatted indices

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.

◆ miopenReduceTensorOp_t

enum miopenReduceTensorOp_t

Tensor Reduction operation types

Nan numbers propagation modes

Enumerator
MIOPEN_REDUCE_TENSOR_ADD	the operation is adding the values of the reduced elements
MIOPEN_REDUCE_TENSOR_MUL	the operation is multiplying the values of the reduced elements
MIOPEN_REDUCE_TENSOR_MIN	the operation is getting the minimum value of the reduced elements
MIOPEN_REDUCE_TENSOR_MAX	the operation is getting the maximum value of the reduced elements
MIOPEN_REDUCE_TENSOR_AMAX	the operation is getting the maximum absolute value of the reduced elements
MIOPEN_REDUCE_TENSOR_AVG	the operation is getting the averaged value of the reduced elements
MIOPEN_REDUCE_TENSOR_NORM1	the operation is adding the absolute values of the reduced elements
MIOPEN_REDUCE_TENSOR_NORM2	the operation is getting the square root of the sum of squares of the reduced elements

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.

Function Documentation

◆ MIOPEN_DECLARE_OBJECT()

MIOPEN_DECLARE_OBJECT

(

miopenReduceTensorDescriptor

)

Creates the miopenReduceTensorDescriptor_t type.

◆ miopenCreateReduceTensorDescriptor()

miopenStatus_t miopenCreateReduceTensorDescriptor

(

miopenReduceTensorDescriptor_t *

reduceTensorDesc

)

Creates the ReduceTensor descriptor object.

Parameters

reduceTensorDesc

Pointer to a ReduceTensor descriptor type

Returns

miopenStatus_t

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.

◆ miopenDestroyReduceTensorDescriptor()

miopenStatus_t miopenDestroyReduceTensorDescriptor

(

miopenReduceTensorDescriptor_t

reduceTensorDesc

)

Destroy the ReduceTensor descriptor object.

Parameters

reduceTensorDesc

ReduceTensor descriptor type (input)

Returns

miopenStatus_t

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.

◆ miopenGetReduceTensorDescriptor()

miopenStatus_t miopenGetReduceTensorDescriptor	(	const miopenReduceTensorDescriptor_t	reduceTensorDesc,
		miopenReduceTensorOp_t *	reduceTensorOp,
		miopenDataType_t *	reduceTensorCompType,
		miopenNanPropagation_t *	reduceTensorNanOpt,
		miopenReduceTensorIndices_t *	reduceTensorIndices,
		miopenIndicesType_t *	reduceTensorIndicesType
	)

Query a ReduceTensor descriptor object.

Parameters

reduceTensorDesc	Pointer to the ReduceTensor descriptor object (input)
reduceTensorOp	Pointer to enumerant specifying the operation used by ReduceTensor (output)
reduceTensorCompType	Pointer to enumerant specifying the data type used with ReduceTensor operation (output)
reduceTensorNanOpt	Pointer to enumerant specifying the Nan number propagation mode (output)
reduceTensorIndices	Pointer to enumerant specifying the indices modes used by ReduceTensor (output)
reduceTensorIndicesType	Pointer to enumerant specifying the data type of the indices (output)

Returns

miopenStatus_t

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.

◆ miopenGetReductionIndicesSize()

miopenStatus_t miopenGetReductionIndicesSize	(	miopenHandle_t	handle,
		const miopenReduceTensorDescriptor_t	reduceTensorDesc,
		const miopenTensorDescriptor_t	aDesc,
		const miopenTensorDescriptor_t	cDesc,
		size_t *	sizeInBytes
	)

Helper function to query the minimum index space size required by the ReduceTensor call.

Parameters

handle	MIOpen Handle (input)
reduceTensorDesc	Pointer to the ReduceTensor descriptor object (input)
aDesc	Pointer to the input tensor descriptor (input)
cDesc	Pointer to the output tensor descriptor (input)
sizeInBytes	Pointer to data to return the minimum index space size

Returns

miopenStatus_t

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.

◆ miopenGetReductionWorkspaceSize()

miopenStatus_t miopenGetReductionWorkspaceSize	(	miopenHandle_t	handle,
		const miopenReduceTensorDescriptor_t	reduceTensorDesc,
		const miopenTensorDescriptor_t	aDesc,
		const miopenTensorDescriptor_t	cDesc,
		size_t *	sizeInBytes
	)

Helper function to query the minimum workspace size required by the ReduceTensor call.

Parameters

handle	MIOpen Handle (input)
reduceTensorDesc	Pointer to the ReduceTensor descriptor object (input)
aDesc	Pointer to the input tensor descriptor (input)
cDesc	Pointer to the output tensor descriptor (input)
sizeInBytes	Pointer to data to return the minimum workspace size

Returns

miopenStatus_t

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.

◆ miopenReduceTensor()

miopenStatus_t miopenReduceTensor	(	miopenHandle_t	handle,
		const miopenReduceTensorDescriptor_t	reduceTensorDesc,
		void *	indices,
		size_t	indicesSizeInBytes,
		void *	workspace,
		size_t	workspaceSizeInBytes,
		const void *	alpha,
		const miopenTensorDescriptor_t	aDesc,
		const void *	A,
		const void *	beta,
		const miopenTensorDescriptor_t	cDesc,
		void *	C
	)

TensorReduce function doing reduction on tensor A by implementing C = alpha * reduceOp(A)

• beta * C

The length of each dimension of output tensor C must match the length of the corresponding dimension of input tensor A or must be equal to 1. The dimensions with length equal to 1 indicate the dimensions of A to be reduced.

Parameters

handle	MIOpen Handle (input)
reduceTensorDesc	Pointer to the ReduceTensor descriptor object (input)
indices	Address of the allocated indices data space (output)
indicesSizeInBytes	Size in bytes of the allocated indices data space (input)
workspace	Address of the allocated workspace data (input)
workspaceSizeInBytes	Size in bytes of the allocated workspace data (input)
alpha	Pointer to scale factor for data in input tensor A (input)
aDesc	Pointer to the tensor descriptor for input tensor A (input)
A	Pointer to the data of input tensor A (input)
beta	Pointer to scale factor for data in output tensor C (input)
cDesc	Pointer to the tensor descriptor for output tensor C (input)
C	Pointer to the data of output tensor C (output)

Returns

miopenStatus_t

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.

◆ miopenSetReduceTensorDescriptor()

miopenStatus_t miopenSetReduceTensorDescriptor	(	miopenReduceTensorDescriptor_t	reduceTensorDesc,
		miopenReduceTensorOp_t	reduceTensorOp,
		miopenDataType_t	reduceTensorCompType,
		miopenNanPropagation_t	reduceTensorNanOpt,
		miopenReduceTensorIndices_t	reduceTensorIndices,
		miopenIndicesType_t	reduceTensorIndicesType
	)

Initialize a ReduceTensor descriptor object.

Parameters

reduceTensorDesc	Pointer to the ReduceTensor descriptor object (output)
reduceTensorOp	Enumerant specifying the operation used by ReduceTensor (input)
reduceTensorCompType	Enumerant specifying the data type used with ReduceTensor operation (input)
reduceTensorNanOpt	Enumerant specifying the Nan number propagation mode (input)
reduceTensorIndices	Enumerant specifying the indices modes used by ReduceTensor (input)
reduceTensorIndicesType	Enumerant specifying the data type of the indices (input)

Returns

miopenStatus_t

Examples

/home/docs/checkouts/readthedocs.org/user_builds/advanced-micro-devices-miopen/checkouts/docs-6.1.2/include/miopen/miopen.h.