An Einsum layer in a network. More...

#include <NvInfer.h>

Inheritance diagram for nvinfer1::IEinsumLayer:

Public Member Functions
bool	setEquation (char const *equation) noexcept
	Set the equation. The equation is a comma-separated list of subscript labels, where each label refers to a dimension of the corresponding tensor. More...

char const *	getEquation () const noexcept
	Return the equation. More...

Public Member Functions inherited from nvinfer1::ILayer
LayerType	getType () const noexcept
	Return the type of a layer. More...

void	setName (char const *name) noexcept
	Set the name of a layer. More...

char const *	getName () const noexcept
	Return the name of a layer. More...

int32_t	getNbInputs () const noexcept
	Get the number of inputs of a layer. More...

ITensor *	getInput (int32_t index) const noexcept
	Get the layer input corresponding to the given index. More...

int32_t	getNbOutputs () const noexcept
	Get the number of outputs of a layer. More...

ITensor *	getOutput (int32_t index) const noexcept
	Get the layer output corresponding to the given index. More...

void	setInput (int32_t index, ITensor &tensor) noexcept
	Replace an input of this layer with a specific tensor. More...

void	setPrecision (DataType dataType) noexcept
	Set the computational precision of this layer. More...

DataType	getPrecision () const noexcept
	get the computational precision of this layer More...

bool	precisionIsSet () const noexcept
	whether the computational precision has been set for this layer More...

void	resetPrecision () noexcept
	reset the computational precision for this layer More...

void	setOutputType (int32_t index, DataType dataType) noexcept
	Set the output type of this layer. More...

DataType	getOutputType (int32_t index) const noexcept
	get the output type of this layer More...

bool	outputTypeIsSet (int32_t index) const noexcept
	whether the output type has been set for this layer More...

void	resetOutputType (int32_t index) noexcept
	reset the output type for this layer More...

void	setMetadata (char const *metadata) noexcept
	Set the metadata for this layer. More...

char const *	getMetadata () const noexcept
	Get the metadata of the layer. More...

Protected Member Functions
virtual	~IEinsumLayer () noexcept=default

Protected Member Functions inherited from nvinfer1::ILayer
virtual	~ILayer () noexcept=default

Protected Member Functions inherited from nvinfer1::INoCopy
	INoCopy ()=default

virtual	~INoCopy ()=default

	INoCopy (INoCopy const &other)=delete

INoCopy &	operator= (INoCopy const &other)=delete

	INoCopy (INoCopy &&other)=delete

INoCopy &	operator= (INoCopy &&other)=delete

Protected Attributes
apiv::VEinsumLayer *	mImpl

Protected Attributes inherited from nvinfer1::ILayer
apiv::VLayer *	mLayer

Detailed Description

An Einsum layer in a network.

This layer implements a summation over the elements of the inputs along dimensions specified by the equation parameter, based on the Einstein summation convention. The layer can have one or more inputs of rank >= 0. All the inputs must have type DataType::kFLOAT or DataType::kHALF, not necessarily the same. There is one output of type DataType::kFLOAT. The shape of the output tensor is determined by the equation.

The equation specifies ASCII lower-case letters for each dimension in the inputs in the same order as the dimensions, separated by comma for each input. The dimensions labeled with the same subscript must match or be broadcastable. Repeated subscript labels in one input take the diagonal. Repeating a label across multiple inputs means that those axes will be multiplied. Omitting a label from the output means values along those axes will be summed. In implicit mode, the indices which appear once in the expression will be part of the output in increasing alphabetical order. In explicit mode, the output can be controlled by specifying output subscript labels by adding an arrow (‘->’) followed by subscripts for the output. For example, “ij,jk->ik” is equivalent to “ij,jk”. Ellipsis (‘...’) can be used in place of subscripts to broadcast the dimensions. See the TensorRT Developer Guide for more details on equation syntax.

Many common operations can be expressed using the Einsum equation. For example: Matrix Transpose: ij->ji Sum: ij-> Matrix-Matrix Multiplication: ik,kj->ij Dot Product: i,i-> Matrix-Vector Multiplication: ik,k->i Batch Matrix Multiplication: ijk,ikl->ijl Batch Diagonal: ...ii->...i

Note: TensorRT does not support ellipsis, diagonal operations or more than two inputs for Einsum.

Warning: Do not inherit from this class, as doing so will break forward-compatibility of the API and ABI.

Constructor & Destructor Documentation

◆ ~IEinsumLayer()

virtual nvinfer1::IEinsumLayer::~IEinsumLayer ( )

protectedvirtualdefaultnoexcept

Member Function Documentation

◆ getEquation()

char const * nvinfer1::IEinsumLayer::getEquation ( ) const

inlinenoexcept

Return the equation.

See also: setEquation()

◆ setEquation()

bool nvinfer1::IEinsumLayer::setEquation ( char const * equation )

inlinenoexcept

Set the equation. The equation is a comma-separated list of subscript labels, where each label refers to a dimension of the corresponding tensor.

Returns: true if the equation was syntactically valid and set successfully, false otherwise.

See also: setEquation()

Member Data Documentation

◆ mImpl

apiv::VEinsumLayer* nvinfer1::IEinsumLayer::mImpl

protected

The documentation for this class was generated from the following file:

NvInfer.h

Public Member Functions

Protected Member Functions

Protected Attributes