SmvBackend implements a set of models of optimized DL kernels that were taped out on a machine learning SoC by the Harvard Architecture, Circuits, and Compilers. More...

#include <backend.h>

Detailed Description

SmvBackend implements a set of models of optimized DL kernels that were taped out on a machine learning SoC by the Harvard Architecture, Circuits, and Compilers.

All operators implemented in this backend are vectorized using eight fp16 values. See the individual operators for more details.

Definition at line 178 of file backend.h.

Static Public Member Functions
static int	SpadSize ()

static void	initGlobals ()

static void	freeGlobals ()

static smaug::SmvConvolutionOp *	createConvolutionOp (const std::string &name, Workspace *workspace)

static smaug::SmvInnerProductOp *	createInnerProductOp (const std::string &name, Workspace *workspace)

static smaug::SmvMaxPoolingOp *	createMaxPoolingOp (const std::string &name, Workspace *workspace)

static smaug::SmvAvgPoolingOp *	createAvgPoolingOp (const std::string &name, Workspace *workspace)

static smaug::SmvBatchNormOp *	createBatchNormOp (const std::string &name, Workspace *workspace)

static smaug::SmvReluOp *	createReluOp (const std::string &name, Workspace *workspace)

static smaug::SmvEluOp *	createEluOp (const std::string &name, Workspace *workspace)

static smaug::SmvSeluOp *	createSeluOp (const std::string &name, Workspace *workspace)

static smaug::SmvTanhOp *	createTanhOp (const std::string &name, Workspace *workspace)

static smaug::SmvHardTanhOp *	createHardTanhOp (const std::string &name, Workspace *workspace)

static smaug::SmvSigmoidOp *	createSigmoidOp (const std::string &name, Workspace *workspace)

static smaug::SmvSoftmaxOp *	createSoftmaxOp (const std::string &name, Workspace *workspace)

static smaug::SmvEltwiseAddOp *	createEltwiseAddOp (const std::string &name, Workspace *workspace)

static smaug::SmvEltwiseMulOp *	createEltwiseMulOp (const std::string &name, Workspace *workspace)

static smaug::SmvLessOp *	createLessOp (const std::string &name, Workspace *workspace)

static smaug::SmvLessEqualOp *	createLessEqualOp (const std::string &name, Workspace *workspace)

static smaug::SmvGreaterOp *	createGreaterOp (const std::string &name, Workspace *workspace)

static smaug::SmvGreaterEqualOp *	createGreaterEqualOp (const std::string &name, Workspace *workspace)

static smaug::DataOp< SmvBackend > *	createDataOp (const std::string &name, Workspace *workspace)

static smaug::DepthwiseConvolutionOp< SmvBackend > *	createDepthwiseConvolutionOp (const std::string &name, Workspace *workspace)

static smaug::ReorderOp< SmvBackend > *	createReorderOp (const std::string &name, Workspace *workspace)

static smaug::ConcatOp< SmvBackend > *	createConcatOp (const std::string &name, Workspace *workspace)

static smaug::SplitOp< SmvBackend > *	createSplitOp (const std::string &name, Workspace *workspace)

static smaug::ReshapeOp< SmvBackend > *	createReshapeOp (const std::string &name, Workspace *workspace)

static smaug::RepeatOp< SmvBackend > *	createRepeatOp (const std::string &name, Workspace *workspace)

static smaug::FlattenOp< SmvBackend > *	createFlattenOp (const std::string &name, Workspace *workspace)

static smaug::SwitchOp< SmvBackend > *	createSwitchOp (const std::string &name, Workspace *workspace)

static smaug::MergeOp< SmvBackend > *	createMergeOp (const std::string &name, Workspace *workspace)

static smaug::PaddingOp< SmvBackend > *	createPaddingOp (const std::string &name, Workspace *workspace)

Static Public Attributes
static const int	Alignment = 8

static const bool	PrecomputeBNVariance = true

static const bool	TransposeFCWeights = true

static const std::string	Name = "SMV"

static const DataLayout	DefaultInputDataLayout = DataLayout::NHWC

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

smaug/core/backend.h
smaug/core/backend.cpp

Detailed Description

Static Public Member Functions

Static Public Attributes