FixedAffineComponent is an affine transform that is supplied at network initialization time and is not trainable. More...

#include <nnet-simple-component.h>

Inheritance diagram for FixedAffineComponent:

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Collaboration diagram for FixedAffineComponent:

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Public Member Functions
	FixedAffineComponent ()

virtual std::string	Type () const
	Returns a string such as "SigmoidComponent", describing the type of the object. More...

virtual std::string	Info () const
	Returns some text-form information about this component, for diagnostics. More...

	FixedAffineComponent (const AffineComponent &c)

void	Init (const CuMatrixBase< BaseFloat > &matrix)
	matrix should be of size input-dim+1 to output-dim, last col is offset More...

virtual void	InitFromConfig (ConfigLine *cfl)
	Initialize, from a ConfigLine object. More...

virtual int32	Properties () const
	Return bitmask of the component's properties. More...

virtual int32	InputDim () const
	Returns input-dimension of this component. More...

virtual int32	OutputDim () const
	Returns output-dimension of this component. More...

virtual void *	Propagate (const ComponentPrecomputedIndexes indexes, const CuMatrixBase< BaseFloat > &in, CuMatrixBase< BaseFloat > out) const
	Propagate function. More...

virtual void	Backprop (const std::string &debug_info, const ComponentPrecomputedIndexes indexes, const CuMatrixBase< BaseFloat > &in_value, const CuMatrixBase< BaseFloat > &, const CuMatrixBase< BaseFloat > &out_deriv, void memo, Component to_update, CuMatrixBase< BaseFloat > in_deriv) const
	Backprop function; depending on which of the arguments 'to_update' and 'in_deriv' are non-NULL, this can compute input-data derivatives and/or perform model update. More...

virtual Component *	Copy () const
	Copies component (deep copy). More...

virtual void	Read (std::istream &is, bool binary)
	Read function (used after we know the type of the Component); accepts input that is missing the token that describes the component type, in case it has already been consumed. More...

virtual void	Write (std::ostream &os, bool binary) const
	Write component to stream. More...

const CuMatrix< BaseFloat > &	LinearParams () const

const CuVector< BaseFloat > &	BiasParams () const

Public Member Functions inherited from Component
virtual void	StoreStats (const CuMatrixBase< BaseFloat > &in_value, const CuMatrixBase< BaseFloat > &out_value, void *memo)
	This function may store stats on average activation values, and for some component types, the average value of the derivative of the nonlinearity. More...

virtual void	ZeroStats ()
	Components that provide an implementation of StoreStats should also provide an implementation of ZeroStats(), to set those stats to zero. More...

virtual void	GetInputIndexes (const MiscComputationInfo &misc_info, const Index &output_index, std::vector< Index > *desired_indexes) const
	This function only does something interesting for non-simple Components. More...

virtual bool	IsComputable (const MiscComputationInfo &misc_info, const Index &output_index, const IndexSet &input_index_set, std::vector< Index > *used_inputs) const
	This function only does something interesting for non-simple Components, and it exists to make it possible to manage optionally-required inputs. More...

virtual void	ReorderIndexes (std::vector< Index > input_indexes, std::vector< Index > output_indexes) const
	This function only does something interesting for non-simple Components. More...

virtual ComponentPrecomputedIndexes *	PrecomputeIndexes (const MiscComputationInfo &misc_info, const std::vector< Index > &input_indexes, const std::vector< Index > &output_indexes, bool need_backprop) const
	This function must return NULL for simple Components. More...

virtual void	Scale (BaseFloat scale)
	This virtual function when called on – an UpdatableComponent scales the parameters by "scale" when called by an UpdatableComponent. More...

virtual void	Add (BaseFloat alpha, const Component &other)
	This virtual function when called by – an UpdatableComponent adds the parameters of another updatable component, times some constant, to the current parameters. More...

virtual void	DeleteMemo (void *memo) const
	This virtual function only needs to be overwritten by Components that return a non-NULL memo from their Propagate() function. More...

virtual void	ConsolidateMemory ()
	This virtual function relates to memory management, and avoiding fragmentation. More...

	Component ()

virtual	~Component ()

Protected Member Functions
	KALDI_DISALLOW_COPY_AND_ASSIGN (FixedAffineComponent)

Protected Attributes
CuMatrix< BaseFloat >	linear_params_

CuVector< BaseFloat >	bias_params_

Friends
class	AffineComponent

Additional Inherited Members
Static Public Member Functions inherited from Component
static Component *	ReadNew (std::istream &is, bool binary)
	Read component from stream (works out its type). Dies on error. More...

static Component *	NewComponentOfType (const std::string &type)
	Returns a new Component of the given type e.g. More...

Detailed Description

FixedAffineComponent is an affine transform that is supplied at network initialization time and is not trainable.

Definition at line 992 of file nnet-simple-component.h.

Constructor & Destructor Documentation

◆ FixedAffineComponent() [1/2]

FixedAffineComponent ( )

inline

Definition at line 994 of file nnet-simple-component.h.

Referenced by FixedAffineComponent::Copy().

994 { }

◆ FixedAffineComponent() [2/2]

FixedAffineComponent ( const AffineComponent & c )

Definition at line 3388 of file nnet-simple-component.cc.

                                                                   :
     linear_params_(c.LinearParams()),
     bias_params_(c.BiasParams()) { }

Member Function Documentation

◆ Backprop()

void Backprop	(	const std::string &	debug_info,
		const ComponentPrecomputedIndexes *	indexes,
		const CuMatrixBase< BaseFloat > &	in_value,
		const CuMatrixBase< BaseFloat > &	out_value,
		const CuMatrixBase< BaseFloat > &	out_deriv,
		void *	memo,
		Component *	to_update,
		CuMatrixBase< BaseFloat > *	in_deriv
	)		const

virtual

Backprop function; depending on which of the arguments 'to_update' and 'in_deriv' are non-NULL, this can compute input-data derivatives and/or perform model update.

Parameters

[in]	debug_info	The component name, to be printed out in any warning messages.
[in]	indexes	A pointer to some information output by this class's PrecomputeIndexes function (will be NULL for simple components, i.e. those that don't do things like splicing).
[in]	in_value	The matrix that was given as input to the Propagate function. Will be ignored (and may be empty) if Properties()&kBackpropNeedsInput == 0.
[in]	out_value	The matrix that was output from the Propagate function. Will be ignored (and may be empty) if Properties()&kBackpropNeedsOutput == 0
[in]	out_deriv	The derivative at the output of this component.
[in]	memo	This will normally be NULL, but for component types that set the flag kUsesMemo, this will be the return value of the Propagate() function that corresponds to this Backprop() function. Ownership of any pointers is not transferred to the Backprop function; DeleteMemo() will be called to delete it.
[out]	to_update	If model update is desired, the Component to be updated, else NULL. Does not have to be identical to this. If supplied, you can assume that to_update->Properties() & kUpdatableComponent is nonzero.
[out]	in_deriv	The derivative at the input of this component, if needed (else NULL). If Properties()&kBackpropInPlace, may be the same matrix as out_deriv. If Properties()&kBackpropAdds, this is added to by the Backprop routine, else it is set. The component code chooses which mode to work in, based on convenience.

Implements Component.

Definition at line 3400 of file nnet-simple-component.cc.

References CuMatrixBase< Real >::AddMatMat(), kaldi::kNoTrans, FixedAffineComponent::linear_params_, and NVTX_RANGE.

                                                                              {
   NVTX_RANGE("FixedAffineComponent::Backprop");
   // kBackpropAdds is true. It's the user's responsibility to zero out
   // <in_deriv> if they need it to be so.
   if (in_deriv)
     in_deriv->AddMatMat(1.0, out_deriv, kNoTrans,
                         linear_params_, kNoTrans, 1.0);
 }

◆ BiasParams()

const CuVector<BaseFloat>& BiasParams ( ) const

inline

Definition at line 1032 of file nnet-simple-component.h.

Referenced by ModelCollapser::CollapseComponentsAffine().

1032 { return bias_params_; }

kaldi::nnet3::FixedAffineComponent::bias_params_

CuVector< BaseFloat > bias_params_

Definition: nnet-simple-component.h:1036

◆ Copy()

Component * Copy ( ) const

virtual

Copies component (deep copy).

Implements Component.

Definition at line 3416 of file nnet-simple-component.cc.

References FixedAffineComponent::bias_params_, FixedAffineComponent::FixedAffineComponent(), and FixedAffineComponent::linear_params_.

                                             {
   FixedAffineComponent *ans = new FixedAffineComponent();
   ans->linear_params_ = linear_params_;
   ans->bias_params_ = bias_params_;
   return ans;
 }

◆ Info()

std::string Info ( ) const

virtual

Returns some text-form information about this component, for diagnostics.

Starts with the type of the component. E.g. "SigmoidComponent dim=900", although most components will have much more info.

Reimplemented from Component.

Definition at line 3344 of file nnet-simple-component.cc.

References Component::Info(), and kaldi::nnet3::PrintParameterStats().

                                            {
   std::ostringstream stream;
   stream << Component::Info();
   PrintParameterStats(stream, "linear-params", linear_params_);
   PrintParameterStats(stream, "bias", bias_params_, true);
   return stream.str();
 }

◆ Init()

void Init ( const CuMatrixBase< BaseFloat > & matrix )

matrix should be of size input-dim+1 to output-dim, last col is offset

Definition at line 3352 of file nnet-simple-component.cc.

References KALDI_ASSERT, CuMatrixBase< Real >::NumCols(), CuMatrixBase< Real >::NumRows(), and CuMatrixBase< Real >::Range().

Referenced by SumGroupComponent::InitFromConfig(), FixedScaleComponent::InitFromConfig(), FixedBiasComponent::InitFromConfig(), NaturalGradientPerElementScaleComponent::InitFromConfig(), and SumGroupComponent::Read().

                                                                   {
   KALDI_ASSERT(mat.NumCols() > 1);
   linear_params_ = mat.Range(0, mat.NumRows(), 0, mat.NumCols() - 1);
   bias_params_.Resize(mat.NumRows());
   bias_params_.CopyColFromMat(mat, mat.NumCols() - 1);
 }

◆ InitFromConfig()

void InitFromConfig ( ConfigLine * cfl )

virtual

Initialize, from a ConfigLine object.

Parameters

[in] cfl A ConfigLine containing any parameters that are needed for initialization. For example: "dim=100 param-stddev=0.1"

Implements Component.

Definition at line 3359 of file nnet-simple-component.cc.

References ConfigLine::GetValue(), ConfigLine::HasUnusedValues(), KALDI_ASSERT, KALDI_ERR, CuMatrixBase< Real >::NumRows(), CuMatrix< Real >::Read(), CuMatrixBase< Real >::SetRandn(), Input::Stream(), LinearComponent::Type(), and ConfigLine::WholeLine().

                                                          {
   std::string filename;
   // Two forms allowed: "matrix=<rxfilename>", or "input-dim=x output-dim=y"
   // (for testing purposes only).
   if (cfl->GetValue("matrix", &filename)) {
     if (cfl->HasUnusedValues())
       KALDI_ERR << "Invalid initializer for layer of type "
                 << Type() << ": \"" << cfl->WholeLine() << "\"";
 
     bool binary;
     Input ki(filename, &binary);
     CuMatrix<BaseFloat> mat;
     mat.Read(ki.Stream(), binary);
     KALDI_ASSERT(mat.NumRows() != 0);
     Init(mat);
   } else {
     int32 input_dim = -1, output_dim = -1;
     if (!cfl->GetValue("input-dim", &input_dim) ||
         !cfl->GetValue("output-dim", &output_dim) || cfl->HasUnusedValues()) {
       KALDI_ERR << "Invalid initializer for layer of type "
                 << Type() << ": \"" << cfl->WholeLine() << "\"";
     }
     CuMatrix<BaseFloat> mat(output_dim, input_dim + 1);
     mat.SetRandn();
     Init(mat);
   }
 }

◆ InputDim()

virtual int32 InputDim ( ) const

inlinevirtual

Returns input-dimension of this component.

Implements Component.

Definition at line 1011 of file nnet-simple-component.h.

Referenced by ModelCollapser::CollapseComponentsAffine().

1011 { return linear_params_.NumCols(); }

kaldi::nnet3::FixedAffineComponent::linear_params_

CuMatrix< BaseFloat > linear_params_

Definition: nnet-simple-component.h:1035

◆ KALDI_DISALLOW_COPY_AND_ASSIGN()

KALDI_DISALLOW_COPY_AND_ASSIGN ( FixedAffineComponent )

protected

◆ LinearParams()

const CuMatrix<BaseFloat>& LinearParams ( ) const

inline

Definition at line 1031 of file nnet-simple-component.h.

Referenced by ModelCollapser::CollapseComponentsAffine().

1031 { return linear_params_; }

kaldi::nnet3::FixedAffineComponent::linear_params_

CuMatrix< BaseFloat > linear_params_

Definition: nnet-simple-component.h:1035

◆ OutputDim()

virtual int32 OutputDim ( ) const

inlinevirtual

Returns output-dimension of this component.

Implements Component.

Definition at line 1012 of file nnet-simple-component.h.

References PnormComponent::Backprop(), PnormComponent::Copy(), PnormComponent::Propagate(), PnormComponent::Read(), and PnormComponent::Write().

Referenced by ModelCollapser::CollapseComponentsAffine().

1012 { return linear_params_.NumRows(); }

kaldi::nnet3::FixedAffineComponent::linear_params_

CuMatrix< BaseFloat > linear_params_

Definition: nnet-simple-component.h:1035

◆ Propagate()

void * Propagate	(	const ComponentPrecomputedIndexes *	indexes,
		const CuMatrixBase< BaseFloat > &	in,
		CuMatrixBase< BaseFloat > *	out
	)		const

virtual

Propagate function.

Parameters

[in]	indexes	A pointer to some information output by this class's PrecomputeIndexes function (will be NULL for simple components, i.e. those that don't do things like splicing).
[in]	in	The input to this component. Num-columns == InputDim().
[out]	out	The output of this component. Num-columns == OutputDim(). Note: output of this component will be added to the initial value of "out" if Properties()&kPropagateAdds != 0; otherwise the output will be set and the initial value ignored. Each Component chooses whether it is more convenient implementation-wise to add or set, and the calling code has to deal with it.

Returns: Normally returns NULL, but may return a non-NULL value for components which have the flag kUsesMemo set. This value will be passed into the corresponding Backprop routine.

Implements Component.

Definition at line 3392 of file nnet-simple-component.cc.

References CuMatrixBase< Real >::AddMatMat(), FixedAffineComponent::bias_params_, CuMatrixBase< Real >::CopyRowsFromVec(), kaldi::kNoTrans, kaldi::kTrans, and FixedAffineComponent::linear_params_.

                                                                           {
   out->CopyRowsFromVec(bias_params_); // Adds the bias term first.
   out->AddMatMat(1.0, in, kNoTrans, linear_params_, kTrans, 1.0);
   return NULL;
 }

◆ Properties()

virtual int32 Properties ( ) const

inlinevirtual

Return bitmask of the component's properties.

These properties depend only on the component's type. See enum ComponentProperties.

Implements Component.

Definition at line 1010 of file nnet-simple-component.h.

References kaldi::nnet3::kBackpropAdds, and kaldi::nnet3::kSimpleComponent.

1010 { return kSimpleComponent|kBackpropAdds; }

kaldi::nnet3::kSimpleComponent

Definition: nnet-component-itf.h:38

kaldi::nnet3::kBackpropAdds

Definition: nnet-component-itf.h:61

◆ Read()

void Read	(	std::istream &	is,
		bool	binary
	)

virtual

Read function (used after we know the type of the Component); accepts input that is missing the token that describes the component type, in case it has already been consumed.

Implements Component.

Definition at line 3432 of file nnet-simple-component.cc.

References FixedAffineComponent::bias_params_, kaldi::ExpectOneOrTwoTokens(), kaldi::nnet3::ExpectToken(), and FixedAffineComponent::linear_params_.

                                                            {
   ExpectOneOrTwoTokens(is, binary, "<FixedAffineComponent>", "<LinearParams>");
   linear_params_.Read(is, binary);
   ExpectToken(is, binary, "<BiasParams>");
   bias_params_.Read(is, binary);
   ExpectToken(is, binary, "</FixedAffineComponent>");
 }

◆ Type()

virtual std::string Type ( ) const

inlinevirtual

Returns a string such as "SigmoidComponent", describing the type of the object.

Implements Component.

Definition at line 995 of file nnet-simple-component.h.

References Component::Info(), PnormComponent::Init(), and PnormComponent::InitFromConfig().

Referenced by SumGroupComponent::InitFromConfig(), FixedScaleComponent::InitFromConfig(), FixedBiasComponent::InitFromConfig(), and NaturalGradientPerElementScaleComponent::InitFromConfig().

995 { return "FixedAffineComponent"; }

◆ Write()

void Write	(	std::ostream &	os,
		bool	binary
	)		const

virtual

Write component to stream.

Implements Component.

Definition at line 3423 of file nnet-simple-component.cc.

References FixedAffineComponent::bias_params_, FixedAffineComponent::linear_params_, and kaldi::WriteToken().

                                                                   {
   WriteToken(os, binary, "<FixedAffineComponent>");
   WriteToken(os, binary, "<LinearParams>");
   linear_params_.Write(os, binary);
   WriteToken(os, binary, "<BiasParams>");
   bias_params_.Write(os, binary);
   WriteToken(os, binary, "</FixedAffineComponent>");
 }

Friends And Related Function Documentation

◆ AffineComponent

friend class AffineComponent

friend

Definition at line 1034 of file nnet-simple-component.h.

Member Data Documentation

◆ bias_params_

CuVector<BaseFloat> bias_params_

protected

Definition at line 1036 of file nnet-simple-component.h.

Referenced by FixedAffineComponent::Copy(), FixedAffineComponent::Propagate(), FixedAffineComponent::Read(), and FixedAffineComponent::Write().

◆ linear_params_

CuMatrix<BaseFloat> linear_params_

protected

Definition at line 1035 of file nnet-simple-component.h.

Referenced by FixedAffineComponent::Backprop(), FixedAffineComponent::Copy(), FixedAffineComponent::Propagate(), FixedAffineComponent::Read(), and FixedAffineComponent::Write().

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

nnet3/nnet-simple-component.h
nnet3/nnet-simple-component.cc

Public Member Functions

Protected Member Functions

Protected Attributes

Friends

Additional Inherited Members

Detailed Description

Constructor & Destructor Documentation

◆ FixedAffineComponent() [1/2]

◆ FixedAffineComponent() [2/2]

Member Function Documentation

◆ Backprop()

◆ BiasParams()

◆ Copy()

◆ Info()

◆ Init()

◆ InitFromConfig()

◆ InputDim()

◆ KALDI_DISALLOW_COPY_AND_ASSIGN()

◆ LinearParams()

◆ OutputDim()

◆ Propagate()

◆ Properties()

◆ Read()

◆ Type()

◆ Write()

Friends And Related Function Documentation

◆ AffineComponent

Member Data Documentation

◆ bias_params_

◆ linear_params_