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author | Joe Zhao <ztuowen@gmail.com> | 2014-04-14 08:14:45 +0800 |
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committer | Joe Zhao <ztuowen@gmail.com> | 2014-04-14 08:14:45 +0800 |
commit | cccccbf6cca94a3eaf813b4468453160e91c332b (patch) | |
tree | 23418cb73a10ae3b0688681a7f0ba9b06424583e /src/CuTNetLib/cuDiscreteLinearity.h | |
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Diffstat (limited to 'src/CuTNetLib/cuDiscreteLinearity.h')
-rw-r--r-- | src/CuTNetLib/cuDiscreteLinearity.h | 97 |
1 files changed, 97 insertions, 0 deletions
diff --git a/src/CuTNetLib/cuDiscreteLinearity.h b/src/CuTNetLib/cuDiscreteLinearity.h new file mode 100644 index 0000000..8a70fa7 --- /dev/null +++ b/src/CuTNetLib/cuDiscreteLinearity.h @@ -0,0 +1,97 @@ +#ifndef _CUDISCRETE_LINEARITY_H_ +#define _CUDISCRETE_LINEARITY_H_ + + +#include "cuComponent.h" +#include "cumatrix.h" + + +#include "Matrix.h" +#include "Vector.h" + +#include <vector> + + +namespace TNet { + /** + * \brief CuDiscreteLinearity Summation function + * + * \ingroup CuNNUpdatable + * Similar to CuSharedLinearity except that mBias is not shared, + * only mLinearity is used as multiple instances. + * \sa CuBiasedLinearity + */ + class CuDiscreteLinearity : public CuUpdatableComponent + { + public: + + CuDiscreteLinearity(size_t nInputs, size_t nOutputs, CuComponent *pPred); + ~CuDiscreteLinearity(); + + ComponentType GetType() const; + const char* GetName() const; + + void PropagateFnc(const CuMatrix<BaseFloat>& X, CuMatrix<BaseFloat>& Y); + void BackpropagateFnc(const CuMatrix<BaseFloat>& X, CuMatrix<BaseFloat>& Y); + + void Update(); + + void ReadFromStream(std::istream& rIn); + void WriteToStream(std::ostream& rOut); + + protected: + std::vector<CuMatrix<BaseFloat> > mLinearity; ///< Matrix with neuron weights + CuVector<BaseFloat> mBias; ///< Vector with biases + + std::vector<CuMatrix<BaseFloat> > mLinearityCorrection; ///< Matrix for linearity updates + CuVector<BaseFloat> mBiasCorrection; ///< Vector for bias updates + + size_t mNBlocks; + + }; + + + + + //////////////////////////////////////////////////////////////////////////// + // INLINE FUNCTIONS + // CuDiscreteLinearity:: + inline + CuDiscreteLinearity:: + CuDiscreteLinearity(size_t nInputs, size_t nOutputs, CuComponent *pPred) + : CuUpdatableComponent(nInputs, nOutputs, pPred), + //mLinearity(nInputs,nOutputs), mBias(nOutputs), + //mLinearityCorrection(nInputs,nOutputs), mBiasCorrection(nOutputs) + mNBlocks(0) + { + //mLinearityCorrection.SetConst(0.0); + //mBiasCorrection.SetConst(0.0); + } + + + inline + CuDiscreteLinearity:: + ~CuDiscreteLinearity() + { } + + inline CuComponent::ComponentType + CuDiscreteLinearity:: + GetType() const + { + return CuComponent::DISCRETE_LINEARITY; + } + + inline const char* + CuDiscreteLinearity:: + GetName() const + { + return "<discretelinearity>"; + } + + + +} //namespace + + + +#endif |