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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/.svn/text-base/cuBiasedLinearity.h.svn-base | |
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First commit
Diffstat (limited to 'src/CuTNetLib/.svn/text-base/cuBiasedLinearity.h.svn-base')
-rw-r--r-- | src/CuTNetLib/.svn/text-base/cuBiasedLinearity.h.svn-base | 85 |
1 files changed, 85 insertions, 0 deletions
diff --git a/src/CuTNetLib/.svn/text-base/cuBiasedLinearity.h.svn-base b/src/CuTNetLib/.svn/text-base/cuBiasedLinearity.h.svn-base new file mode 100644 index 0000000..18a75ac --- /dev/null +++ b/src/CuTNetLib/.svn/text-base/cuBiasedLinearity.h.svn-base @@ -0,0 +1,85 @@ +#ifndef _CUBIASED_LINEARITY_H_ +#define _CUBIASED_LINEARITY_H_ + + +#include "cuComponent.h" +#include "cumatrix.h" + + +#include "Matrix.h" +#include "Vector.h" + + +namespace TNet { + + class CuBiasedLinearity : public CuUpdatableComponent + { + public: + + CuBiasedLinearity(size_t nInputs, size_t nOutputs, CuComponent *pPred); + ~CuBiasedLinearity(); + + 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: + CuMatrix<BaseFloat> mLinearity; ///< Matrix with neuron weights + CuVector<BaseFloat> mBias; ///< Vector with biases + + CuMatrix<BaseFloat> mLinearityCorrection; ///< Matrix for linearity updates + CuVector<BaseFloat> mBiasCorrection; ///< Vector for bias updates + + }; + + + + + //////////////////////////////////////////////////////////////////////////// + // INLINE FUNCTIONS + // CuBiasedLinearity:: + inline + CuBiasedLinearity:: + CuBiasedLinearity(size_t nInputs, size_t nOutputs, CuComponent *pPred) + : CuUpdatableComponent(nInputs, nOutputs, pPred), + mLinearity(nInputs,nOutputs), mBias(nOutputs), + mLinearityCorrection(nInputs,nOutputs), mBiasCorrection(nOutputs) + { + mLinearityCorrection.SetConst(0.0); + mBiasCorrection.SetConst(0.0); + } + + + inline + CuBiasedLinearity:: + ~CuBiasedLinearity() + { } + + inline CuComponent::ComponentType + CuBiasedLinearity:: + GetType() const + { + return CuComponent::BIASED_LINEARITY; + } + + inline const char* + CuBiasedLinearity:: + GetName() const + { + return "<biasedlinearity>"; + } + + + +} //namespace + + + +#endif |