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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/cuRecurrent.h | |
download | tnet-cccccbf6cca94a3eaf813b4468453160e91c332b.tar.gz tnet-cccccbf6cca94a3eaf813b4468453160e91c332b.tar.bz2 tnet-cccccbf6cca94a3eaf813b4468453160e91c332b.zip |
First commit
Diffstat (limited to 'src/CuTNetLib/cuRecurrent.h')
-rw-r--r-- | src/CuTNetLib/cuRecurrent.h | 101 |
1 files changed, 101 insertions, 0 deletions
diff --git a/src/CuTNetLib/cuRecurrent.h b/src/CuTNetLib/cuRecurrent.h new file mode 100644 index 0000000..e487b27 --- /dev/null +++ b/src/CuTNetLib/cuRecurrent.h @@ -0,0 +1,101 @@ +#ifndef _CU_RECURRENT_H_ +#define _CU_RECURRENT_H_ + + +#include "cuComponent.h" +#include "cumatrix.h" + + +#include "Matrix.h" +#include "Vector.h" + + +namespace TNet { + + class CuRecurrent : public CuUpdatableComponent + { + public: + + CuRecurrent(size_t nInputs, size_t nOutputs, CuComponent *pPred); + ~CuRecurrent(); + + ComponentType GetType() const; + const char* GetName() const; + + //CuUpdatableComponent API + void PropagateFnc(const CuMatrix<BaseFloat>& X, CuMatrix<BaseFloat>& Y); + void BackpropagateFnc(const CuMatrix<BaseFloat>& X, CuMatrix<BaseFloat>& Y); + + void Update(); + + //Recurrent training API + void BpttOrder(int ord) { + mBpttOrder = ord; + mInputHistory.Init(ord+1,GetNInputs()+GetNOutputs()); + } + void ClearHistory() { + mInputHistory.SetConst(0.0); + if(mOutput.MSize() > 0) { + mOutput.SetConst(0.0); + } + } + + //I/O + void ReadFromStream(std::istream& rIn); + void WriteToStream(std::ostream& rOut); + + protected: + CuMatrix<BaseFloat> mLinearity; + CuVector<BaseFloat> mBias; + + CuMatrix<BaseFloat> mLinearityCorrection; + CuVector<BaseFloat> mBiasCorrection; + + CuMatrix<BaseFloat> mInputHistory; + + int mBpttOrder; + }; + + + + + //////////////////////////////////////////////////////////////////////////// + // INLINE FUNCTIONS + // CuRecurrent:: + inline + CuRecurrent:: + CuRecurrent(size_t nInputs, size_t nOutputs, CuComponent *pPred) + : CuUpdatableComponent(nInputs, nOutputs, pPred), + mLinearity(nInputs+nOutputs,nOutputs), + mBias(nOutputs), + mLinearityCorrection(nInputs+nOutputs,nOutputs), + mBiasCorrection(nOutputs) + { } + + + inline + CuRecurrent:: + ~CuRecurrent() + { } + + inline CuComponent::ComponentType + CuRecurrent:: + GetType() const + { + return CuComponent::RECURRENT; + } + + inline const char* + CuRecurrent:: + GetName() const + { + return "<recurrent>"; + } + + + +} //namespace + + + +#endif |