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tensor_debug_lib.h
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#ifndef _TENSOR_DEBUG_H_
#define _TENSOR_DEBUG_H_
namespace tensor_lib {
namespace debug {
// Linear
template <typename T>
int linear(
const std::vector<std::vector<T> > & InFvec,
const std::vector<std::vector<T> > & Kmat,
std::vector<std::vector<T> > & Ovec
);
// Convolution
template <typename T>
int convolution(
const std::vector<std::vector<std::vector<std::vector<T> > > >& InFmap,
const std::vector<std::vector<std::vector<std::vector<T> > > >& Kmap,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap,
const unsigned Stride, const unsigned Padding, const unsigned Dilatation
);
// Bias Addition
template <typename T>
int bias_add(
const std::vector<std::vector<T> >& InFvec,
const std::vector<T>& Bias,
std::vector<std::vector<T> >& Ovec
);
template <typename T>
int bias_add(
const std::vector<std::vector<std::vector<std::vector<T> > > >& InFmap,
const std::vector<T> & Bias,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// Batch Norm
template <typename T>
int batch_norm(
const std::vector<std::vector<T> >& InFvec,
const std::vector<T>& Mean,
const std::vector<T>& StdDev,
std::vector<std::vector<T> >& Ovec
);
template <typename T>
int batch_norm(
const std::vector<std::vector<std::vector<std::vector<T> > > >& InFmap,
const std::vector<T>& Mean,
const std::vector<T>& StdDev,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// EW Addition
template <typename T>
int ew_add(
const std::vector<std::vector<T> >& Amap,
const std::vector<std::vector<T> >& Bmap,
std::vector<std::vector<T> >& Omap
);
template <typename T>
int ew_add(
const std::vector<std::vector<std::vector<std::vector<T> > > >& Amap,
const std::vector<std::vector<std::vector<std::vector<T> > > >& Bmap,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// EW Subtraction
template <typename T>
int ew_sub(
const std::vector<std::vector<T> >& Amap,
const std::vector<std::vector<T> >& Bmap,
std::vector<std::vector<T> >& Omap
);
template <typename T>
int ew_sub(
const std::vector<std::vector<std::vector<std::vector<T> > > >& Amap,
const std::vector<std::vector<std::vector<std::vector<T> > > >& Bmap,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// EW Multiplication
template <typename T>
int ew_mul(
const std::vector<std::vector<T> >& Amap,
const std::vector<std::vector<T> >& Bmap,
std::vector<std::vector<T> >& Omap
);
template <typename T>
int ew_mul(
const std::vector<std::vector<std::vector<std::vector<T> > > >& Amap,
const std::vector<std::vector<std::vector<std::vector<T> > > >& Bmap,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// EW Division
template <typename T>
int ew_div(
const std::vector<std::vector<T> >& Amap,
const std::vector<std::vector<T> >& Bmap,
std::vector<std::vector<T> >& Omap
);
template <typename T>
int ew_div(
const std::vector<std::vector<std::vector<std::vector<T> > > >& Amap,
const std::vector<std::vector<std::vector<std::vector<T> > > >& Bmap,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// Scalar Vector Addition
template <typename T>
int add(
const std::vector<std::vector<T> >& Imap,
const T scalar,
std::vector<std::vector<T> >& Omap
);
template <typename T>
int add(
const std::vector<std::vector<std::vector<std::vector<T> > > >& Imap,
const T scalar,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// Scalar Vector Subtraction
template <typename T>
int sub(
const std::vector<std::vector<T> >& Imap,
const T scalar,
std::vector<std::vector<T> >& Omap
);
template <typename T>
int sub(
const std::vector<std::vector<std::vector<std::vector<T> > > >& Imap,
const T scalar,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// Scalar Vector Multiplication
template <typename T>
int mul(
const std::vector<std::vector<T> >& Imap,
const T scalar,
std::vector<std::vector<T> >& Omap
);
template <typename T>
int mul(
const std::vector<std::vector<std::vector<std::vector<T> > > >& Imap,
const T scalar,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// Scalar Vector Division
template <typename T>
int div(
const std::vector<std::vector<T> >& Imap,
const T scalar,
std::vector<std::vector<T> >& Omap
);
template <typename T>
int div(
const std::vector<std::vector<std::vector<std::vector<T> > > >& Imap,
const T scalar,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// ReLU
template <typename T>
int relu(
const std::vector<std::vector<T> >& InFvec,
std::vector<std::vector<T> >& Ovec
);
template <typename T>
int relu(
const std::vector<std::vector<std::vector<std::vector<T> > > >& InFmap,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// pReLU
template <typename T>
int prelu(
const std::vector<std::vector<T> >& InFvec,
const T scale,
std::vector<std::vector<T> >& Ovec
);
template <typename T>
int prelu(
const std::vector<std::vector<std::vector<std::vector<T> > > >& InFmap,
const T scale,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// LeakyReLU
template <typename T>
int leaky_relu(
const std::vector<std::vector<T> >& InFvec,
const T scalePos,
const T scaleNeg,
std::vector<std::vector<T> >& Ovec
);
template <typename T>
int leaky_relu(
const std::vector<std::vector<std::vector<std::vector<T> > > >& InFmap,
const T scalePos,
const T scaleNeg,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap
);
// MaxPool
template <typename T>
int max_pool(
const std::vector<std::vector<std::vector<std::vector<T> > > >& InFmap,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap,
const unsigned KernelSize
);
// MinPool
template <typename T>
int min_pool(
const std::vector<std::vector<std::vector<std::vector<T> > > >& InFmap,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap,
const unsigned KernelSize
);
// AvgPool
template <typename T>
int avg_pool(
const std::vector<std::vector<std::vector<std::vector<T> > > >& InFmap,
std::vector<std::vector<std::vector<std::vector<T> > > >& Omap,
const unsigned KernelSize
);
}
}
#include "tpp/linear.cpp"
#include "tpp/convolution.cpp"
#include "tpp/bias_add.cpp"
#include "tpp/batch_norm.cpp"
#include "tpp/ew_add.cpp"
#include "tpp/ew_sub.cpp"
#include "tpp/ew_mul.cpp"
#include "tpp/ew_div.cpp"
#include "tpp/add.cpp"
#include "tpp/sub.cpp"
#include "tpp/mul.cpp"
#include "tpp/div.cpp"
#include "tpp/relu.cpp"
#include "tpp/prelu.cpp"
#include "tpp/leaky_relu.cpp"
#include "tpp/max_pool.cpp"
#endif