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#pragma once
#include <iostream>
#include <map>
#include <string>
#include "cpu/npz_converter.h"
#include "cpu/mblas/matrix.h"
namespace amunmt {
namespace CPU {
namespace dl4mt {
struct Weights {
//////////////////////////////////////////////////////////////////////////////
struct Embeddings {
Embeddings(const NpzConverter& model, const std::string &key);
Embeddings(const NpzConverter& model, const std::vector<std::pair<std::string, bool>> keys);
const mblas::Matrix E_;
};
struct GRU {
GRU(const NpzConverter& model, const std::vector<std::string> &keys);
const mblas::Matrix W_;
const mblas::Matrix B_;
const mblas::Matrix U_;
const mblas::Matrix Wx_;
const mblas::Matrix Bx1_;
const mblas::Matrix Bx2_;
const mblas::Matrix Ux_;
const mblas::Matrix Gamma_1_;
const mblas::Matrix Gamma_2_;
};
//////////////////////////////////////////////////////////////////////////////
struct DecInit {
DecInit(const NpzConverter& model);
const mblas::Matrix Wi_;
const mblas::Matrix Bi_;
const mblas::Matrix Gamma_;
};
struct DecGRU2 {
DecGRU2(const NpzConverter& model);
const mblas::Matrix W_;
const mblas::Matrix B_;
const mblas::Matrix U_;
const mblas::Matrix Wx_;
const mblas::Matrix Bx2_;
const mblas::Matrix Bx1_;
const mblas::Matrix Ux_;
const mblas::Matrix Gamma_1_;
const mblas::Matrix Gamma_2_;
};
struct DecAttention {
DecAttention(const NpzConverter& model);
const mblas::Matrix V_;
const mblas::Matrix W_;
const mblas::Matrix B_;
const mblas::Matrix U_;
const mblas::Matrix C_;
const mblas::Matrix Gamma_1_;
const mblas::Matrix Gamma_2_;
};
struct DecSoftmax {
DecSoftmax(const NpzConverter& model);
const mblas::Matrix W1_;
const mblas::Matrix B1_;
const mblas::Matrix W2_;
const mblas::Matrix B2_;
const mblas::Matrix W3_;
const mblas::Matrix B3_;
const mblas::Matrix W4_;
const mblas::Matrix B4_;
const mblas::Matrix Gamma_0_;
const mblas::Matrix Gamma_1_;
const mblas::Matrix Gamma_2_;
};
//////////////////////////////////////////////////////////////////////////////
Weights(const std::string& npzFile, size_t device = 0)
: Weights(NpzConverter(npzFile), device)
{}
Weights(const NpzConverter& model, size_t device = 0);
size_t GetDevice() {
return std::numeric_limits<size_t>::max();
}
const Embeddings encEmbeddings_;
const Embeddings decEmbeddings_;
const GRU encForwardGRU_;
const GRU encBackwardGRU_;
const DecInit decInit_;
const GRU decGru1_;
const DecGRU2 decGru2_;
const DecAttention decAttention_;
const DecSoftmax decSoftmax_;
};
inline std::ostream& operator<<(std::ostream &out, const Weights::Embeddings &obj)
{
out << "E_ \t" << obj.E_;
return out;
}
inline std::ostream& operator<<(std::ostream &out, const Weights::GRU &obj)
{
out << "W_ \t" << obj.W_ << std::endl;
out << "B_ \t" << obj.B_ << std::endl;
out << "U_ \t" << obj.U_ << std::endl;
out << "Wx_ \t" << obj.Wx_ << std::endl;
out << "Bx1_ \t" << obj.Bx1_ << std::endl;
out << "Bx2_ \t" << obj.Bx2_ << std::endl;
out << "Ux_ \t" << obj.Ux_;
return out;
}
inline std::ostream& operator<<(std::ostream &out, const Weights::DecGRU2 &obj)
{
out << "W_ \t" << obj.W_ << std::endl;
out << "B_ \t" << obj.B_ << std::endl;
out << "U_ \t" << obj.U_ << std::endl;
out << "Wx_ \t" << obj.Wx_ << std::endl;
out << "Bx1_ \t" << obj.Bx1_ << std::endl;
out << "Bx2_ \t" << obj.Bx2_ << std::endl;
out << "Ux_ \t" << obj.Ux_;
return out;
}
inline std::ostream& operator<<(std::ostream &out, const Weights::DecInit &obj)
{
out << "Wi_ \t" << obj.Wi_ << std::endl;
out << "Bi_ \t" << obj.Bi_ ;
return out;
}
inline std::ostream& operator<<(std::ostream &out, const Weights::DecAttention &obj)
{
out << "V_ \t" << obj.V_ << std::endl;
out << "W_ \t" << obj.W_ << std::endl;
out << "B_ \t" << obj.B_ << std::endl;
out << "U_ \t" << obj.U_ << std::endl;
out << "C_ \t" << obj.C_ ;
return out;
}
inline std::ostream& operator<<(std::ostream &out, const Weights::DecSoftmax &obj)
{
out << "W1_ \t" << obj.W1_ << std::endl;
out << "B1_ \t" << obj.B1_ << std::endl;
out << "W2_ \t" << obj.W2_ << std::endl;
out << "B2_ \t" << obj.B2_ << std::endl;
out << "W3_ \t" << obj.W3_ << std::endl;
out << "B3_ \t" << obj.B3_ << std::endl;
out << "W4_ \t" << obj.W4_ << std::endl;
out << "B4_ \t" << obj.B4_ ;
return out;
}
inline std::ostream& operator<<(std::ostream &out, const Weights &obj)
{
out << "\n encEmbeddings_ \n" << obj.encEmbeddings_ << std::endl;
out << "\n decEmbeddings_ \n" << obj.decEmbeddings_ << std::endl;
out << "\n encForwardGRU_ \n" << obj.encForwardGRU_ << std::endl;
out << "\n encBackwardGRU_ \n" << obj.encBackwardGRU_ << std::endl;
out << "\n decInit_ \n" << obj.decInit_ << std::endl;
out << "\n decGru1_ \n" << obj.decGru1_ << std::endl;
out << "\n decGru2_ \n" << obj.decGru2_ << std::endl;
out << "\n decAttention_ \n" << obj.decAttention_ << std::endl;
out << "\n decSoftmax_ \n" << obj.decSoftmax_ << std::endl;
//Debug2(obj.encEmbeddings_.E_);
return out;
}
}
}
}
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