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PAddOP.h
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288 lines (249 loc) · 6.79 KB
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#ifndef PAddOP
#define PAddOP
/*
* PAddOP.h:
* (pointwise) add
*
* Created on: June 13, 2017
* Author: mszhang
*/
#include "Eigen/Dense"
#include "MyLib.h"
#include "Node.h"
#include "Graph.h"
class PAddNode : public Node {
public:
vector<PNode> ins;
~PAddNode() {
ins.clear();
}
public:
PAddNode() : Node() {
ins.clear();
node_type = "point-add";
}
inline void clearValue() {
ins.clear();
Node::clearValue();
}
public:
void forward(Graph *cg, const vector<PNode>& x) {
if (x.size() == 0) {
std::cout << "empty inputs for add" << std::endl;
return;
}
ins.clear();
for (int i = 0; i < x.size(); i++) {
if (x[i]->val.dim == dim) {
ins.push_back(x[i]);
} else {
std::cout << "dim does not match" << std::endl;
}
}
degree = 0;
int nSize = ins.size();
for (int i = 0; i < nSize; ++i) {
ins[i]->addParent(this);
}
cg->addNode(this);
}
void forward(Graph *cg, PNode x1, PNode x2) {
ins.clear();
if (x1->dim == dim) {
ins.push_back(x1);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x2->dim == dim) {
ins.push_back(x2);
} else {
std::cout << "dim does not match" << std::endl;
}
degree = 0;
int nSize = ins.size();
for (int i = 0; i < nSize; ++i) {
ins[i]->addParent(this);
}
cg->addNode(this);
}
void forward(Graph *cg, PNode x1, PNode x2, PNode x3) {
ins.clear();
if (x1->dim == dim) {
ins.push_back(x1);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x2->dim == dim) {
ins.push_back(x2);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x3->dim == dim) {
ins.push_back(x3);
} else {
std::cout << "dim does not match" << std::endl;
}
degree = 0;
int nSize = ins.size();
for (int i = 0; i < nSize; ++i) {
ins[i]->addParent(this);
}
cg->addNode(this);
}
void forward(Graph *cg, PNode x1, PNode x2, PNode x3, PNode x4) {
ins.clear();
if (x1->dim == dim) {
ins.push_back(x1);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x2->dim == dim) {
ins.push_back(x2);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x3->dim == dim) {
ins.push_back(x3);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x4->dim == dim) {
ins.push_back(x4);
} else {
std::cout << "dim does not match" << std::endl;
}
degree = 0;
int nSize = ins.size();
for (int i = 0; i < nSize; ++i) {
ins[i]->addParent(this);
}
cg->addNode(this);
}
void forward(Graph *cg, PNode x1, PNode x2, PNode x3, PNode x4, PNode x5) {
ins.clear();
if (x1->dim == dim) {
ins.push_back(x1);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x2->dim == dim) {
ins.push_back(x2);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x3->dim == dim) {
ins.push_back(x3);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x4->dim == dim) {
ins.push_back(x4);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x5->dim == dim) {
ins.push_back(x5);
} else {
std::cout << "dim does not match" << std::endl;
}
degree = 0;
int nSize = ins.size();
for (int i = 0; i < nSize; ++i) {
ins[i]->addParent(this);
}
cg->addNode(this);
}
void forward(Graph *cg, PNode x1, PNode x2, PNode x3, PNode x4, PNode x5, PNode x6) {
ins.clear();
if (x1->dim == dim) {
ins.push_back(x1);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x2->dim == dim) {
ins.push_back(x2);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x3->dim == dim) {
ins.push_back(x3);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x4->dim == dim) {
ins.push_back(x4);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x5->dim == dim) {
ins.push_back(x5);
} else {
std::cout << "dim does not match" << std::endl;
}
if (x6->dim == dim) {
ins.push_back(x6);
} else {
std::cout << "dim does not match" << std::endl;
}
degree = 0;
int nSize = ins.size();
for (int i = 0; i < nSize; ++i) {
ins[i]->addParent(this);
}
cg->addNode(this);
}
public:
inline void compute() {
int nSize = ins.size();
val.zero();
for (int i = 0; i < nSize; ++i) {
for (int idx = 0; idx < dim; idx++) {
val[idx] += ins[i]->val[idx];
}
}
}
void backward() {
int nSize = ins.size();
for (int i = 0; i < nSize; ++i) {
for (int idx = 0; idx < dim; idx++) {
ins[i]->loss[idx] += loss[idx];
}
}
}
public:
inline PExecute generate(bool bTrain);
// better to rewrite for deep understanding
inline bool typeEqual(PNode other) {
return Node::typeEqual(other);
}
};
class PAddExecute : public Execute {
public:
bool bTrain;
public:
inline void forward() {
int count = batch.size();
//#pragma omp parallel for schedule(static,1)
for (int idx = 0; idx < count; idx++) {
PAddNode* ptr = (PAddNode*)batch[idx];
ptr->compute();
ptr->forward_drop(bTrain);
}
}
inline void backward() {
int count = batch.size();
//#pragma omp parallel for schedule(static,1)
for (int idx = 0; idx < count; idx++) {
PAddNode* ptr = (PAddNode*)batch[idx];
ptr->backward_drop();
ptr->backward();
}
}
};
inline PExecute PAddNode::generate(bool bTrain) {
PAddExecute* exec = new PAddExecute();
exec->batch.push_back(this);
exec->bTrain = bTrain;
return exec;
}
#endif