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Node.cpp
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#include <string>
#include <map>
#include <cmath>
#include <iostream>
#include <cstdio>
#include "evaluation.h"
#include "Node.h"
#include "CG_debug.h"
using namespace std;
/**
* 由于 Node 类中虚函数很多,它们几乎在每个类中都有实现,
* 因此本文件按照如下组织方式:
* 先给出所有类(依照 .h 文件顺序)的非重载覆盖的函数的实现
* 然后给出所有类的 init() 的实现 (from line 89)
* 然后是所有类的 get_name() 实现 (from line 118)
* 然后是所有类的 cal() 实现 (from line 128)
* 然后是所有类的 grad() 实现 (from line 326)
* 然后是所有类的 calculate() 实现 (from line 524)
*/
void Node::add_next(Node* N)
{
Node::next.push_back(N);
}
void ValueNode::print_var_name()
{
cout << "PRINT operator: " << var_name << " = ";
}
void Placeholder::eval(double v)
{
value = v;
have_value = true;
}
double Var::compute_at(Node* target, bool& is_legal)
{
have_value = true;
Grad_Operator* grad_node = dynamic_cast<Grad_Operator*>(next[0]);
if(grad_node)
{
return grad_node->grad_at(target, is_legal);
}
else
{
Var* var_node = dynamic_cast<Var*>(next[0]);
if(var_node)
{
return var_node->compute_at(target, is_legal);
}
else
{
is_legal = false;
throw_error(GRAD_OPERATOR_NOT_FOUND);
return 0.0;
}
}
}
bool Var::check_grad_empty()
{
return grad_of.empty();
}
void Var::clear_grad()
{
grad_of.clear();
}
int OperatorNode::get_priority(std::string c)
{
if(c == "<" || c == ">" || c == "<=" || c== ">=" || c == "==") return 1;
else if(c == "+" || c == "-") return 2;
else if(c == "*" || c == "/") return 3;
else if(c == "AT") return 4;
else if(c == "SIN" || c == "LOG" || c== "EXP" || c=="SIGMOID" || c == "TANH") return 5;
else if(c == "PRINT" || c == "ASSERT" || c == "COND" || c == "BIND" || c == "GRAD") return 6;
else return 0;
}
double Grad_Operator::grad_at(Node* target, bool& is_legal)
{
return next[0]->grad(target, is_legal);
}
void Node::init()
{
for(auto& i : next)
{
i->init();
}
}
void Placeholder::init()
{
have_value = false;
for(auto& i : next)
{
i->init();
}
}
void Var::init()
{
if(have_value == false && check_grad_empty())
return;
have_value = false;
clear_grad();
for(auto& i : next)
{
i->init();
}
}
std::string Var::get_name() {return "Var";}
std::string Placeholder::get_name() {return "Placeholder";}
std::string Variable::get_name() {return "Variable";}
std::string Constant::get_name() {return "Constant";}
std::string Unary_Operator::get_name() {return "Unary_Operator";}
std::string Binary_Operator::get_name() {return "Binary_Operator";}
std::string Ternary_Operator::get_name() {return "Ternary_Operator";}
std::string Grad_Operator::get_name() {return "Grad_Operator";}
std::string At_Operator::get_name() {return "At_Operator";}
double Unary_Operator::cal(double v, bool& is_legal)
{
if(cal_name == "SIN")
{
return sin(v);
}
else if(cal_name == "EXP")
{
return exp(v);
}
else if(cal_name == "TANH")
{
return (exp(v) - exp(-v)) / (exp(v) + exp(-v));
}
else if(cal_name == "SIGMOID")
{
return 1.0 / (1.0 + exp(-v));
}
else if(cal_name == "LOG")
{
if(v > 0)
{
return log(v);
}
else
{
is_legal = false;
throw_error(NON_POSITIVE_VALUE_IN_LOG);
return 0.0;
}
}
else if(cal_name == "PRINT")
{
ValueNode* valn = dynamic_cast < ValueNode* > (next[0]);
if(!valn)
{
is_legal = false;
throw_error(UNKNOWN_NODE_TYPE, next[0]->get_name() + "\0");
return 0.0;
}
valn->print_var_name();
printf("%.4lf\n", v);
return v;
}
else if(cal_name == "ASSERT")
{
if(v < eps)
{
is_legal = false;
throw_error(ASSERTION_FAILED);
}
return 0.0;
}
else
{
is_legal = false;
throw_error(NO_MATCH_OPERATOR_FOR, cal_name);
return 0.0;
}
return 0.0;
}
double Binary_Operator::cal(double v1, double v2, bool& is_legal)
{
if(cal_name == "+")
{
return v1 + v2;
}
else if(cal_name == "-")
{
return v1 - v2;
}
else if(cal_name == "*")
{
return v1 * v2;
}
else if(cal_name == "/")
{
if(v2 == 0)
{
is_legal = false;
throw_error(DEVISION_BY_ZERO);
return 0.0;
}
else
{
return v1 / v2;
}
}
else if(cal_name == "<")
{
if(v1 < v2)
{
return 1.0;
}
else
{
return 0.0;
}
}
else if(cal_name == ">")
{
if(v1 > v2)
{
return 1.0;
}
else
{
return 0.0;
}
}
else if(cal_name == "<=")
{
if(v1 <= v2)
{
return 1.0;
}
else
{
return 0.0;
}
}
else if(cal_name == ">=")
{
if(v1 >= v2)
{
return 1.0;
}
else
{
return 0.0;
}
}
else if(cal_name == "==")
{
if(v1 == v2)
{
return 1.0;
}
else
{
return 0.0;
}
}
else if(cal_name == "BIND")
{
return v1;
}
else if(cal_name == "=")
{
is_legal = false;
throw_error(UNNECESSARY_ASSIGNMENT);
return 0.0;
}
is_legal = false;
throw_error(NO_MATCH_OPERATOR_FOR, cal_name);
return 0.0;
}
double Ternary_Operator::cal(double v1, double v2, double v3, bool& is_legal)
{
if(cal_name == "COND")
{
return v1 > 0 ? v2 : v3;
}
else
{
is_legal = false;
throw_error(NO_MATCH_OPERATOR_FOR, cal_name);
return 0.0;
}
return 0.0;
}
double At_Operator::cal(bool& is_legal)
{
Grad_Operator* grad_node = dynamic_cast<Grad_Operator*>(next[0]);
if(grad_node)
{
return grad_node->grad_at(next[1], is_legal);
}
else
{
Var* var_node = dynamic_cast<Var*>(next[0]);
if(var_node)
{
return var_node->compute_at(next[1], is_legal);
}
else
{
is_legal = false;
throw_error(GRAD_OPERATOR_NOT_FOUND);
return 0.0;
}
}
}
double Placeholder::grad(Node* target, bool& is_legal)
{
if(target == this)
{
return 1.0;
}
else
{
return 0.0;
}
}
double Constant::grad(Node* target, bool& is_legal)
{
if(target == this)
{
return 1.0;
}
else
{
return 0.0;
}
}
double Var::grad(Node* target, bool& is_legal)
{
if(target == this)
{
return 1.0;
}
std::unordered_map<Node*, double>::iterator iter = grad_of.find(target);
if(iter != grad_of.end())
{
return iter -> second;
}
else
{
double ret = next[0]->grad(target, is_legal);
grad_of[target] = ret;
return ret;
}
}
double Variable::grad(Node* target, bool& is_legal)
{
if(target == this)
{
return 1.0;
}
else
{
return 0.0;
}
}
double Unary_Operator::grad(Node* target, bool& is_legal)
{
double v = next[0]->calculate(is_legal);
if(cal_name == "SIN")
{
return cos(v) * next[0]->grad(target, is_legal);
}
else if(cal_name == "EXP")
{
return exp(v) * next[0]->grad(target, is_legal);
}
else if(cal_name == "TANH")
{
return 4.0 / (exp(2 * v) + exp(-2 * v) + 2) * next[0]->grad(target,
is_legal);
}
else if(cal_name == "SIGMOID")
{
return 1.0 / (exp(v) + exp(v) + 2) * next[0]->grad(target, is_legal);
}
else if(cal_name == "LOG")
{
if(v > 0)
{
return (1.0 / v) * next[0]->grad(target, is_legal);
}
else
{
is_legal = false;
throw_error(DEVISION_BY_ZERO);
return 0.0;
}
}
else if(cal_name == "PRINT")
{
ValueNode* valn = dynamic_cast < ValueNode* > (next[0]);
if(!valn)
{
is_legal = false;
throw_error(UNKNOWN_NODE_TYPE, next[0]->get_name() + "\0");
return 0.0;
}
valn->print_var_name();
return next[0]->grad(target, is_legal);
}
else if(cal_name == "ASSERT")
{
if(v < eps)
{
is_legal = false;
throw_error(ASSERTION_FAILED);
}
return 0.0;
}
else
{
is_legal = false;
throw_error(NO_MATCH_OPERATOR_FOR, cal_name);
return 0.0;
}
}
double Binary_Operator::grad(Node* target, bool& is_legal)
{
if(cal_name == "+")
{
return next[0]->grad(target, is_legal) + next[1]->grad(target, is_legal);
}
else if(cal_name == "-")
{
return next[0]->grad(target, is_legal) - next[1]->grad(target, is_legal);
}
else if(cal_name == "*")
{
double v_left = next[0]->calculate(is_legal);
double v_right = next[1]->calculate(is_legal);
return v_left * next[1]->grad(target,
is_legal) + v_right * next[0]->grad(target, is_legal);
}
else if(cal_name == "/")
{
double v_left = next[0]->calculate(is_legal);
double v_right = next[1]->calculate(is_legal);
if(v_right == 0)
{
is_legal = false;
throw_error(DEVISION_BY_ZERO);
return 0.0;
}
double numerator = v_right * next[0]->grad(target,
is_legal) - v_left * next[1]->grad(target, is_legal);
return numerator / (v_right * v_right);
}
else if(cal_name == "<" || cal_name == ">" || cal_name == "<=" ||
cal_name == ">=" || cal_name == "==")
{
return cal(next[0]->calculate(is_legal), next[1]->calculate(is_legal), is_legal);
}
else if(cal_name == "BIND")
{
return next[0]->grad(target, is_legal);
}
else if(cal_name == "=")
{
is_legal = false;
throw_error(UNNECESSARY_ASSIGNMENT);
return 0.0;
}
is_legal = false;
throw_error(NO_MATCH_OPERATOR_FOR, cal_name);
return 0.0;
}
double Ternary_Operator::grad(Node* target, bool& is_legal)
{
if(cal_name == "COND")
{
double v1 = next[0]->calculate(is_legal);
return v1 > 0 ? next[1]->grad(target, is_legal) : next[2]->grad(target, is_legal);
}
else
{
is_legal = false;
throw_error(NO_MATCH_OPERATOR_FOR, cal_name);
return 0.0;
}
}
double Grad_Operator::grad(Node* target, bool& is_legal)
{
is_legal = false;
throw_error(TRY_HIGHER_DERIVATIVE);
return 0.0;
}
double At_Operator::grad(Node* target, bool& is_legal)
{
is_legal = false;
throw_error(TRY_HIGHER_DERIVATIVE);
return 0.0;
}
double Placeholder::calculate(bool& is_legal)
{
if(have_value)
{
return value;
}
else
{
is_legal = false;
throw_error(PLACEHOLDER_MISSING);
return 0.0;
}
}
double Constant::calculate(bool& is_legal)
{
return value;
}
double Variable::calculate(bool& is_legal)
{
return value;
}
double Var::calculate(bool& is_legal)
{
if(have_grad_node) // 用户直接对 GRAD 求值是非法的。
{
is_legal = false;
throw_error(AT_OPERATOR_NOT_FOUND);
return 0.0;
}
else if(have_value) //已被计算过
{
return value;
}
else //未被计算过
{
double v = next[0]->calculate(is_legal); //计算
if(!is_legal) //无法计算
{
have_value = true;
return 0.0;
}
else //尝试赋值
{
value = v;
have_value = true;
return v;
}
}
}
double Grad_Operator::calculate(bool& is_legal)
{
is_legal = false;
throw_error(AT_OPERATOR_NOT_FOUND);
return 0.0;
}
double Unary_Operator::calculate(bool& is_legal)
{
double v0 = next[0]->calculate(is_legal); //递归计算
if(!is_legal)
{
return 0.0;
}
double v;
v = cal(v0, is_legal);
if(!is_legal)
{
return 0.0; //无法计算
}
return v;
}
double At_Operator::calculate(bool& is_legal)
{
return cal(is_legal);
}
double Binary_Operator::calculate(bool& is_legal)
{
double v1 = next[0]->calculate(is_legal); //计算第一个值
if(!is_legal)
{
return 0.0;
}
double v2 = next[1]->calculate(is_legal); //计算第二个值
if(!is_legal)
{
return 0.0;
}
double v = cal(v1, v2, is_legal); //计算当前运算符
if(!is_legal)
{
return 0.0;
}
return v;
}
double Ternary_Operator::calculate(bool& is_legal)
{
double v1 = next[0]->calculate(is_legal); //计算第一个值
if(!is_legal)
{
return 0.0;
}
double v2 = next[1]->calculate(is_legal); //计算第二个值
if(!is_legal)
{
return 0.0;
}
double v3 = next[2]->calculate(is_legal); //计算第三个值
if(!is_legal)
{
return 0.0;
}
double v = cal(v1, v2, v3, is_legal); //计算
return v;
}