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AStarSearchOnGrid.cpp
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AStarSearchOnGrid.cpp
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#include <stdio.h>
#include <stdlib.h>
#include <cmath>
#include <time.h>
#include <limits>
#include <queue>
#include <iostream>
/* To Calculate Memory Usage
* Author: David Robert Nadeau
* Site: http://NadeauSoftware.com/
* License: Creative Commons Attribution 3.0 Unported License
* http://creativecommons.org/licenses/by/3.0/deed.en_US
*/
#if defined(_WIN32)
#include <windows.h>
#include <psapi.h>
#elif defined(__unix__) || defined(__unix) || defined(unix) || (defined(__APPLE__) && defined(__MACH__))
#include <unistd.h>
#include <sys/resource.h>
#if defined(__APPLE__) && defined(__MACH__)
#include <mach/mach.h>
#elif (defined(_AIX) || defined(__TOS__AIX__)) || (defined(__sun__) || defined(__sun) || defined(sun) && (defined(__SVR4) || defined(__svr4__)))
#include <fcntl.h>
#include <procfs.h>
#elif defined(__linux__) || defined(__linux) || defined(linux) || defined(__gnu_linux__)
#include <stdio.h>
#endif
#else
#error "Cannot define getPeakRSS( ) or getCurrentRSS( ) for an unknown OS."
#endif
/**
* Returns the peak (maximum so far) resident set size (physical
* memory use) measured in bytes, or zero if the value cannot be
* determined on this OS.
*/
size_t getPeakRSS( ) {
#if defined(_WIN32)
/* Windows -------------------------------------------------- */
PROCESS_MEMORY_COUNTERS info;
GetProcessMemoryInfo( GetCurrentProcess( ), &info, sizeof(info) );
return (size_t)info.PeakWorkingSetSize;
#elif (defined(_AIX) || defined(__TOS__AIX__)) || (defined(__sun__) || defined(__sun) || defined(sun) && (defined(__SVR4) || defined(__svr4__)))
/* AIX and Solaris ------------------------------------------ */
struct psinfo psinfo;
int fd = -1;
if ( (fd = open( "/proc/self/psinfo", O_RDONLY )) == -1 )
return (size_t)0L; /* Can't open? */
if ( read( fd, &psinfo, sizeof(psinfo) ) != sizeof(psinfo) )
{
close( fd );
return (size_t)0L; /* Can't read? */
}
close( fd );
return (size_t)(psinfo.pr_rssize * 1024L);
#elif defined(__unix__) || defined(__unix) || defined(unix) || (defined(__APPLE__) && defined(__MACH__))
/* BSD, Linux, and OSX -------------------------------------- */
struct rusage rusage;
getrusage( RUSAGE_SELF, &rusage );
#if defined(__APPLE__) && defined(__MACH__)
return (size_t)rusage.ru_maxrss;
#else
return (size_t)(rusage.ru_maxrss * 1024L);
#endif
#else
/* Unknown OS ----------------------------------------------- */
return (size_t)0L; /* Unsupported. */
#endif
}
/**
* Returns the current resident set size (physical memory use) measured
* in bytes, or zero if the value cannot be determined on this OS.
*/
size_t getCurrentRSS( ) {
#if defined(_WIN32)
/* Windows -------------------------------------------------- */
PROCESS_MEMORY_COUNTERS info;
GetProcessMemoryInfo( GetCurrentProcess( ), &info, sizeof(info) );
return (size_t)info.WorkingSetSize;
#elif defined(__APPLE__) && defined(__MACH__)
/* OSX ------------------------------------------------------ */
struct mach_task_basic_info info;
mach_msg_type_number_t infoCount = MACH_TASK_BASIC_INFO_COUNT;
if ( task_info( mach_task_self( ), MACH_TASK_BASIC_INFO,
(task_info_t)&info, &infoCount ) != KERN_SUCCESS )
return (size_t)0L; /* Can't access? */
return (size_t)info.resident_size;
#elif defined(__linux__) || defined(__linux) || defined(linux) || defined(__gnu_linux__)
/* Linux ---------------------------------------------------- */
long rss = 0L;
FILE* fp = NULL;
if ( (fp = fopen( "/proc/self/statm", "r" )) == NULL )
return (size_t)0L; /* Can't open? */
if ( fscanf( fp, "%*s%ld", &rss ) != 1 )
{
fclose( fp );
return (size_t)0L; /* Can't read? */
}
fclose( fp );
return (size_t)rss * (size_t)sysconf( _SC_PAGESIZE);
#else
/* AIX, BSD, Solaris, and Unknown OS ------------------------ */
return (size_t)0L; /* Unsupported. */
#endif
}
// Main Algorithm starts here
// Author: Mayank Vachher
using namespace std;
double inf = std::numeric_limits<double>::infinity();
double time_taken = 0;
int statesExpanded = 0;
class node { // A node class
node *par; // Parent node
double genHeuristic(int *loc, int g_i, int g_j) {
double dx = abs(loc[0] - g_i);
double dy = abs(loc[1] - g_j);
return dx + dy - 0.586 * min(dx,dy); // Octile Distance
}
public:
int *loc; // self position
int val; // value of node
double f, g, h; // function values
node* getParent() {
return par;
}
node(int i, int j, int got_val) {
val = got_val;
loc = new int[2];
loc[0] = i;
loc[1] = j;
g = inf;
h = 0;
f = g + h;
par = NULL;
}
node(int i, int j, int got_val, int g_i, int g_j) {
val = got_val;
loc = new int[2];
loc[0] = i;
loc[1] = j;
par = NULL;
g = inf;
h = genHeuristic(loc, g_i, g_j);
f = g + h;
}
bool update_g(double val) { // update the g value
if(val < g) { // only update it if you can make it better
g = val;
f = g + h;
return true; // tell the function call to update the parent also
}
return false;
}
void updateParent(node* parent) {
par = parent;
}
};
struct CompareNode : public std::binary_function<node*, node*, bool> { // for priorityQueue
bool operator()(const node* lhs, const node* rhs) const {
if(lhs->f!=rhs->f)
return lhs->f > rhs->f;
return lhs->h < rhs->h;
}
};
template<
class T,
class Container = std::vector<T>,
class Compare = std::less<typename Container::value_type>
> class MyQueue : public std::priority_queue<T, Container, Compare>
{
public:
typedef typename
std::priority_queue<
T,
Container,
Compare>::container_type::const_iterator const_iterator;
bool find(const T&val) const
{
auto first = this->c.cbegin();
auto last = this->c.cend();
while (first!=last) {
if (*first==val) return true;
++first;
}
return false;
}
};
class base {
int rows, cols;
node ***grid;
public:
base(int r, int c) {
rows = r;
cols = c;
grid = new node**[r];
for (int i = 0; i < r; ++i) {
grid[i] = new node*[c];
}
for (int i = 0; i < r; ++i) {
for (int j = 0; j < c; ++j) {
grid[i][j] = NULL;
}
}
}
void printMeta() {
printf("%d, %d\n", rows, cols);
}
void setNode(int i, int j, int new_val) {
grid[i][j] = new node(i, j, new_val);
}
void setNode(int i, int j, int new_val, int g_i, int g_j) {
grid[i][j] = new node(i, j, new_val, g_i, g_j);
}
node* getNode(int i, int j) {
return grid[i][j];
}
vector<node*> getUnitNeighbors(node* curr) {
vector<node*> neighbors;
int r = curr->loc[0],c = curr->loc[1];
if (r == 0) {
neighbors.push_back(getNode(r+1,c));
if(c == 0) {
neighbors.push_back(getNode(r,c+1));
}
else if(c == cols-1) {
neighbors.push_back(getNode(r,c-1));
}
else {
neighbors.push_back(getNode(r,c+1));
neighbors.push_back(getNode(r,c-1));
}
}
else if (r == rows-1) {
neighbors.push_back(getNode(r-1,c));
if(c == 0) {
neighbors.push_back(getNode(r,c+1));
}
else if(c == cols-1) {
neighbors.push_back(getNode(r,c-1));
}
else {
neighbors.push_back(getNode(r,c+1));
neighbors.push_back(getNode(r,c-1));
}
}
else {
neighbors.push_back(getNode(r-1,c));
neighbors.push_back(getNode(r+1,c));
if(c == 0) {
neighbors.push_back(getNode(r,c+1));
}
else if(c == cols-1) {
neighbors.push_back(getNode(r,c-1));
}
else {
neighbors.push_back(getNode(r,c+1));
neighbors.push_back(getNode(r,c-1));
}
}
return neighbors;
}
vector<node*> getDiagNeighbors(node* curr) {
vector<node*> neighbors;
int r = curr->loc[0],c = curr->loc[1];
if (r == 0) {
if(c == 0) {
neighbors.push_back(getNode(r+1,c+1));
}
else if(c == cols-1) {
neighbors.push_back(getNode(r+1,c-1));
}
else {
neighbors.push_back(getNode(r+1,c+1));
neighbors.push_back(getNode(r+1,c-1));
}
}
else if (r == rows-1) {
if(c == 0) {
neighbors.push_back(getNode(r-1,c+1));
}
else if(c == cols-1) {
neighbors.push_back(getNode(r-1,c-1));
}
else {
neighbors.push_back(getNode(r-1,c+1));
neighbors.push_back(getNode(r-1,c-1));
}
}
else {
if(c == 0) {
neighbors.push_back(getNode(r+1,c+1));
neighbors.push_back(getNode(r-1,c+1));
}
else if(c == cols-1) {
neighbors.push_back(getNode(r+1,c-1));
neighbors.push_back(getNode(r-1,c-1));
}
else {
neighbors.push_back(getNode(r+1,c+1));
neighbors.push_back(getNode(r-1,c+1));
neighbors.push_back(getNode(r+1,c-1));
neighbors.push_back(getNode(r-1,c-1));
}
}
return neighbors;
}
double solve(node *start, node *goal) { // A* Algorithm
if(start->val == 1 || goal->val == 1)
return 10000000;
MyQueue<node*, vector<node*>, CompareNode > closed_set, open_set;
start->update_g(0);
open_set.push(start);
node *current_node;
while(!open_set.empty()) {
current_node = open_set.top(); open_set.pop();
if(current_node == goal) {
statesExpanded = closed_set.size() + 1;
return current_node->f;
}
closed_set.push(current_node);
vector<node*> neighbors = getUnitNeighbors(current_node);
// printf("Curr F: %.3f\n", current_node->f);
for(node* neighbor : neighbors) {
// printf("Unit: %d %d\n", neighbor->loc[0], neighbor->loc[1]);
if(closed_set.find(neighbor) || neighbor->val == 1)
continue;
if(neighbor->update_g(current_node->g + 1)) {
neighbor->updateParent(current_node);
}
if(!open_set.find(neighbor)) {
open_set.push(neighbor);
}
}
neighbors = getDiagNeighbors(current_node);
for(node* neighbor : neighbors) {
// printf("Diag: %d %d\n", neighbor->loc[0], neighbor->loc[1]);
if(closed_set.find(neighbor) || neighbor->val == 1)
continue;
if(neighbor->update_g(current_node->g + 1.414)) {
neighbor->updateParent(current_node);
}
if(!open_set.find(neighbor)) {
open_set.push(neighbor);
}
}
// printf("\n\n");
}
statesExpanded = closed_set.size();
return 10000000;
}
void writeSolution(node *start, node *goal) {
FILE *toWrite = fopen("Solution.txt", "w");
fclose(toWrite);
if(goal->getParent() != NULL) {
recursiveSolve(start, goal);
}
}
void recursiveSolve(node* s, node* c) {
if(c == s) {
FILE *toWrite = fopen("Solution.txt", "a");
fprintf(toWrite, "%d,%d\n", c->loc[1],c->loc[0]);
fclose(toWrite);
}
else {
recursiveSolve(s, c->getParent());
FILE *toWrite = fopen("Solution.txt", "a");
fprintf(toWrite, "%d,%d\n", c->loc[1],c->loc[0]);
fclose(toWrite);
}
}
};
int main(int argc, char *argv[]) {
if(argc < 2 || argc > 2) {
printf("Invalid call to solver...\nUsage: ./<solver_exec> <file_to_be_solved>\n\n");
exit(0);
}
int r,c, i, j, temp;
int start_i, start_j, goal_i, goal_j;
node *start, *goal;
char buff[30];
clock_t tStart = clock(); // start clock
FILE *readFile = fopen(argv[1],"r"); // Open the file to Read
fscanf(readFile,"%s %d %d", buff, &c, &r); // Read Grid Specs
i = r, j = c;
base *ENV = new base(r,c); // Create an Empty Grid
fscanf(readFile,"%s %d %d", buff, &start_j, &start_i); // Read Start position
fscanf(readFile,"%s %d %d", buff, &goal_j, &goal_i); // Read Goal position
fscanf(readFile, "%s", buff); // Read Environment Line
r = 0;
c = 0;
while(r<i) {
c = 0;
while(c<j) {
fscanf(readFile, "%d", &temp); // Read the grid from file
ENV->setNode(r, c, temp, goal_i, goal_j); // Populate the Grid on RAM
c++;
}
r++;
}
double solvedCost = 10000000;
fclose(readFile); // Done reading the file, Close it.
if(start_i < 0 || start_j < 0 || goal_i < 0 || goal_j < 0 || start_i >= r || goal_i >= r || goal_j >= c || start_j >= c) {
FILE *toWrite = fopen("Solution.txt", "w");
fclose(toWrite);
}
else {
start = ENV->getNode(start_i, start_j); // Point to the start cell
goal = ENV->getNode(goal_i, goal_j); // Point to the goal cell
solvedCost = ENV->solve(start, goal); // Solve the Grid
time_taken = (double)(clock() - tStart)/CLOCKS_PER_SEC; // stop clock
ENV->writeSolution(start, goal); // Write down the solution
}
//print cost, number of states expanded, Time for Running the Algo, Peak memory usage of the Whole Program
printf("Path Cost: %.3f, States Expanded: %d, Run Time: %.2f, Memory: ", solvedCost, statesExpanded, time_taken);
printf("%.2f\n", getPeakRSS()/1000000.0);
return 0;
}