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utils.cpp
420 lines (390 loc) · 12.7 KB
/
utils.cpp
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#include "utils.h"
////given a parameters file, it reads a value and returns it. but it also returns a default value if it can't find a value to read
//template<class T>
//T value_from_file(ifstream &infile, T def){
// string line;
// stringstream convert;
// T out;
// if(getline(infile,line)){
// convert.str("");
// convert<<line;
// convert>>out;
// return out;
// }
// else return def;
//}
double compute_r(const vector<double> &s, int start, int end){
double r=0;
int count=0;
if(start==-1) start=0;
if(end==-1) end=s.size();
for(int i=start+1;i<end-start-1;i++){
if(s[i+1]-s[i]>s[i]-s[i-1]) r+=(s[i]-s[i-1])/(s[i+1]-s[i]);
else r+=(s[i+1]-s[i])/(s[i]-s[i-1]);
count++;
}
return r/(1.*count);
}
//computes raw level spacings (not r)
vector<double> spacings(const vector<double> &x, int start, int end){
if(start==-1) start=0;
if(end==-1) end=x.size();
vector<double> out(end-start-1);
for(int i=start;i<end-1;i++){
out[i-start]=(x[i+1]-x[i])/(x[end-1]-x[start])*(end-start-1);
}
return out;
}
vector<double> unfoldE(const vector<double> &x, int mesh){
vector<double> energy_grid=make_grid(x,mesh);
vector<double> integrated_DOS=make_DOS(x,energy_grid);
return make_S(x,energy_grid,integrated_DOS);
}
//computes a grid of energies to calculate the DOS in
vector<double> make_grid(const vector<double> &x, int mesh){
vector<double> energy_grid(mesh);
double dE=(x.back()-x[0])/(1.*mesh-5.);
for(int i=0;i<mesh;i++) energy_grid[i]=x[0]+dE*(i-1);
return energy_grid;
}
//given a set of energies, computes their integrated density of states on a provided grid
vector<double> make_DOS(const vector<double> &x, const vector<double> &energy_grid){
int mesh=energy_grid.size();
int mark=0,count;
double dE=energy_grid[1]-energy_grid[0];
vector<double> p(mesh); //density of states
vector<double> integrated_DOS(mesh,0);
for(int i=0;i<mesh;i++){
//for density of states, count how many states are within a certain energy window
count=0;
while(true){
if(x[mark]<energy_grid[i]-0.5*dE) cout<<"something didn't make sense in level_spacings "<<x[mark]<<" "<<energy_grid[i]<<" "<<mark<<" "<<i<<endl;
if(x[mark]<energy_grid[i]+0.5*dE){
count++;
mark++;
if(mark==x.size()) break;
}
else{
//cout<<"done with grid point "<<energy_grid[i]<<", energy at "<<x[mark]<<endl;
break;
}
}
p[i]+=count/(1.*x.size()*dE);
if(mark==x.size()) break;
}
//compute integrated density of states with trapezoid rule
for(int i=1;i<mesh;i++)
integrated_DOS[i]=0.5*(p[i]+p[i-1])*(energy_grid[i]-energy_grid[i-1])+integrated_DOS[i-1];
// ofstream dos;
// dos.open("dos");
// for(int i=0;i<mesh;i++) dos<<energy_grid[i]<<" "<<p[i]<<" "<<integrated_DOS[i]<<endl;
// dos.close();
return integrated_DOS;
}
//unfolds energies, given a density of states
vector<double> make_S(const vector<double> &x, const vector<double> &energy_grid, const vector<double> &integrated_DOS){
vector<double> s(x.size());
vector<double>::const_iterator low;
int pos;
for(int i=0;i<(signed)x.size();i++){
low=lower_bound(energy_grid.begin(),energy_grid.end(),x[i]);
pos=low-energy_grid.begin();
s[i]=integrated_DOS[pos-1]+(x[i]-energy_grid[pos-1])*(integrated_DOS[pos]-integrated_DOS[pos-1])/(energy_grid[pos]-energy_grid[pos-1]);
}
return s;
}
void density_of_states(const vector<double> &x, vector<double> &p, const vector<double> &energy_grid, int start, int end){
if(start==-1) start=0;
if(end==-1) end=x.size();
int count, mark=start;
double dE=energy_grid[1]-energy_grid[0];
for(int i=0;i<(signed)energy_grid.size();i++){
//for density of states, count how many states are within a certain energy window
count=0;
while(true){
if(x[mark]<energy_grid[i]-0.5*dE) cout<<"something didn't make sense in level_spacings "<<x[mark]<<" "<<energy_grid[i]<<endl;
if(x[mark]<energy_grid[i]+0.5*dE){
count++;
// cout<<"added energy "<<x[mark]<<" to grid point "<<energy_grid[i]<<endl;
mark++;
if(mark==end) break;
}
else{
break;
}
}
p[i]+=count/(1.*(end-start)*dE);
if(mark==end) break;
}
}
/*x: data to take spacings of
p: density of states
energy_grid: grid to measure denstiy of states on
*/
double level_spacings(const vector<double> &x, const vector<double> &p, const vector<double> &energy_grid, int start, int end){
if(start==-1) start=0;
if(end==-1) end=x.size();
vector<double> s(end-start,0);
// vector<double> ps(ngrid,0);
vector<double> integrated_DOS(p.size(),0);
//compute integrated density of states with trapezoid rule
for(unsigned int i=1;i<p.size();i++)
integrated_DOS[i]=0.5*(p[i]+p[i-1])*(energy_grid[i]-energy_grid[i-1])+integrated_DOS[i-1];
//use integrated density of states to get S, do a linear approximation between the different vales of integrated_DOS
vector<double>::const_iterator low;
int pos;
for(int i=0;i<end-start;i++){
low=lower_bound(energy_grid.begin(),energy_grid.end(),x[i+start]);
pos=low-energy_grid.begin();
// s[i]=integrated_DOS[pos];
s[i]=integrated_DOS[pos-1]+(x[i+start]-energy_grid[pos-1])*(integrated_DOS[pos]-integrated_DOS[pos-1])/(energy_grid[pos]-energy_grid[pos-1]);
}
//compute r
// ofstream csout;
// csout.open("tempS",ios::app);
double r=0;
int count=0;
for(int i=1;i<end-start-1;i++){
if(s[i+1]-s[i]>s[i]-s[i-1]) r+=(s[i]-s[i-1])/(s[i+1]-s[i]);
else r+=(s[i+1]-s[i])/(s[i]-s[i-1]);
count++;
}
// csout.close();
// for(int i=0;i<p.size();i++) cout<<energy_grid[i]<<" "<<p[i]<<endl;
return r/(1.*count);
}
double stupid_spacings(const vector<double> &x, int label, int start, int end){
if(start==-1) start=0;
if(end==-1) end=x.size();
int count=0;
double r=0,temp;
stringstream filename;
filename<<"stupidhist"<<label;
ofstream outfile;
outfile.open(filename.str().c_str(),ios::app);
for(int i=start+1;i<end-1;i++){
if(x[i+1]-x[i]>x[i]-x[i-1]) temp=(x[i]-x[i-1])/(x[i+1]-x[i]);
else temp=(x[i+1]-x[i])/(x[i]-x[i-1]);
r+=temp;
outfile<<temp<<" "<<x[i+1]-x[i]<<endl;
count++;
}
outfile.close();
return r/(1.*count);
}
//computes kullback-leibler divergences (see arxiv 1411.0660)
//template<class ART>
//double kullback_leibler(const vector<ART> &x, const vector<ART> &y){
// double out=0,p,q;
// for(unsigned int i=0;i<x.size();i++){
// p=abs(x[i])*abs(x[i]);
// q=abs(y[i])*abs(y[i]);
// out+=(p-q)*log(p/q);
// }
// return out;
//}
//writes a vector to a provided file, optionally divides the vector by something first
void write_vector(Eigen::Matrix<double,-1,1> &data, string filename, double C){
ofstream out;
out.open(filename.c_str());
data/=C;
for(int i=0;i<data.size();i++) out<<data(i)<<" ";
out<<endl;
out.close();
}
//counts the number of set bits in an integer
int count_bits(unsigned int x){
int out=0, i=0;
unsigned int found_bits=0;
while(x!=found_bits){
if(1<<i & x){
out++;
found_bits+=1<<i;
}
i++;
}
return out;
}
//returns positions of flipped bits in a bitset
vector<int> bitset_to_pos(unsigned int x,int NPhi){
vector<int> out;
for(int i=0;i<NPhi;i++){
if (x & 1<<i) out.push_back(i);
}
return out;
}
int bittest(unsigned int state,int bit){
if (state & 1<<bit) return 1;
else return 0;
}
//spatial inversion on a bitstring
unsigned int invert_bits(unsigned int in, int NPhi){
int out=0;
for(int i=0;i<NPhi;i++)
if(in & 1<<i) out=out | 1<<(NPhi-1-i);
return out;
}
//computes the difference between two bitstrings
int distance_calc(const vector<int> &a, const vector<int> &b){
int out=0;
if(a.size()!=b.size()) cout<<"bitstrings not the same size!"<<endl;
for (unsigned int i = 0; i < a.size(); i += 1)
out+=pow(a[i]-b[i],2);
return out;
}
///***Some functions related to calculating Clebsch-Gordan coefficients, which uses a lot of factorials, etc
//computes the products of numbers from start to stop (a partial factorial)
double factorial(int start,int stop){
if (stop==start) return 1;
else return start*factorial(start-1,stop);
}
double factorial(int n){
if (n==1 || n==0) return 1;
return n*factorial(n-1);
}
//x choose p
long int comb(int x,int p){
return factorial(x,x-p)/factorial(p);
}
//a function for computing powers of integers
unsigned long int intpow(int x, int p)
{
if (p == 0) return 1;
if (p == 1) return x;
unsigned long int tmp = intpow(x, p/2);
if (p%2 == 0) return tmp * tmp;
else return x * tmp * tmp;
}
double ClebschGordan(int dj1,int dj2, int dm1, int dm2, int dJ){
//calculate CG coefficients from the formula on wikipedia
//annoyingly, the inputs to CG coefficients can be half-integer. Therefore this function takes TWICE the actual number as input
//it uses this to calculate a bunch of factorials, the arguments to these factorials should always be integer so we just have to divide by 2
//may eventually need to tabulate these since they are pretty slow to calculate
if( abs(dm1+dm2) > dJ || ( abs(dm1)%2!=dj1%2) || ( abs(dm2)%2!=dj2%2) || abs(dm1+dm2)%2!= dJ%2 || dj1+dj2<dJ ){
cout<<"bad arguments to clebsch gordan calculator"<<endl;
cout<<dj1<<" "<<dj2<<" "<<dm1<<" "<<dm2<<" "<<dJ<<endl;
return 0;
}
double prefactor1=sqrt((dJ+1)*factorial( (dJ+dj1-dj2)/2 )*factorial( (dJ-dj1+dj2)/2 )*factorial( (dj1+dj2-dJ)/2 )/(1.*factorial( (dj1+dj2+dJ+2)/2 ) ) );
double prefactor2=sqrt( factorial( (dJ+dm1+dm2)/2 )*factorial( (dJ-dm1-dm2)/2 )*factorial( (dj1-dm1)/2 )*factorial( (dj1+dm1)/2 )*factorial( (dj2-dm2)/2 )*factorial( (dj2+dm2)/2 ));
double sum=0.,temp;
int sign=1,farg;
for(int k=0;k<=100;k++){
if (k%2==1) sign=-1;
else sign=1;
temp=1/(1.*factorial(k));
farg=(dj1+dj2-dJ-2*k)/2;
if(farg<0) continue; else temp/=(1.*factorial(farg));
farg=(dj1-dm1-2*k)/2;
if(farg<0) continue; else temp/=(1.*factorial(farg));
farg=(dj2+dm2-2*k)/2;
if(farg<0) continue; else temp/=(1.*factorial(farg));
farg=(dJ-dj2+dm1+2*k)/2;
if(farg<0) continue; else temp/=(1.*factorial(farg));
farg=(dJ-dj1-dm2+2*k)/2;
if(farg<0) continue; else temp/=(1.*factorial(farg));
sum+=(sign*1.)*temp;
}
// cout<<prefactor1<<" "<<prefactor2<<" "<<sum<<endl;
return prefactor1*prefactor2*sum;
}
double Wigner3j(int dj1,int dj2,int dj3,int dm1,int dm2,int dm3){
if(dm1+dm2+dm3!=0){
cout<<"arguments in Wigner3j don't make sense "<<dm1<<" "<<dm2<<" "<<dm3<<endl;
exit(0);
}
double out=1;
if( (dj1+dj2-dm3)%4==2) out=-1;
out/=sqrt(dj3+1.);
// cout<<"3j: "<<dj1<<" "<<dj2<<" "<<dj3<<" "<<dm1<<" "<<dm2<<" "<<dm3<<" "<<out*ClebschGordan(dj1,dj2,dm1,dm2,dj3)<<endl;
return out*ClebschGordan(dj1,dj2,dm1,dm2,dj3);
}
double Wigner6j(int dj1, int dj2, int dj3, int dj4, int dj5, int dj6){
double out=0,temp1,temp2,temp3;
int sign=1;
for(int dm1=-dj1;dm1<=dj1;dm1+=2){
for(int dm2=-dj2;dm2<=dj2;dm2+=2){
for(int dm3=-dj3;dm3<=dj3;dm3+=2){
//cout<<dm1<<" "<<dm2<<" "<<dm3<<endl;
if(dm1+dm2-dm3!=0) continue;
temp1=Wigner3j(dj1,dj2,dj3,dm1,dm2,-dm3);
// cout<<"----"<<endl;
for(int dm4=-dj4;dm4<=dj4;dm4+=2){
for(int dm5=-dj5;dm5<=dj5;dm5+=2){
//cout<<" "<<dm4<<" "<<dm5<<endl;
if(dm4-dm5+dm3!=0) continue;
temp2=temp1*Wigner3j(dj4,dj5,dj3,dm4,-dm5,dm3);
// cout<<"***"<<endl;
for(int dm6=-dj6;dm6<=dj6;dm6+=2){
//cout<<" "<<dm6<<endl;
if(-dm1+dm5+dm6!=0 || -dm4-dm2-dm6!=0) continue;
if( (dj1+dj2+dj3+dj4+dj5+dj6-dm1-dm2-dm3-dm4-dm5-dm6)%4==0) sign=1;
else sign=-1;
temp3=sign*temp2*Wigner3j(dj1,dj5,dj6,-dm1,dm5,dm6)*Wigner3j(dj4,dj2,dj6,-dm4,-dm2,-dm6);
out+=temp3;
// cout<<dm1<<" "<<dm2<<" "<<dm3<<" "<<dm4<<" "<<dm5<<" "<<dm6<<" "<<temp3<<endl;
}
}
}
}
}
}
return out;
}
int permute_sign(int n, ...){
int sign=1;
va_list ap;
va_start(ap,n);
vector<int> elements(n,0);
for(int j=0; j<n; j++){
elements[j]=va_arg(ap,int);
}
va_end(ap);
int temp;
for(int j=n;j>0;j--){
for(int i=0;i<j-1;i++){
if(elements[i]>elements[i+1]){
temp=elements[i];
elements[i]=elements[i+1];
elements[i+1]=temp;
sign*=-1;
}
}
}
return sign;
}
int lil_sign(int x){
if(x%2==0) return 1;
else return -1;
}
vector<int> sort_indexes(const vector<double> &v) {
// initialize original index locations
vector<int> idx(v.size());
for (int i = 0; i != idx.size(); ++i) idx[i] = i;
// sort indexes based on comparing values in v
//I can't use std::sort because c++ is super gay
int temp;
for(int j=idx.size();j>0;j--){
for(int i=0;i<j-1;i++){
if(v[idx[i]]>v[idx[i+1]]){
temp=idx[i];
idx[i]=idx[i+1];
idx[i+1]=temp;
}
}
}
return idx;
}
int supermod(int x, int NPhi){ return (x%NPhi+NPhi)%NPhi; }
//int lookup_flipped(int state,int a, int b, const vector<int> &states){
// int compare=state ^ 1<<a;
// compare=compare ^ 1<<b;
// vector<int>::const_iterator low;
// low=lower_bound(states.begin(),states.end(),compare);
// if(low!=states.end()) return (low-states.begin());
// else{
// cout<<"error in lookup_flipped: "<<(bitset<30>)state<<" "<<(bitset<30>)compare<<" "<<a<<" "<<b<<endl;
// exit(0);
// return 0;
// }
//}