1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
use std::num;
use crate::molecule_io::Molecule;
use crate::geom_io;
use crate::basis_io;
use crate::basis_io::basic_math::factorial;
use crate::scf_io::SCF;
use rest_tensors::{TensorOpt,MatrixFull};
use rand::Rng;
use itertools::Itertools;
use rayon::iter::{IntoParallelRefIterator, IndexedParallelIterator, ParallelIterator, IntoParallelRefMutIterator};
pub fn generate_random_points (n_p: usize) -> Vec<[f64; 3]> {
let mut rng = rand::thread_rng();
let mut random_points: Vec<[f64;3]> = vec![[0.0,0.0,0.0];n_p];
random_points.iter_mut().for_each(|x|{
x.iter_mut().for_each(|y|{
*y = rng.gen_range(-1.0..1.0);
})
});
random_points
}
pub fn rand_for_mol (mol: &Molecule, n_p: usize) -> (Vec<Vec<[f64; 3]>>, usize, f64){
let atom_info = &mol.geom;
let atom_mass_charge = geom_io::get_mass_charge(&atom_info.elem).clone();
let mut num_ele = 0.0;
atom_mass_charge.iter().for_each(|(x,y)|{
num_ele += *y;
});
let n_ele = unsafe {
num_ele.to_int_unchecked::<usize>()
};
let nu_ele = unsafe {
num_ele.to_int_unchecked::<i32>()
};
let mid = f64::from(factorial(nu_ele));
let coeff = mid.powf(-0.5);
let mut rand_points_for_mol:Vec<Vec<[f64; 3]>> = vec![vec![[0.0;3]; n_p]; n_ele];
rand_points_for_mol.iter_mut().for_each(|x|{
*x = generate_random_points(n_p);
});
(rand_points_for_mol, n_ele, coeff)
}
pub fn random_tabulated_ao (mol: &Molecule, rand_p: &Vec<[f64; 3]>) -> MatrixFull<f64>{
let num_p = rand_p.len();
let mut tab_den = MatrixFull::new([num_p,mol.num_basis], 0.0);
let mut start:usize = 0;
mol.basis4elem.iter().zip(mol.geom.position.iter_columns_full()).for_each(|(elem,geom)| {
let mut tmp_geom = [0.0;3];
tmp_geom.iter_mut().zip(geom.iter()).for_each(|value| {*value.0 = *value.1});
let tmp_spheric = basis_io::spheric_gto_value_matrixfull(rand_p, &tmp_geom, elem);
let s_len = tmp_spheric.size[1];
tab_den.iter_columns_mut(start..start+s_len).zip(tmp_spheric.iter_columns_full())
.for_each(|(to,from)| {
to.par_iter_mut().zip(from.par_iter()).for_each(|(to,from)| {*to = *from});
});
start += s_len;
});
tab_den }
pub fn gen_c (scf_data: &SCF, n_ele: usize) -> MatrixFull<f64>{
let eigv = scf_data.eigenvectors[0].clone(); let nmo = n_ele/2;
let nao = scf_data.mol.num_basis;
let mut new_c: Vec<f64> = vec![0.0; nao * n_ele];
let mut mo_vec = vec![vec![0.0; nao];nmo];
mo_vec.iter_mut().zip(0..nmo).for_each(|(x,y)|{
x.iter_mut().zip(eigv.slice_column(y)).for_each(|(a,b)|{
*a = *b;
});
});
for i in 0..n_ele{
let mut j = i / 2;
let mo = &mo_vec[j];
new_c[i * nao .. (i+1) * nao].iter_mut().zip(mo.iter()).for_each(|(x,y)|{
*x = *y;
})
}
let c_need = MatrixFull::from_vec([nao, n_ele], new_c).unwrap();
c_need
}
pub fn slater_determinant(scf_data: &SCF, n_p: usize) -> Vec<(Vec<[f64;3]>,f64)> {
let (points, n_ele, coeff) = rand_for_mol(&scf_data.mol, n_p);
let mut c_mat = gen_c(&scf_data, n_ele);
let mut tabulated_ao:Vec<MatrixFull<f64>> = vec![MatrixFull::new([n_ele,scf_data.mol.num_basis], 0.0) ;n_ele];
tabulated_ao.iter_mut().zip(points.iter()).for_each(|(ele,rand_points)|{
*ele = random_tabulated_ao(&scf_data.mol, rand_points);
});
let nao = scf_data.mol.num_basis;
let mut n_r = 0;
let mut perms = (0..n_p).permutations(n_ele);
&mut perms.by_ref().for_each(|x|{n_r += 1;});
let mut result:Vec<(Vec<[f64;3]>,f64)> =vec![(vec![[0.0,0.0,0.0];n_ele],0.0);n_r];
result.iter_mut().zip(perms).for_each(|((r,slater),ind)|{
let mut ao:Vec<Vec<f64>> =vec![vec![0.0; nao]; n_ele];
let mut point_info: Vec<[f64;3]> = vec![[0.0;3];n_ele];
let mut ao_use:Vec<f64> =vec![0.0; n_ele * nao];
point_info.iter_mut().zip(points.iter().zip(ao.iter_mut().zip(ind.iter()).zip(tabulated_ao.iter()))).for_each(|(p_i,(p,((ao_n,i),ao_points)))|{
*ao_n = tmp_iter_j(&ao_points, *i);
*p_i = p[*i];
});
*r = point_info;
let mut index = 0;
ao.iter().for_each(|a|{
a.iter().zip(ao_use[index*nao..(index+1)*nao].iter_mut()).for_each(|(x,y)|{
*y = *x;
});
index += 1;
});
let mut ao_m = MatrixFull::from_vec([nao, n_ele], ao_use).unwrap();
*slater = single_slater(&mut ao_m,&mut c_mat, coeff);
});
result
}
pub fn single_slater (ao_points: &mut MatrixFull<f64>, c_mat: &mut MatrixFull<f64>, coeff: f64) -> f64{
let mut prod = MatrixFull::new([ao_points.size[1];2],0.0);
prod.to_matrixfullslicemut().lapack_dgemm(&ao_points.to_matrixfullslice(), &c_mat.to_matrixfullslice(), 'T', 'N', 1.0, 0.0);
let mut res = 1.0;
let mut i = 0;
prod.data.iter().for_each(|x|{
if i % prod.size[0] == i / prod.size[0]{
res *= *x;
}
i += 1;
});
res * coeff
}
pub fn tmp_iter_j(matrix: &MatrixFull<f64>, j: usize) -> Vec<f64> {
let mut slice: Vec<f64> = vec![0.0;matrix.size[1]];
for i in 0..matrix.size[1]{
slice[i] = matrix.data[matrix.size[0]*i + j];
}
slice
}