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
use crate::*;
use anyhow::Result;
use std::collections::BTreeSet;
#[derive(Debug, Clone, PartialEq, Eq)]
pub struct Path {
original: Subscripts,
reduced_subscripts: Vec<Subscripts>,
}
impl std::ops::Deref for Path {
type Target = [Subscripts];
fn deref(&self) -> &[Subscripts] {
&self.reduced_subscripts
}
}
impl Path {
pub fn output(&self) -> &Subscript {
&self.original.output
}
pub fn num_args(&self) -> usize {
self.original.inputs.len()
}
pub fn compute_order(&self) -> usize {
compute_order(&self.reduced_subscripts)
}
pub fn memory_order(&self) -> usize {
memory_order(&self.reduced_subscripts)
}
pub fn brute_force(indices: &str) -> Result<Self> {
let mut names = Namespace::init();
let subscripts = Subscripts::from_raw_indices(&mut names, indices)?;
Ok(Path {
original: subscripts.clone(),
reduced_subscripts: brute_force_work(&mut names, subscripts)?,
})
}
}
fn compute_order(ss: &[Subscripts]) -> usize {
ss.iter()
.map(|ss| ss.compute_order())
.max()
.expect("self.0 never be empty")
}
fn memory_order(ss: &[Subscripts]) -> usize {
ss.iter()
.map(|ss| ss.memory_order())
.max()
.expect("self.0 never be empty")
}
fn brute_force_work(names: &mut Namespace, subscripts: Subscripts) -> Result<Vec<Subscripts>> {
if subscripts.inputs.len() <= 2 {
return Ok(vec![subscripts]);
}
let n = subscripts.inputs.len();
let mut subpaths = (0..2_usize.pow(n as u32))
.filter_map(|mut m| {
let mut pos = BTreeSet::new();
for i in 0..n {
if m % 2 == 1 {
pos.insert(*subscripts.inputs[i].position());
}
m /= 2;
}
if pos.len() >= 2 && pos.len() < n {
Some(pos)
} else {
None
}
})
.map(|pos| {
let mut names = names.clone();
let (inner, outer) = subscripts.factorize(&mut names, pos)?;
let mut sub = brute_force_work(&mut names, outer)?;
sub.insert(0, inner);
Ok(sub)
})
.collect::<Result<Vec<_>>>()?;
subpaths.push(vec![subscripts]);
Ok(subpaths
.into_iter()
.min_by_key(|path| (compute_order(path), memory_order(path)))
.expect("subpath never be empty"))
}
#[cfg(test)]
mod test {
use super::*;
#[test]
fn brute_force_ij_jk() -> Result<()> {
let path = Path::brute_force("ij,jk->ik")?;
assert_eq!(path.len(), 1);
assert_eq!(path[0].to_string(), "ij,jk->ik | arg0,arg1->out0");
Ok(())
}
#[test]
fn brute_force_ij_jk_kl_l() -> Result<()> {
let path = Path::brute_force("ij,jk,kl,l->i")?;
assert_eq!(path.len(), 3);
assert_eq!(path[0].to_string(), "kl,l->k | arg2,arg3->out1");
assert_eq!(path[1].to_string(), "k,jk->j | out1,arg1->out2");
assert_eq!(path[2].to_string(), "j,ij->i | out2,arg0->out0");
Ok(())
}
#[test]
fn brute_force_i_i_i() -> Result<()> {
let path = Path::brute_force("i,i,i->")?;
assert_eq!(path.len(), 1);
assert_eq!(path[0].to_string(), "i,i,i-> | arg0,arg1,arg2->out0");
Ok(())
}
}