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
use tensor_rs::tensor::Tensor;
use super::{OpTrait, OpHandle, OpCall, Op};
use std::cell::{RefCell};
use std::rc::Rc;
use crate::var::{Var};
use crate::err::AutoDiffError;
pub struct GetPatch {
handle: OpHandle,
range: Vec<(usize, usize)>,
step: Option<Vec<usize>>,
}
impl GetPatch {
pub fn new(range: &[(usize, usize)], step: Option<&[usize]>)
-> GetPatch{
let new_range = range.to_vec();
let new_step = step.map(|v| v.to_vec());
GetPatch {
handle: OpHandle::new(),
range: new_range,
step: new_step
}
}
fn get_handle(&self) -> &OpHandle {
&self.handle
}
fn get_handle_mut(&mut self) -> &mut OpHandle {
&mut self.handle
}
}
impl OpCall for GetPatch {
fn call(&mut self, inputs: &[&Var])
-> Result<Vec<Var>, AutoDiffError> {
let new_one = GetPatch {
handle: OpHandle::new(),
range: self.range.clone(),
step: self.step.clone(),
};
let op = Op::new(Rc::new(RefCell::new(Box::new(new_one))));
inputs[0].called_with(op, &inputs[1..inputs.len()])
}
}
impl OpTrait for GetPatch {
fn get_name(&self) -> String {
"get_patch".to_string()
}
fn get_input_size(&self) -> usize {
1
}
fn get_output_size(&self) -> usize {
1
}
fn apply(&self, input: &[Tensor], output: &[Tensor]) {
let step = self.step.as_ref().map(|v| &v[..]);
output[0].swap(&input[0].get_patch(&self.range, step));
}
fn grad(&self, input: &[Tensor], output_grad: &[Tensor], input_grad: &[Tensor]) {
unimplemented!();
}
fn get_values(&self) -> Vec<Tensor> {
Vec::new()
}
fn get_grads(&self) -> Vec<Tensor> {
Vec::new()
}
fn set_values(&self, _v: &[Tensor]) {
}
}
pub struct SetPatch {
handle: OpHandle,
range: Vec<(usize, usize)>,
step: Option<Vec<usize>>,
}
impl SetPatch {
pub fn new(range: &[(usize, usize)],
step: Option<&[usize]>)
-> SetPatch {
let new_range = range.to_vec();
let new_step = step.map(|v| v.to_vec());
SetPatch {
handle: OpHandle::new(),
range: new_range,
step: new_step
}
}
fn get_handle(&self) -> &OpHandle {
&self.handle
}
fn get_handle_mut(&mut self) -> &mut OpHandle {
&mut self.handle
}
}
impl OpCall for SetPatch {
fn call(&mut self, inputs: &[&Var])
-> Result<Vec<Var>, AutoDiffError> {
let new_one = SetPatch {
handle: OpHandle::new(),
range: self.range.clone(),
step: self.step.clone(),
};
let op = Op::new(Rc::new(RefCell::new(Box::new(new_one))));
inputs[0].called_with(op, &inputs[1..inputs.len()])
}
}
impl OpTrait for SetPatch {
fn get_name(&self) -> String {
"set_patch".to_string()
}
fn get_input_size(&self) -> usize {
2
}
fn get_output_size(&self) -> usize {
1
}
fn apply(&self, input: &[Tensor], output: &[Tensor]) {
let step = self.step.as_ref().map(|v| &v[..]);
output[0].swap(&input[0].set_patch(&input[1], &self.range, step));
}
fn grad(&self, input: &[Tensor], output_grad: &[Tensor], input_grad: &[Tensor]) {
unimplemented!();
}
fn get_values(&self) -> Vec<Tensor> {
Vec::new()
}
fn get_grads(&self) -> Vec<Tensor> {
Vec::new()
}
fn set_values(&self, _v: &[Tensor]) {
}
}