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
use crate::detections::Detections;
use crate::image::Image;
use darknet_sys as sys;
use std::ffi::CString;
use std::fs;
use std::io;
use std::mem;
use std::os::raw::c_int;
use std::path::Path;
use std::ptr;
use std::slice;
use std::sync::Arc;
#[cfg(unix)]
fn path_to_bytes<P: AsRef<Path>>(path: P) -> Vec<u8> {
use std::os::unix::ffi::OsStrExt;
path.as_ref().as_os_str().as_bytes().to_vec()
}
#[cfg(not(unix))]
fn path_to_bytes<P: AsRef<Path>>(path: P) -> Vec<u8> {
path.as_ref().to_string_lossy().to_string().into_bytes()
}
pub fn load_labels<P: AsRef<Path> + ?Sized>(file_name: &P) -> Result<Vec<String>, io::Error> {
Ok(fs::read_to_string(file_name)?
.lines()
.map(|x| x.trim().to_string())
.collect())
}
pub struct Network {
net: Option<Box<sys::network>>,
labels: Arc<Vec<String>>,
}
impl Network {
pub fn load<C: AsRef<Path> + ?Sized, W: AsRef<Path> + ?Sized>(
cfg: &C,
weights: Option<&W>,
clear: bool,
labels: Vec<String>,
) -> Option<Network> {
let raw_weights = match weights {
Some(w) => CString::new(path_to_bytes(w))
.expect("CString::new(weights_file) failed")
.into_raw(),
None => ptr::null_mut(),
};
unsafe {
let raw_cfg = CString::new(path_to_bytes(cfg))
.expect("CString::new(config_file) failed")
.into_raw();
let net = sys::load_network(raw_cfg, raw_weights, clear as c_int);
mem::drop(CString::from_raw(raw_cfg));
mem::drop(CString::from_raw(raw_weights));
if net != ptr::null_mut() {
sys::set_batch_network(net, 1);
return Some(Network {
net: Some(Box::from_raw(net)),
labels: Arc::new(labels),
});
} else {
return None;
}
}
}
pub fn get_w(&self) -> usize {
self.net.as_ref().unwrap().w as usize
}
pub fn get_h(&self) -> usize {
self.net.as_ref().unwrap().h as usize
}
pub fn predict(&mut self, image: &mut Image, thresh: f32, nms: f32) -> Detections {
image.resize(self.get_w(), self.get_h());
unsafe {
sys::network_predict(&mut (**self.net.as_mut().unwrap()), image.get_raw_data());
let mut nboxes: c_int = 0;
let det_ptr = sys::get_network_boxes(
&mut (**self.net.as_mut().unwrap()),
1,
1,
thresh,
0.0,
ptr::null_mut(),
0,
&mut nboxes,
);
if nms != 0.0 {
sys::do_nms_sort(det_ptr, nboxes, self.labels.len() as i32, nms);
}
Detections::new(
Vec::from_raw_parts(det_ptr, nboxes as usize, nboxes as usize),
&self.labels,
thresh,
slice::from_raw_parts(
self.net.as_mut().unwrap().layers,
(self.net.as_mut().unwrap().n) as usize,
)[(self.net.as_mut().unwrap().n - 1) as usize]
.coords as usize,
)
}
}
pub fn save_weights<P: AsRef<Path> + ?Sized>(&mut self, file_name: &P) {
let file_name =
CString::new(path_to_bytes(file_name)).expect("CString::new(file_name) failed");
unsafe {
sys::save_weights(&mut (**self.net.as_mut().unwrap()), file_name.into_raw());
}
}
pub fn get_labels(&self) -> Vec<String> {
self.labels.as_ref().clone()
}
}
impl Drop for Network {
fn drop(&mut self) {
unsafe {
sys::free_network(Box::leak(self.net.take().unwrap()));
}
}
}