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
use crate::bindings::tflite;
use core::fmt;
cpp! {{
#include "tensorflow/lite/micro/micro_mutable_op_resolver.h"
#include "tensorflow/lite/micro/kernels/all_ops_resolver.h"
}}
type OpResolverT = tflite::ops::micro::AllOpsResolver;
pub trait OpResolverRepr {
fn to_inner(self) -> OpResolverT;
}
#[derive(Default)]
pub struct AllOpResolver(OpResolverT);
impl OpResolverRepr for AllOpResolver {
fn to_inner(self) -> OpResolverT {
self.0
}
}
#[derive(Default)]
pub struct MutableOpResolver {
pub(crate) inner: OpResolverT,
capacity: usize,
len: usize,
}
impl OpResolverRepr for MutableOpResolver {
fn to_inner(self) -> OpResolverT {
self.inner
}
}
impl fmt::Debug for MutableOpResolver {
fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
f.write_fmt(format_args!("MutableOpResolver (ops = {})", self.len))
}
}
impl AllOpResolver {
pub fn new() -> Self {
let micro_op_resolver = unsafe {
cpp!([] -> OpResolverT as "tflite::ops::micro::AllOpsResolver" {
tflite::ops::micro::AllOpsResolver resolver;
return resolver;
})
};
Self(micro_op_resolver)
}
}
impl MutableOpResolver {
pub(crate) fn check_then_inc_len(&mut self) {
assert!(
self.len < self.capacity,
"Tensorflow micro does not support more than {} operators.",
self.capacity
);
self.len += 1;
}
pub fn len(&self) -> usize {
self.len
}
pub fn is_empty(&self) -> bool {
self.len == 0
}
pub fn empty() -> Self {
let tflite_registrations_max = 128;
let micro_op_resolver = unsafe {
cpp!([] -> OpResolverT as
"tflite::MicroMutableOpResolver<128>" {
tflite::MicroMutableOpResolver<128> resolver;
return resolver;
})
};
Self {
inner: micro_op_resolver,
capacity: tflite_registrations_max,
len: 0,
}
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn all_ops_resolver() {
let _ = AllOpResolver::new();
}
#[test]
fn mutable_op_resolver() {
let _ = MutableOpResolver::empty()
.depthwise_conv_2d()
.fully_connected()
.softmax();
}
}