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
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
use std::ops::{Add, Mul, Sub, Div, AddAssign, Neg};
use std::fmt::Debug;
use num_traits::FromPrimitive;

pub trait UnitValue<T>: Add<Output=T> + Sub<Output=T> + Mul<Output=T> + Div<Output=T> + Neg<Output=T> +
    AddAssign + PartialOrd +
    Clone + Copy + Default + Debug + Send + Sync + 'static +
    Exp + Tanh + Ln + One + Max + Min + MaxValue + InitialMaxValue + Abs + Sqrt +
    Infinity + Neginfinity + IsNaN +
    Bias + FromPrimitive {
}
pub trait Bias where Self: Sized {
    fn bias() -> Self;
}
impl Bias for f64 {
    #[inline]
    fn bias() -> f64 {
        1f64
    }
}
impl Bias for f32 {
    #[inline]
    fn bias() -> f32 {
        1f32
    }
}
pub trait Max {
    fn max(&self,other:&Self) -> Self;
}
impl Max for f64 {
    #[inline]
    fn max(&self,other:&f64) -> f64 {
        (*self).max(*other)
    }
}
impl Max for f32 {
    #[inline]
    fn max(&self,other:&f32) -> f32 {
        (*self).max(*other)
    }
}
pub trait Min {
    fn min(&self,other:&Self) -> Self;
}
impl Min for f64 {
    #[inline]
    fn min(&self,other:&f64) -> f64 {
        (*self).min(*other)
    }
}
impl Min for f32 {
    #[inline]
    fn min(&self,other:&f32) -> f32 {
        (*self).min(*other)
    }
}
pub trait MaxValue {
    fn max_value() -> Self;
}
impl MaxValue for f64 {
    #[inline]
    fn max_value() -> f64 {
        f64::MAX
    }
}
impl MaxValue for f32 {
    #[inline]
    fn max_value() -> f32 {
        f32::MAX
    }
}
pub trait InitialMaxValue {
    fn initial_max_value() -> Self;
}
impl InitialMaxValue for f64 {
    fn initial_max_value() -> f64 {
        0.0/0.0
    }
}
impl InitialMaxValue for f32 {
    fn initial_max_value() -> f32 {
        0.0/0.0
    }
}
pub trait One {
    fn one() -> Self;
}
impl One for f64 {
    #[inline]
    fn one() -> f64 {
        1f64
    }
}
impl One for f32 {
    #[inline]
    fn one() -> f32 {
        1f32
    }
}
pub trait Exp {
    fn exp(&self) -> Self;
}
impl Exp for f64 {
    #[inline]
    fn exp(&self) -> f64 {
        (*self).exp()
    }
}
impl Exp for f32 {
    #[inline]
    fn exp(&self) -> f32 {
        (*self).exp()
    }
}
pub trait Tanh {
    fn tanh(&self) -> Self;
}
impl Tanh for f64 {
    #[inline]
    fn tanh(&self) -> f64 {
        (*self).tanh()
    }
}
impl Tanh for f32 {
    #[inline]
    fn tanh(&self) -> f32 {
        (*self).tanh()
    }
}
pub trait Abs {
    fn abs(&self) -> Self;
}
impl Abs for f64 {
    #[inline]
    fn abs(&self) -> f64 {
        (*self).abs()
    }
}
impl Abs for f32 {
    #[inline]
    fn abs(&self) -> f32 {
        (*self).abs()
    }
}
pub trait Sqrt {
    fn sqrt(&self) -> Self;
}
impl Sqrt for f64 {
    #[inline]
    fn sqrt(&self) -> f64 {
        (*self).sqrt()
    }
}
impl Sqrt for f32 {
    #[inline]
    fn sqrt(&self) -> f32 {
        (*self).sqrt()
    }
}
pub trait Ln {
    fn ln(&self) -> Self;
}
impl Ln for f64 {
    #[inline]
    fn ln(&self) -> f64 {
        (*self).ln()
    }
}
impl Ln for f32 {
    #[inline]
    fn ln(&self) -> f32 {
        (*self).ln()
    }
}
pub trait Neginfinity {
    fn neg_infinity() -> Self;
}
impl Neginfinity for f64 {
    #[inline]
    fn neg_infinity() -> Self {
        f64::NEG_INFINITY
    }
}

impl Neginfinity for f32 {
    #[inline]
    fn neg_infinity() -> Self {
        f32::NEG_INFINITY
    }
}
pub trait Infinity {
    fn infinity() -> Self;
}
impl Infinity for f64 {
    #[inline]
    fn infinity() -> f64 {
        f64::INFINITY
    }
}
impl Infinity for f32 {
    #[inline]
    fn infinity() -> f32 {
        f32::INFINITY
    }
}
pub trait IsNaN {
    fn is_nan(&self) -> bool;
}
impl IsNaN for f64 {
    #[inline]
    fn is_nan(&self) -> bool {
        (*self).is_nan()
    }
}

impl IsNaN for f32 {
    #[inline]
    fn is_nan(&self) -> bool {
        (*self).is_nan()
    }
}
impl UnitValue<f64> for f64 {}
impl UnitValue<f32> for f32 {}