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Narumol Prangnawaratc3bf6ef2020-02-28 12:45:21 +00001//
2// Copyright © 2020 Arm Ltd. All rights reserved.
3// SPDX-License-Identifier: MIT
4//
5
6#pragma once
7
Narumol Prangnawarate6644842020-03-05 17:27:45 +00008#include <ostream>
Narumol Prangnawarat88325222020-03-06 14:45:57 +00009#include <cmath>
Diego Lopez Recasfebc20f2021-09-16 17:25:04 +010010#include <cstring>
Narumol Prangnawaratc3bf6ef2020-02-28 12:45:21 +000011#include <stdint.h>
12
13namespace armnn
14{
Narumol Prangnawarate6644842020-03-05 17:27:45 +000015class BFloat16
16{
17public:
18 BFloat16()
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000019 : m_Value(0)
Narumol Prangnawarate6644842020-03-05 17:27:45 +000020 {}
21
Francis Murtaghc0f0af32020-03-26 12:14:21 +000022 BFloat16(const BFloat16& v) = default;
23
Narumol Prangnawarate6644842020-03-05 17:27:45 +000024 explicit BFloat16(uint16_t v)
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000025 : m_Value(v)
Narumol Prangnawarate6644842020-03-05 17:27:45 +000026 {}
27
28 explicit BFloat16(float v)
29 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000030 m_Value = Float32ToBFloat16(v).Val();
Narumol Prangnawarate6644842020-03-05 17:27:45 +000031 }
32
Narumol Prangnawarat44179c32020-03-11 14:51:27 +000033 operator float() const
34 {
35 return ToFloat32();
36 }
37
Francis Murtaghc0f0af32020-03-26 12:14:21 +000038 BFloat16& operator=(const BFloat16& other) = default;
Narumol Prangnawarat44179c32020-03-11 14:51:27 +000039
Narumol Prangnawarate6644842020-03-05 17:27:45 +000040 BFloat16& operator=(float v)
41 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000042 m_Value = Float32ToBFloat16(v).Val();
Narumol Prangnawarate6644842020-03-05 17:27:45 +000043 return *this;
44 }
45
46 bool operator==(const BFloat16& r) const
47 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000048 return m_Value == r.Val();
Narumol Prangnawarate6644842020-03-05 17:27:45 +000049 }
50
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000051 static BFloat16 Float32ToBFloat16(const float v)
Narumol Prangnawarate6644842020-03-05 17:27:45 +000052 {
53 if (std::isnan(v))
54 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000055 return Nan();
Narumol Prangnawarate6644842020-03-05 17:27:45 +000056 }
57 else
58 {
59 // Round value to the nearest even
60 // Float32
61 // S EEEEEEEE MMMMMMLRMMMMMMMMMMMMMMM
62 // BFloat16
63 // S EEEEEEEE MMMMMML
64 // LSB (L): Least significat bit of BFloat16 (last bit of the Mantissa of BFloat16)
65 // R: Rounding bit
66 // LSB = 0, R = 0 -> round down
67 // LSB = 1, R = 0 -> round down
68 // LSB = 0, R = 1, all the rest = 0 -> round down
69 // LSB = 1, R = 1 -> round up
70 // LSB = 0, R = 1 -> round up
71 const uint32_t* u32 = reinterpret_cast<const uint32_t*>(&v);
72 uint16_t u16 = static_cast<uint16_t>(*u32 >> 16u);
73 // Mark the LSB
74 const uint16_t lsb = u16 & 0x0001;
75 // Mark the error to be truncate (the rest of 16 bits of FP32)
Francis Murtaghc0f0af32020-03-26 12:14:21 +000076 const uint16_t error = static_cast<uint16_t>((*u32 & 0x0000FFFF));
Narumol Prangnawarate6644842020-03-05 17:27:45 +000077 if ((error > 0x8000 || (error == 0x8000 && lsb == 1)))
78 {
79 u16++;
80 }
81 BFloat16 b(u16);
82 return b;
83 }
84 }
85
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000086 float ToFloat32() const
Narumol Prangnawarate6644842020-03-05 17:27:45 +000087 {
Francis Murtaghc0f0af32020-03-26 12:14:21 +000088 const uint32_t u32 = static_cast<uint32_t>(m_Value << 16u);
Diego Lopez Recasfebc20f2021-09-16 17:25:04 +010089 float f32;
90 static_assert(sizeof u32 == sizeof f32, "");
91 std::memcpy(&f32, &u32, sizeof u32);
92 return f32;
Narumol Prangnawarate6644842020-03-05 17:27:45 +000093 }
94
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000095 uint16_t Val() const
Narumol Prangnawarate6644842020-03-05 17:27:45 +000096 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000097 return m_Value;
Narumol Prangnawarate6644842020-03-05 17:27:45 +000098 }
99
Narumol Prangnawarate9e68182020-03-11 11:34:55 +0000100 static BFloat16 Max()
Narumol Prangnawarate6644842020-03-05 17:27:45 +0000101 {
102 uint16_t max = 0x7F7F;
103 return BFloat16(max);
104 }
105
Narumol Prangnawarate9e68182020-03-11 11:34:55 +0000106 static BFloat16 Nan()
Narumol Prangnawarate6644842020-03-05 17:27:45 +0000107 {
108 uint16_t nan = 0x7FC0;
109 return BFloat16(nan);
110 }
111
Narumol Prangnawarate9e68182020-03-11 11:34:55 +0000112 static BFloat16 Inf()
Narumol Prangnawarate6644842020-03-05 17:27:45 +0000113 {
114 uint16_t infVal = 0x7F80;
115 return BFloat16(infVal);
116 }
117
118private:
Narumol Prangnawarate9e68182020-03-11 11:34:55 +0000119 uint16_t m_Value;
Narumol Prangnawarate6644842020-03-05 17:27:45 +0000120};
121
122inline std::ostream& operator<<(std::ostream& os, const BFloat16& b)
123{
Narumol Prangnawarate9e68182020-03-11 11:34:55 +0000124 os << b.ToFloat32() << "(0x" << std::hex << b.Val() << ")";
Narumol Prangnawarate6644842020-03-05 17:27:45 +0000125 return os;
126}
127
Narumol Prangnawaratc3bf6ef2020-02-28 12:45:21 +0000128} //namespace armnn