blob: 52344db8101546ad81672ac5ba8fd027e90f6e87 [file] [log] [blame]
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>
Narumol Prangnawaratc3bf6ef2020-02-28 12:45:21 +000010#include <stdint.h>
11
12namespace armnn
13{
Narumol Prangnawarate6644842020-03-05 17:27:45 +000014class BFloat16
15{
16public:
17 BFloat16()
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000018 : m_Value(0)
Narumol Prangnawarate6644842020-03-05 17:27:45 +000019 {}
20
Francis Murtaghc0f0af32020-03-26 12:14:21 +000021 BFloat16(const BFloat16& v) = default;
22
Narumol Prangnawarate6644842020-03-05 17:27:45 +000023 explicit BFloat16(uint16_t v)
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000024 : m_Value(v)
Narumol Prangnawarate6644842020-03-05 17:27:45 +000025 {}
26
27 explicit BFloat16(float v)
28 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000029 m_Value = Float32ToBFloat16(v).Val();
Narumol Prangnawarate6644842020-03-05 17:27:45 +000030 }
31
Narumol Prangnawarat44179c32020-03-11 14:51:27 +000032 operator float() const
33 {
34 return ToFloat32();
35 }
36
Francis Murtaghc0f0af32020-03-26 12:14:21 +000037 BFloat16& operator=(const BFloat16& other) = default;
Narumol Prangnawarat44179c32020-03-11 14:51:27 +000038
Narumol Prangnawarate6644842020-03-05 17:27:45 +000039 BFloat16& operator=(float v)
40 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000041 m_Value = Float32ToBFloat16(v).Val();
Narumol Prangnawarate6644842020-03-05 17:27:45 +000042 return *this;
43 }
44
45 bool operator==(const BFloat16& r) const
46 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000047 return m_Value == r.Val();
Narumol Prangnawarate6644842020-03-05 17:27:45 +000048 }
49
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000050 static BFloat16 Float32ToBFloat16(const float v)
Narumol Prangnawarate6644842020-03-05 17:27:45 +000051 {
52 if (std::isnan(v))
53 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000054 return Nan();
Narumol Prangnawarate6644842020-03-05 17:27:45 +000055 }
56 else
57 {
58 // Round value to the nearest even
59 // Float32
60 // S EEEEEEEE MMMMMMLRMMMMMMMMMMMMMMM
61 // BFloat16
62 // S EEEEEEEE MMMMMML
63 // LSB (L): Least significat bit of BFloat16 (last bit of the Mantissa of BFloat16)
64 // R: Rounding bit
65 // LSB = 0, R = 0 -> round down
66 // LSB = 1, R = 0 -> round down
67 // LSB = 0, R = 1, all the rest = 0 -> round down
68 // LSB = 1, R = 1 -> round up
69 // LSB = 0, R = 1 -> round up
70 const uint32_t* u32 = reinterpret_cast<const uint32_t*>(&v);
71 uint16_t u16 = static_cast<uint16_t>(*u32 >> 16u);
72 // Mark the LSB
73 const uint16_t lsb = u16 & 0x0001;
74 // Mark the error to be truncate (the rest of 16 bits of FP32)
Francis Murtaghc0f0af32020-03-26 12:14:21 +000075 const uint16_t error = static_cast<uint16_t>((*u32 & 0x0000FFFF));
Narumol Prangnawarate6644842020-03-05 17:27:45 +000076 if ((error > 0x8000 || (error == 0x8000 && lsb == 1)))
77 {
78 u16++;
79 }
80 BFloat16 b(u16);
81 return b;
82 }
83 }
84
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000085 float ToFloat32() const
Narumol Prangnawarate6644842020-03-05 17:27:45 +000086 {
Francis Murtaghc0f0af32020-03-26 12:14:21 +000087 const uint32_t u32 = static_cast<uint32_t>(m_Value << 16u);
Narumol Prangnawarate6644842020-03-05 17:27:45 +000088 const float* f32 = reinterpret_cast<const float*>(&u32);
89 return *f32;
90 }
91
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000092 uint16_t Val() const
Narumol Prangnawarate6644842020-03-05 17:27:45 +000093 {
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000094 return m_Value;
Narumol Prangnawarate6644842020-03-05 17:27:45 +000095 }
96
Narumol Prangnawarate9e68182020-03-11 11:34:55 +000097 static BFloat16 Max()
Narumol Prangnawarate6644842020-03-05 17:27:45 +000098 {
99 uint16_t max = 0x7F7F;
100 return BFloat16(max);
101 }
102
Narumol Prangnawarate9e68182020-03-11 11:34:55 +0000103 static BFloat16 Nan()
Narumol Prangnawarate6644842020-03-05 17:27:45 +0000104 {
105 uint16_t nan = 0x7FC0;
106 return BFloat16(nan);
107 }
108
Narumol Prangnawarate9e68182020-03-11 11:34:55 +0000109 static BFloat16 Inf()
Narumol Prangnawarate6644842020-03-05 17:27:45 +0000110 {
111 uint16_t infVal = 0x7F80;
112 return BFloat16(infVal);
113 }
114
115private:
Narumol Prangnawarate9e68182020-03-11 11:34:55 +0000116 uint16_t m_Value;
Narumol Prangnawarate6644842020-03-05 17:27:45 +0000117};
118
119inline std::ostream& operator<<(std::ostream& os, const BFloat16& b)
120{
Narumol Prangnawarate9e68182020-03-11 11:34:55 +0000121 os << b.ToFloat32() << "(0x" << std::hex << b.Val() << ")";
Narumol Prangnawarate6644842020-03-05 17:27:45 +0000122 return os;
123}
124
Narumol Prangnawaratc3bf6ef2020-02-28 12:45:21 +0000125} //namespace armnn