File size: 7,418 Bytes
3230c19 |
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 |
// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing,
// software distributed under the License is distributed on an
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied. See the License for the
// specific language governing permissions and limitations
// under the License.
#pragma once
#include <array>
#include <cstdint>
#include <cstring>
#include <iosfwd>
#include <limits>
#include <type_traits>
#include "arrow/util/endian.h"
#include "arrow/util/macros.h"
#include "arrow/util/ubsan.h"
#include "arrow/util/visibility.h"
namespace arrow {
namespace util {
/// \brief Class representing an IEEE half-precision float, encoded as a `uint16_t`
///
/// The exact format is as follows (from LSB to MSB):
/// - bits 0-10: mantissa
/// - bits 10-15: exponent
/// - bit 15: sign
///
class ARROW_EXPORT Float16 {
public:
Float16() = default;
explicit Float16(float f) : Float16(FromFloat(f)) {}
explicit Float16(double d) : Float16(FromDouble(d)) {}
template <typename T,
typename std::enable_if_t<std::is_convertible_v<T, double>>* = NULLPTR>
explicit Float16(T v) : Float16(static_cast<double>(v)) {}
/// \brief Create a `Float16` from its exact binary representation
constexpr static Float16 FromBits(uint16_t bits) { return Float16{bits, bool{}}; }
/// \brief Create a `Float16` from a 32-bit float (may lose precision)
static Float16 FromFloat(float f);
/// \brief Create a `Float16` from a 64-bit float (may lose precision)
static Float16 FromDouble(double d);
/// \brief Read a `Float16` from memory in native-endian byte order
static Float16 FromBytes(const uint8_t* src) {
return FromBits(SafeLoadAs<uint16_t>(src));
}
/// \brief Read a `Float16` from memory in little-endian byte order
static Float16 FromLittleEndian(const uint8_t* src) {
return FromBits(::arrow::bit_util::FromLittleEndian(SafeLoadAs<uint16_t>(src)));
}
/// \brief Read a `Float16` from memory in big-endian byte order
static Float16 FromBigEndian(const uint8_t* src) {
return FromBits(::arrow::bit_util::FromBigEndian(SafeLoadAs<uint16_t>(src)));
}
/// \brief Return the value's binary representation as a `uint16_t`
constexpr uint16_t bits() const { return bits_; }
/// \brief Return true if the value is negative (sign bit is set)
constexpr bool signbit() const { return (bits_ & 0x8000) != 0; }
/// \brief Return true if the value is NaN
constexpr bool is_nan() const { return (bits_ & 0x7fff) > 0x7c00; }
/// \brief Return true if the value is positive/negative infinity
constexpr bool is_infinity() const { return (bits_ & 0x7fff) == 0x7c00; }
/// \brief Return true if the value is finite and not NaN
constexpr bool is_finite() const { return (bits_ & 0x7c00) != 0x7c00; }
/// \brief Return true if the value is positive/negative zero
constexpr bool is_zero() const { return (bits_ & 0x7fff) == 0; }
/// \brief Convert to a 32-bit float
float ToFloat() const;
/// \brief Convert to a 64-bit float
double ToDouble() const;
explicit operator float() const { return ToFloat(); }
explicit operator double() const { return ToDouble(); }
/// \brief Copy the value's bytes in native-endian byte order
void ToBytes(uint8_t* dest) const { std::memcpy(dest, &bits_, sizeof(bits_)); }
/// \brief Return the value's bytes in native-endian byte order
constexpr std::array<uint8_t, 2> ToBytes() const {
#if ARROW_LITTLE_ENDIAN
return ToLittleEndian();
#else
return ToBigEndian();
#endif
}
/// \brief Copy the value's bytes in little-endian byte order
void ToLittleEndian(uint8_t* dest) const {
const auto bytes = ToLittleEndian();
std::memcpy(dest, bytes.data(), bytes.size());
}
/// \brief Return the value's bytes in little-endian byte order
constexpr std::array<uint8_t, 2> ToLittleEndian() const {
#if ARROW_LITTLE_ENDIAN
return {uint8_t(bits_ & 0xff), uint8_t(bits_ >> 8)};
#else
return {uint8_t(bits_ >> 8), uint8_t(bits_ & 0xff)};
#endif
}
/// \brief Copy the value's bytes in big-endian byte order
void ToBigEndian(uint8_t* dest) const {
const auto bytes = ToBigEndian();
std::memcpy(dest, bytes.data(), bytes.size());
}
/// \brief Return the value's bytes in big-endian byte order
constexpr std::array<uint8_t, 2> ToBigEndian() const {
#if ARROW_LITTLE_ENDIAN
return {uint8_t(bits_ >> 8), uint8_t(bits_ & 0xff)};
#else
return {uint8_t(bits_ & 0xff), uint8_t(bits_ >> 8)};
#endif
}
constexpr Float16 operator-() const { return FromBits(bits_ ^ 0x8000); }
constexpr Float16 operator+() const { return FromBits(bits_); }
friend constexpr bool operator==(Float16 lhs, Float16 rhs) {
if (lhs.is_nan() || rhs.is_nan()) return false;
return Float16::CompareEq(lhs, rhs);
}
friend constexpr bool operator!=(Float16 lhs, Float16 rhs) { return !(lhs == rhs); }
friend constexpr bool operator<(Float16 lhs, Float16 rhs) {
if (lhs.is_nan() || rhs.is_nan()) return false;
return Float16::CompareLt(lhs, rhs);
}
friend constexpr bool operator>(Float16 lhs, Float16 rhs) { return rhs < lhs; }
friend constexpr bool operator<=(Float16 lhs, Float16 rhs) {
if (lhs.is_nan() || rhs.is_nan()) return false;
return !Float16::CompareLt(rhs, lhs);
}
friend constexpr bool operator>=(Float16 lhs, Float16 rhs) { return rhs <= lhs; }
ARROW_FRIEND_EXPORT friend std::ostream& operator<<(std::ostream& os, Float16 arg);
protected:
uint16_t bits_;
private:
constexpr Float16(uint16_t bits, bool) : bits_(bits) {}
// Comparison helpers that assume neither operand is NaN
static constexpr bool CompareEq(Float16 lhs, Float16 rhs) {
return (lhs.bits() == rhs.bits()) || (lhs.is_zero() && rhs.is_zero());
}
static constexpr bool CompareLt(Float16 lhs, Float16 rhs) {
if (lhs.signbit()) {
if (rhs.signbit()) {
// Both are negative
return lhs.bits() > rhs.bits();
} else {
// Handle +/-0
return !lhs.is_zero() || rhs.bits() != 0;
}
} else if (rhs.signbit()) {
return false;
} else {
// Both are positive
return lhs.bits() < rhs.bits();
}
}
};
static_assert(std::is_trivial_v<Float16>);
} // namespace util
} // namespace arrow
// TODO: Not complete
template <>
class std::numeric_limits<arrow::util::Float16> {
using T = arrow::util::Float16;
public:
static constexpr bool is_specialized = true;
static constexpr bool is_signed = true;
static constexpr bool has_infinity = true;
static constexpr bool has_quiet_NaN = true;
static constexpr T min() { return T::FromBits(0b0000010000000000); }
static constexpr T max() { return T::FromBits(0b0111101111111111); }
static constexpr T lowest() { return -max(); }
static constexpr T infinity() { return T::FromBits(0b0111110000000000); }
static constexpr T quiet_NaN() { return T::FromBits(0b0111111111111111); }
};
|