peacock-data-public-datasets-idc-cronscript
/
venv
/lib
/python3.10
/site-packages
/pyarrow
/include
/arrow
/util
/float16.h
// 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. | |
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 { | |
return ToLittleEndian(); | |
return ToBigEndian(); | |
} | |
/// \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 { | |
return {uint8_t(bits_ & 0xff), uint8_t(bits_ >> 8)}; | |
return {uint8_t(bits_ >> 8), uint8_t(bits_ & 0xff)}; | |
} | |
/// \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 { | |
return {uint8_t(bits_ >> 8), uint8_t(bits_ & 0xff)}; | |
return {uint8_t(bits_ & 0xff), uint8_t(bits_ >> 8)}; | |
} | |
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); } | |
}; | |