#pragma once /* * Copyright (c) 2018 Stanislav Denisov * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #include #include namespace bitstream { /** * @brief Class for quantizing single-precision floats into half-precision */ class half_precision { public: inline static uint16_t quantize(float value) noexcept { int32_t tmp; std::memcpy(&tmp, &value, sizeof(float)); int32_t s = (tmp >> 16) & 0x00008000; int32_t e = ((tmp >> 23) & 0X000000FF) - (127 - 15); int32_t m = tmp & 0X007FFFFF; if (e <= 0) { if (e < -10) return static_cast(s); m |= 0x00800000; int32_t t = 14 - e; int32_t a = (1 << (t - 1)) - 1; int32_t b = (m >> t) & 1; m = (m + a + b) >> t; return static_cast(s | m); } if (e == 0XFF - (127 - 15)) { if (m == 0) return static_cast(s | 0X7C00); m >>= 13; return static_cast(s | 0X7C00 | m | ((m == 0) ? 1 : 0)); } m = m + 0X00000FFF + ((m >> 13) & 1); if ((m & 0x00800000) != 0) { m = 0; e++; } if (e > 30) return static_cast(s | 0X7C00); return static_cast(s | (e << 10) | (m >> 13)); } inline static float dequantize(uint16_t value) noexcept { uint32_t tmp; uint32_t mantissa = static_cast(value & 1023); uint32_t exponent = 0XFFFFFFF2; if ((value & -33792) == 0) { if (mantissa != 0) { while ((mantissa & 1024) == 0) { exponent--; mantissa <<= 1; } mantissa &= 0XFFFFFBFF; tmp = ((static_cast(value) & 0x8000) << 16) | ((exponent + 127) << 23) | (mantissa << 13); } else { tmp = static_cast((value & 0x8000) << 16); } } else { tmp = ((static_cast(value) & 0x8000) << 16) | (((((static_cast(value) >> 10) & 0X1F) - 15) + 127) << 23) | (mantissa << 13); } float result; std::memcpy(&result, &tmp, sizeof(float)); return result; } }; }