// SPDX - FileCopyrightText : 2017 - 2024 Marat Dukhan // SPDX - FileCopyrightText : 2025 Advanced Micro Devices, Inc. // // SPDX - License - Identifier : MIT #pragma once #ifndef FLASHINFER_FP16_H #define FLASHINFER_FP16_H #include #include #include #include /* * Convert a 32-bit floating-point number in IEEE single-precision format to a * 16-bit floating-point number in IEEE half-precision format, in bit * representation. * * @note The implementation relies on IEEE-like (no assumption about rounding * mode and no operations on denormals) floating-point operations and bitcasts * between integer and floating-point variables. */ static constexpr uint16_t fp16_ieee_from_fp32_value(float f) { const float scale_to_inf = std::bit_cast(UINT32_C(0x77800000)); const float scale_to_zero = std::bit_cast(UINT32_C(0x08800000)); const float saturated_f = boost::math::ccmath::fabs(f) * scale_to_inf; float base = saturated_f * scale_to_zero; const uint32_t w = std::bit_cast(f); const uint32_t shl1_w = w + w; const uint32_t sign = w & UINT32_C(0x80000000); uint32_t bias = shl1_w & UINT32_C(0xFF000000); if (bias < UINT32_C(0x71000000)) { bias = UINT32_C(0x71000000); } base = std::bit_cast((bias >> 1) + UINT32_C(0x07800000)) + base; const uint32_t bits = std::bit_cast(base); const uint32_t exp_bits = (bits >> 13) & UINT32_C(0x00007C00); const uint32_t mantissa_bits = bits & UINT32_C(0x00000FFF); const uint32_t nonsign = exp_bits + mantissa_bits; return (sign >> 16) | (shl1_w > UINT32_C(0xFF000000) ? UINT16_C(0x7E00) : nonsign); } static constexpr float fp16_ieee_to_fp32_value(uint16_t h) { /* * Extend the half-precision floating-point number to 32 bits and shift to * the upper part of the 32-bit word: * +---+-----+------------+-------------------+ * | S |EEEEE|MM MMMM MMMM|0000 0000 0000 0000| * +---+-----+------------+-------------------+ * Bits 31 26-30 16-25 0-15 * * S - sign bit, E - bits of the biased exponent, M - bits of the mantissa, * 0 - zero bits. */ const uint32_t w = (uint32_t)h << 16; /* * Extract the sign of the input number into the high bit of the 32-bit * word: * * +---+----------------------------------+ * | S |0000000 00000000 00000000 00000000| * +---+----------------------------------+ * Bits 31 0-31 */ const uint32_t sign = w & UINT32_C(0x80000000); /* * Extract mantissa and biased exponent of the input number into the high * bits of the 32-bit word: * * +-----+------------+---------------------+ * |EEEEE|MM MMMM MMMM|0 0000 0000 0000 0000| * +-----+------------+---------------------+ * Bits 27-31 17-26 0-16 */ const uint32_t two_w = w + w; /* * Shift mantissa and exponent into bits 23-28 and bits 13-22 so they become * mantissa and exponent of a single-precision floating-point number: * * S|Exponent | Mantissa * +-+---+-----+------------+----------------+ * |0|000|EEEEE|MM MMMM MMMM|0 0000 0000 0000| * +-+---+-----+------------+----------------+ * Bits | 23-31 | 0-22 * * Next, there are some adjustments to the exponent: * - The exponent needs to be corrected by the difference in exponent bias * between single-precision and half-precision * formats (0x7F - 0xF = 0x70) * - Inf and NaN values in the inputs should become Inf and NaN values after * conversion to the single-precision number. * Therefore, if the biased exponent of the half-precision input was 0x1F * (max possible value), the biased exponent * of the single-precision output must be 0xFF (max possible value). We do * this correction in two steps: * - First, we adjust the exponent by (0xFF - 0x1F) = 0xE0 (see exp_offset * below) rather than by 0x70 suggested * by the difference in the exponent bias (see above). * - Then we multiply the single-precision result of exponent adjustment * by 2**(-112) to reverse the effect of * exponent adjustment by 0xE0 less the necessary exponent adjustment by * 0x70 due to difference in exponent bias. * The floating-point multiplication hardware would ensure than Inf and * NaN would retain their value on at least * partially IEEE754-compliant implementations. * * Note that the above operations do not handle denormal inputs (where * biased exponent == 0). However, they also do not operate on denormal * inputs, and do not produce denormal results. */ const uint32_t exp_offset = UINT32_C(0xE0) << 23; const float exp_scale = std::bit_cast(UINT32_C(0x7800000)); const float normalized_value = std::bit_cast((two_w >> 4) + exp_offset) * exp_scale; /* * Convert denormalized half-precision inputs into single-precision results * (always normalized). * Zero inputs are also handled here. * * In a denormalized number the biased exponent is zero, and mantissa has * on-zero bits. * First, we shift mantissa into bits 0-9 of the 32-bit word. * * zeros | mantissa * +---------------------------+------------+ * |0000 0000 0000 0000 0000 00|MM MMMM MMMM| * +---------------------------+------------+ * Bits 10-31 0-9 * * Now, remember that denormalized half-precision numbers are represented * as: * FP16 = mantissa * 2**(-24). * The trick is to construct a normalized single-precision number with the * same mantissa and thehalf-precision input * and with an exponent which would scale the corresponding mantissa bits * to 2**(-24). * A normalized single-precision floating-point number is represented as: * FP32 = (1 + mantissa * 2**(-23)) * 2**(exponent - 127) * Therefore, when the biased exponent is 126, a unit change in the mantissa * of the input denormalized half-precision * number causes a change of the constructud single-precision number by * 2**(-24), i.e. the same ammount. * * The last step is to adjust the bias of the constructed single-precision * number. When the input half-precision number * is zero, the constructed single-precision number has the value of * FP32 = 1 * 2**(126 - 127) = 2**(-1) = 0.5 * Therefore, we need to subtract 0.5 from the constructed single-precision * number to get the numerical equivalent of * the input half-precision number. */ const uint32_t magic_mask = UINT32_C(126) << 23; const float magic_bias = 0.5f; const float denormalized_value = std::bit_cast((two_w >> 17) | magic_mask) - magic_bias; /* * - Choose either results of conversion of input as a normalized number, or * as a denormalized number, depending on the * input exponent. The variable two_w contains input exponent in bits * 27-31, therefore if its smaller than 2**27, the * input is either a denormal number, or zero. * - Combine the result of conversion of exponent and mantissa with the sign * of the input number. */ const uint32_t denormalized_cutoff = UINT32_C(1) << 27; const uint32_t result = sign | (two_w < denormalized_cutoff ? std::bit_cast(denormalized_value) : std::bit_cast(normalized_value)); return std::bit_cast(result); #endif }