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| /******************************************************************************* | |
| * Copyright (c) 2019-2020 The Khronos Group Inc. | |
| * | |
| * Licensed 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. | |
| ******************************************************************************/ | |
| /** | |
| * This is a header-only utility library that provides OpenCL host code with | |
| * routines for converting to/from cl_half values. | |
| * | |
| * Example usage: | |
| * | |
| * #include <CL/cl_half.h> | |
| * ... | |
| * cl_half h = cl_half_from_float(0.5f, CL_HALF_RTE); | |
| * cl_float f = cl_half_to_float(h); | |
| */ | |
| extern "C" { | |
| /** | |
| * Rounding mode used when converting to cl_half. | |
| */ | |
| typedef enum | |
| { | |
| CL_HALF_RTE, // round to nearest even | |
| CL_HALF_RTZ, // round towards zero | |
| CL_HALF_RTP, // round towards positive infinity | |
| CL_HALF_RTN, // round towards negative infinity | |
| } cl_half_rounding_mode; | |
| /* Private utility macros. */ | |
| /* | |
| * Utility to deal with values that overflow when converting to half precision. | |
| */ | |
| static inline cl_half cl_half_handle_overflow(cl_half_rounding_mode rounding_mode, | |
| uint16_t sign) | |
| { | |
| if (rounding_mode == CL_HALF_RTZ) | |
| { | |
| // Round overflow towards zero -> largest finite number (preserving sign) | |
| return (sign << 15) | CL_HALF_MAX_FINITE_MAG; | |
| } | |
| else if (rounding_mode == CL_HALF_RTP && sign) | |
| { | |
| // Round negative overflow towards positive infinity -> most negative finite number | |
| return (1 << 15) | CL_HALF_MAX_FINITE_MAG; | |
| } | |
| else if (rounding_mode == CL_HALF_RTN && !sign) | |
| { | |
| // Round positive overflow towards negative infinity -> largest finite number | |
| return CL_HALF_MAX_FINITE_MAG; | |
| } | |
| // Overflow to infinity | |
| return (sign << 15) | CL_HALF_EXP_MASK; | |
| } | |
| /* | |
| * Utility to deal with values that underflow when converting to half precision. | |
| */ | |
| static inline cl_half cl_half_handle_underflow(cl_half_rounding_mode rounding_mode, | |
| uint16_t sign) | |
| { | |
| if (rounding_mode == CL_HALF_RTP && !sign) | |
| { | |
| // Round underflow towards positive infinity -> smallest positive value | |
| return (sign << 15) | 1; | |
| } | |
| else if (rounding_mode == CL_HALF_RTN && sign) | |
| { | |
| // Round underflow towards negative infinity -> largest negative value | |
| return (sign << 15) | 1; | |
| } | |
| // Flush to zero | |
| return (sign << 15); | |
| } | |
| /** | |
| * Convert a cl_float to a cl_half. | |
| */ | |
| static inline cl_half cl_half_from_float(cl_float f, cl_half_rounding_mode rounding_mode) | |
| { | |
| // Type-punning to get direct access to underlying bits | |
| union | |
| { | |
| cl_float f; | |
| uint32_t i; | |
| } f32; | |
| f32.f = f; | |
| // Extract sign bit | |
| uint16_t sign = f32.i >> 31; | |
| // Extract FP32 exponent and mantissa | |
| uint32_t f_exp = (f32.i >> (CL_FLT_MANT_DIG - 1)) & 0xFF; | |
| uint32_t f_mant = f32.i & ((1 << (CL_FLT_MANT_DIG - 1)) - 1); | |
| // Remove FP32 exponent bias | |
| int32_t exp = f_exp - CL_FLT_MAX_EXP + 1; | |
| // Add FP16 exponent bias | |
| uint16_t h_exp = (uint16_t)(exp + CL_HALF_MAX_EXP - 1); | |
| // Position of the bit that will become the FP16 mantissa LSB | |
| uint32_t lsb_pos = CL_FLT_MANT_DIG - CL_HALF_MANT_DIG; | |
| // Check for NaN / infinity | |
| if (f_exp == 0xFF) | |
| { | |
| if (f_mant) | |
| { | |
| // NaN -> propagate mantissa and silence it | |
| uint16_t h_mant = (uint16_t)(f_mant >> lsb_pos); | |
| h_mant |= 0x200; | |
| return (sign << 15) | CL_HALF_EXP_MASK | h_mant; | |
| } | |
| else | |
| { | |
| // Infinity -> zero mantissa | |
| return (sign << 15) | CL_HALF_EXP_MASK; | |
| } | |
| } | |
| // Check for zero | |
| if (!f_exp && !f_mant) | |
| { | |
| return (sign << 15); | |
| } | |
| // Check for overflow | |
| if (exp >= CL_HALF_MAX_EXP) | |
| { | |
| return cl_half_handle_overflow(rounding_mode, sign); | |
| } | |
| // Check for underflow | |
| if (exp < (CL_HALF_MIN_EXP - CL_HALF_MANT_DIG - 1)) | |
| { | |
| return cl_half_handle_underflow(rounding_mode, sign); | |
| } | |
| // Check for value that will become denormal | |
| if (exp < -14) | |
| { | |
| // Denormal -> include the implicit 1 from the FP32 mantissa | |
| h_exp = 0; | |
| f_mant |= 1 << (CL_FLT_MANT_DIG - 1); | |
| // Mantissa shift amount depends on exponent | |
| lsb_pos = -exp + (CL_FLT_MANT_DIG - 25); | |
| } | |
| // Generate FP16 mantissa by shifting FP32 mantissa | |
| uint16_t h_mant = (uint16_t)(f_mant >> lsb_pos); | |
| // Check whether we need to round | |
| uint32_t halfway = 1 << (lsb_pos - 1); | |
| uint32_t mask = (halfway << 1) - 1; | |
| switch (rounding_mode) | |
| { | |
| case CL_HALF_RTE: | |
| if ((f_mant & mask) > halfway) | |
| { | |
| // More than halfway -> round up | |
| h_mant += 1; | |
| } | |
| else if ((f_mant & mask) == halfway) | |
| { | |
| // Exactly halfway -> round to nearest even | |
| if (h_mant & 0x1) | |
| h_mant += 1; | |
| } | |
| break; | |
| case CL_HALF_RTZ: | |
| // Mantissa has already been truncated -> do nothing | |
| break; | |
| case CL_HALF_RTP: | |
| if ((f_mant & mask) && !sign) | |
| { | |
| // Round positive numbers up | |
| h_mant += 1; | |
| } | |
| break; | |
| case CL_HALF_RTN: | |
| if ((f_mant & mask) && sign) | |
| { | |
| // Round negative numbers down | |
| h_mant += 1; | |
| } | |
| break; | |
| } | |
| // Check for mantissa overflow | |
| if (h_mant & 0x400) | |
| { | |
| h_exp += 1; | |
| h_mant = 0; | |
| } | |
| return (sign << 15) | (h_exp << 10) | h_mant; | |
| } | |
| /** | |
| * Convert a cl_double to a cl_half. | |
| */ | |
| static inline cl_half cl_half_from_double(cl_double d, cl_half_rounding_mode rounding_mode) | |
| { | |
| // Type-punning to get direct access to underlying bits | |
| union | |
| { | |
| cl_double d; | |
| uint64_t i; | |
| } f64; | |
| f64.d = d; | |
| // Extract sign bit | |
| uint16_t sign = f64.i >> 63; | |
| // Extract FP64 exponent and mantissa | |
| uint64_t d_exp = (f64.i >> (CL_DBL_MANT_DIG - 1)) & 0x7FF; | |
| uint64_t d_mant = f64.i & (((uint64_t)1 << (CL_DBL_MANT_DIG - 1)) - 1); | |
| // Remove FP64 exponent bias | |
| int64_t exp = d_exp - CL_DBL_MAX_EXP + 1; | |
| // Add FP16 exponent bias | |
| uint16_t h_exp = (uint16_t)(exp + CL_HALF_MAX_EXP - 1); | |
| // Position of the bit that will become the FP16 mantissa LSB | |
| uint32_t lsb_pos = CL_DBL_MANT_DIG - CL_HALF_MANT_DIG; | |
| // Check for NaN / infinity | |
| if (d_exp == 0x7FF) | |
| { | |
| if (d_mant) | |
| { | |
| // NaN -> propagate mantissa and silence it | |
| uint16_t h_mant = (uint16_t)(d_mant >> lsb_pos); | |
| h_mant |= 0x200; | |
| return (sign << 15) | CL_HALF_EXP_MASK | h_mant; | |
| } | |
| else | |
| { | |
| // Infinity -> zero mantissa | |
| return (sign << 15) | CL_HALF_EXP_MASK; | |
| } | |
| } | |
| // Check for zero | |
| if (!d_exp && !d_mant) | |
| { | |
| return (sign << 15); | |
| } | |
| // Check for overflow | |
| if (exp >= CL_HALF_MAX_EXP) | |
| { | |
| return cl_half_handle_overflow(rounding_mode, sign); | |
| } | |
| // Check for underflow | |
| if (exp < (CL_HALF_MIN_EXP - CL_HALF_MANT_DIG - 1)) | |
| { | |
| return cl_half_handle_underflow(rounding_mode, sign); | |
| } | |
| // Check for value that will become denormal | |
| if (exp < -14) | |
| { | |
| // Include the implicit 1 from the FP64 mantissa | |
| h_exp = 0; | |
| d_mant |= (uint64_t)1 << (CL_DBL_MANT_DIG - 1); | |
| // Mantissa shift amount depends on exponent | |
| lsb_pos = (uint32_t)(-exp + (CL_DBL_MANT_DIG - 25)); | |
| } | |
| // Generate FP16 mantissa by shifting FP64 mantissa | |
| uint16_t h_mant = (uint16_t)(d_mant >> lsb_pos); | |
| // Check whether we need to round | |
| uint64_t halfway = (uint64_t)1 << (lsb_pos - 1); | |
| uint64_t mask = (halfway << 1) - 1; | |
| switch (rounding_mode) | |
| { | |
| case CL_HALF_RTE: | |
| if ((d_mant & mask) > halfway) | |
| { | |
| // More than halfway -> round up | |
| h_mant += 1; | |
| } | |
| else if ((d_mant & mask) == halfway) | |
| { | |
| // Exactly halfway -> round to nearest even | |
| if (h_mant & 0x1) | |
| h_mant += 1; | |
| } | |
| break; | |
| case CL_HALF_RTZ: | |
| // Mantissa has already been truncated -> do nothing | |
| break; | |
| case CL_HALF_RTP: | |
| if ((d_mant & mask) && !sign) | |
| { | |
| // Round positive numbers up | |
| h_mant += 1; | |
| } | |
| break; | |
| case CL_HALF_RTN: | |
| if ((d_mant & mask) && sign) | |
| { | |
| // Round negative numbers down | |
| h_mant += 1; | |
| } | |
| break; | |
| } | |
| // Check for mantissa overflow | |
| if (h_mant & 0x400) | |
| { | |
| h_exp += 1; | |
| h_mant = 0; | |
| } | |
| return (sign << 15) | (h_exp << 10) | h_mant; | |
| } | |
| /** | |
| * Convert a cl_half to a cl_float. | |
| */ | |
| static inline cl_float cl_half_to_float(cl_half h) | |
| { | |
| // Type-punning to get direct access to underlying bits | |
| union | |
| { | |
| cl_float f; | |
| uint32_t i; | |
| } f32; | |
| // Extract sign bit | |
| uint16_t sign = h >> 15; | |
| // Extract FP16 exponent and mantissa | |
| uint16_t h_exp = (h >> (CL_HALF_MANT_DIG - 1)) & 0x1F; | |
| uint16_t h_mant = h & 0x3FF; | |
| // Remove FP16 exponent bias | |
| int32_t exp = h_exp - CL_HALF_MAX_EXP + 1; | |
| // Add FP32 exponent bias | |
| uint32_t f_exp = exp + CL_FLT_MAX_EXP - 1; | |
| // Check for NaN / infinity | |
| if (h_exp == 0x1F) | |
| { | |
| if (h_mant) | |
| { | |
| // NaN -> propagate mantissa and silence it | |
| uint32_t f_mant = h_mant << (CL_FLT_MANT_DIG - CL_HALF_MANT_DIG); | |
| f_mant |= 0x400000; | |
| f32.i = (sign << 31) | 0x7F800000 | f_mant; | |
| return f32.f; | |
| } | |
| else | |
| { | |
| // Infinity -> zero mantissa | |
| f32.i = (sign << 31) | 0x7F800000; | |
| return f32.f; | |
| } | |
| } | |
| // Check for zero / denormal | |
| if (h_exp == 0) | |
| { | |
| if (h_mant == 0) | |
| { | |
| // Zero -> zero exponent | |
| f_exp = 0; | |
| } | |
| else | |
| { | |
| // Denormal -> normalize it | |
| // - Shift mantissa to make most-significant 1 implicit | |
| // - Adjust exponent accordingly | |
| uint32_t shift = 0; | |
| while ((h_mant & 0x400) == 0) | |
| { | |
| h_mant <<= 1; | |
| shift++; | |
| } | |
| h_mant &= 0x3FF; | |
| f_exp -= shift - 1; | |
| } | |
| } | |
| f32.i = (sign << 31) | (f_exp << 23) | (h_mant << 13); | |
| return f32.f; | |
| } | |
| } | |