Spaces:
Build error
Build error
File size: 10,430 Bytes
f8c5b0d |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 |
/*******************************************************************************
* 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);
*/
#ifndef OPENCL_CL_HALF_H
#define OPENCL_CL_HALF_H
#include <CL/cl_platform.h>
#include <stdint.h>
#ifdef __cplusplus
extern "C" {
#endif
/**
* 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. */
#define CL_HALF_EXP_MASK 0x7C00
#define CL_HALF_MAX_FINITE_MAG 0x7BFF
/*
* 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;
}
#undef CL_HALF_EXP_MASK
#undef CL_HALF_MAX_FINITE_MAG
#ifdef __cplusplus
}
#endif
#endif /* OPENCL_CL_HALF_H */
|