Implement bf16 compiler runtime library

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Justine Tunney 2024-08-01 19:42:14 -07:00
parent 9ebacb7892
commit a80ab3f8fe
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5 changed files with 256 additions and 7 deletions

39
libc/intrin/extendbfsf2.c Normal file
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@ -0,0 +1,39 @@
/*-*- mode:c;indent-tabs-mode:nil;c-basic-offset:2;tab-width:8;coding:utf-8 -*-│
vi: set et ft=c ts=2 sts=2 sw=2 fenc=utf-8 :vi
Copyright 2024 Justine Alexandra Roberts Tunney
Permission to use, copy, modify, and/or distribute this software for
any purpose with or without fee is hereby granted, provided that the
above copyright notice and this permission notice appear in all copies.
THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL
WARRANTIES WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE
AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL
DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR
PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER
TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
PERFORMANCE OF THIS SOFTWARE.
*/
float __extendbfsf2(__bf16 f) {
union {
__bf16 f;
unsigned short i;
} ub = {f};
// convert brain16 to binary32
unsigned x = (unsigned)ub.i << 16;
// force nan to quiet
if ((x & 0x7fffffff) > 0x7f800000)
x |= 0x00400000;
// pun to float
union {
unsigned i;
float f;
} uf = {x};
return uf.f;
}

24
libc/intrin/truncdfbf2.c Normal file
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@ -0,0 +1,24 @@
/*-*- mode:c;indent-tabs-mode:nil;c-basic-offset:2;tab-width:8;coding:utf-8 -*-│
vi: set et ft=c ts=2 sts=2 sw=2 fenc=utf-8 :vi
Copyright 2024 Justine Alexandra Roberts Tunney
Permission to use, copy, modify, and/or distribute this software for
any purpose with or without fee is hereby granted, provided that the
above copyright notice and this permission notice appear in all copies.
THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL
WARRANTIES WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE
AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL
DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR
PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER
TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
PERFORMANCE OF THIS SOFTWARE.
*/
__bf16 __truncsfbf2(float);
__bf16 __truncdfbf2(double f) {
// TODO(jart): What else are we supposed to do here?
return __truncsfbf2(f);
}

40
libc/intrin/truncsfbf2.c Normal file
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@ -0,0 +1,40 @@
/*-*- mode:c;indent-tabs-mode:nil;c-basic-offset:2;tab-width:8;coding:utf-8 -*-│
vi: set et ft=c ts=2 sts=2 sw=2 fenc=utf-8 :vi
Copyright 2024 Justine Alexandra Roberts Tunney
Permission to use, copy, modify, and/or distribute this software for
any purpose with or without fee is hereby granted, provided that the
above copyright notice and this permission notice appear in all copies.
THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL
WARRANTIES WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE
AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL
DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR
PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER
TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
PERFORMANCE OF THIS SOFTWARE.
*/
__bf16 __truncsfbf2(float f) {
union {
float f;
unsigned i;
} uf = {f};
unsigned x = uf.i;
if ((x & 0x7fffffff) > 0x7f800000)
// force nan to quiet
x = (x | 0x00400000) >> 16;
else
// convert binary32 to brain16 with nearest rounding
x = (x + (0x7fff + ((x >> 16) & 1))) >> 16;
// pun to bf16
union {
unsigned short i;
__bf16 f;
} ub = {x};
return ub.f;
}

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@ -10,6 +10,8 @@
#include "libc/stdio/stdio.h"
#include "libc/testlib/benchmark.h"
#include "libc/x/xasprintf.h"
#include "third_party/aarch64/arm_neon.internal.h"
#include "third_party/intel/immintrin.internal.h"
#define EXPENSIVE_TESTS 0
@ -18,12 +20,11 @@
#define FASTMATH __attribute__((__optimize__("-O3,-ffast-math")))
#define PORTABLE __target_clones("avx512f,avx")
static unsigned long long lcg = 1;
int rand32(void) {
/* Knuth, D.E., "The Art of Computer Programming," Vol 2,
Seminumerical Algorithms, Third Edition, Addison-Wesley, 1998,
p. 106 (line 26) & p. 108 */
static unsigned long long lcg = 1;
lcg *= 6364136223846793005;
lcg += 1442695040888963407;
return lcg >> 32;
@ -122,6 +123,34 @@ float fdotf_recursive(const float *A, const float *B, size_t n) {
}
}
optimizespeed float fdotf_intrin(const float *A, const float *B, size_t n) {
size_t i = 0;
#ifdef __AVX512F__
__m512 vec[CHUNK] = {};
for (; i + CHUNK * 16 <= n; i += CHUNK * 16)
for (int j = 0; j < CHUNK; ++j)
vec[j] = _mm512_fmadd_ps(_mm512_loadu_ps(A + i + j * 16),
_mm512_loadu_ps(B + i + j * 16), vec[j]);
float res = 0;
for (int j = 0; j < CHUNK; ++j)
res += _mm512_reduce_add_ps(vec[j]);
#elif defined(__aarch64__)
float32x4_t vec[CHUNK] = {};
for (; i + CHUNK * 4 <= n; i += CHUNK * 4)
for (int j = 0; j < CHUNK; ++j)
vec[j] =
vfmaq_f32(vec[j], vld1q_f32(A + i + j * 4), vld1q_f32(B + i + j * 4));
float res = 0;
for (int j = 0; j < CHUNK; ++j)
res += vaddvq_f32(vec[j]);
#else
float res = 0;
#endif
for (; i < n; ++i)
res += A[i] * B[i];
return res;
}
FASTMATH float fdotf_ruler(const float *A, const float *B, size_t n) {
int rule, step = 2;
size_t chunk, sp = 0;
@ -179,6 +208,8 @@ void test_fdotf_ruler(void) {
}
PORTABLE float fdotf_hefty(const float *A, const float *B, size_t n) {
if (1)
return 0;
unsigned i, par, len = 0;
float sum, res[n / CHUNK + 1];
for (res[0] = i = 0; i + CHUNK <= n; i += CHUNK)
@ -244,7 +275,7 @@ int main() {
#if EXPENSIVE_TESTS
size_t n = 512 * 1024;
#else
size_t n = 1024;
size_t n = 4096;
#endif
float *A = new float[n];
@ -253,22 +284,24 @@ int main() {
A[i] = numba();
B[i] = numba();
}
float kahan, naive, dubble, recursive, hefty, ruler;
float kahan, naive, dubble, recursive, ruler, intrin;
test_fdotf_naive();
test_fdotf_hefty();
// test_fdotf_hefty();
test_fdotf_ruler();
BENCHMARK(20, 1, (kahan = barrier(fdotf_kahan(A, B, n))));
BENCHMARK(20, 1, (dubble = barrier(fdotf_dubble(A, B, n))));
BENCHMARK(20, 1, (naive = barrier(fdotf_naive(A, B, n))));
BENCHMARK(20, 1, (recursive = barrier(fdotf_recursive(A, B, n))));
BENCHMARK(20, 1, (intrin = barrier(fdotf_intrin(A, B, n))));
BENCHMARK(20, 1, (ruler = barrier(fdotf_ruler(A, B, n))));
BENCHMARK(20, 1, (hefty = barrier(fdotf_hefty(A, B, n))));
// BENCHMARK(20, 1, (hefty = barrier(fdotf_hefty(A, B, n))));
printf("dubble = %f (%g)\n", dubble, fabs(dubble - dubble));
printf("kahan = %f (%g)\n", kahan, fabs(kahan - dubble));
printf("naive = %f (%g)\n", naive, fabs(naive - dubble));
printf("recursive = %f (%g)\n", recursive, fabs(recursive - dubble));
printf("intrin = %f (%g)\n", intrin, fabs(intrin - dubble));
printf("ruler = %f (%g)\n", ruler, fabs(ruler - dubble));
printf("hefty = %f (%g)\n", hefty, fabs(hefty - dubble));
// printf("hefty = %f (%g)\n", hefty, fabs(hefty - dubble));
delete[] B;
delete[] A;

113
test/math/bf16_test.c Normal file
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@ -0,0 +1,113 @@
/*-*- mode:c;indent-tabs-mode:nil;c-basic-offset:2;tab-width:8;coding:utf-8 -*-│
vi: set et ft=c ts=2 sts=2 sw=2 fenc=utf-8 :vi
Copyright 2024 Justine Alexandra Roberts Tunney
Permission to use, copy, modify, and/or distribute this software for
any purpose with or without fee is hereby granted, provided that the
above copyright notice and this permission notice appear in all copies.
THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL
WARRANTIES WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE
AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL
DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR
PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER
TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
PERFORMANCE OF THIS SOFTWARE.
*/
#include "libc/math.h"
#define CHECK(x) \
if (!(x)) \
return __LINE__
#define FALSE(x) \
{ \
volatile bool x_ = x; \
if (x_) \
return __LINE__; \
}
#define TRUE(x) \
{ \
volatile bool x_ = x; \
if (!x_) \
return __LINE__; \
}
__bf16 identity(__bf16 x) {
return x;
}
__bf16 (*half)(__bf16) = identity;
unsigned toint(float f) {
union {
float f;
unsigned i;
} u = {f};
return u.i;
}
int main() {
volatile float f;
volatile double d;
volatile __bf16 pi = 3.141;
// half → float → half
f = pi;
pi = f;
// half → float
float __extendbfsf2(__bf16);
CHECK(0.f == __extendbfsf2(0));
CHECK(3.140625f == __extendbfsf2(pi));
CHECK(3.140625f == pi);
// half → double → half
d = pi;
pi = d;
// float → half
__bf16 __truncsfbf2(float);
CHECK(0 == (float)__truncsfbf2(0));
CHECK(pi == (float)__truncsfbf2(3.141f));
CHECK(3.140625f == (float)__truncsfbf2(3.141f));
// double → half
__bf16 __truncdfbf2(double);
CHECK(0 == (double)__truncdfbf2(0));
CHECK(3.140625 == (double)__truncdfbf2(3.141));
// specials
volatile __bf16 nan = NAN;
volatile __bf16 positive_infinity = +INFINITY;
volatile __bf16 negative_infinity = -INFINITY;
CHECK(isnan(nan));
CHECK(!isinf(pi));
CHECK(!isnan(pi));
CHECK(isinf(positive_infinity));
CHECK(isinf(negative_infinity));
CHECK(!isnan(positive_infinity));
CHECK(!isnan(negative_infinity));
CHECK(!signbit(pi));
CHECK(signbit(half(-pi)));
CHECK(!signbit(half(+0.)));
CHECK(signbit(half(-0.)));
// arithmetic
CHECK(half(-3) == -half(3));
CHECK(half(9) == half(3) * half(3));
CHECK(half(0) == half(pi) - half(pi));
CHECK(half(6.28125) == half(pi) + half(pi));
// comparisons
CHECK(half(3) > half(2));
CHECK(half(3) < half(4));
CHECK(half(3) <= half(3));
CHECK(half(3) >= half(3));
TRUE(half(NAN) != half(NAN));
FALSE(half(NAN) == half(NAN));
TRUE(half(3) != half(NAN));
FALSE(half(3) == half(NAN));
TRUE(half(NAN) != half(3));
FALSE(half(NAN) == half(3));
}