Improve bgemm and sbgemm testingpull/5382/head
| @@ -13,7 +13,7 @@ | |||
| # 3. Neither the name of the OpenBLAS project nor the names of | |||
| # its contributors may be used to endorse or promote products | |||
| # derived from this software without specific prior written permission. | |||
| # | |||
| # | |||
| # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | |||
| # AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | |||
| # IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE | |||
| @@ -34,6 +34,7 @@ ifneq (, $(filter $(CORE),LOONGSON3R3 LOONGSON3R4)) | |||
| endif | |||
| override FFLAGS += -fno-tree-vectorize | |||
| endif | |||
| override CFLAGS += -std=c11 -Wall -Werror | |||
| SUPPORT_GEMM3M = 0 | |||
| @@ -402,10 +403,10 @@ zblat3 : zblat3.$(SUFFIX) ../$(LIBNAME) | |||
| endif | |||
| ifeq ($(BUILD_BFLOAT16),1) | |||
| test_bgemm : compare_sgemm_bgemm.c ../$(LIBNAME) | |||
| test_bgemm : compare_sgemm_bgemm.c test_helpers.h ../$(LIBNAME) | |||
| $(CC) $(CLDFLAGS) -o test_bgemm compare_sgemm_bgemm.c ../$(LIBNAME) $(EXTRALIB) $(CEXTRALIB) | |||
| test_sbgemm : compare_sgemm_sbgemm.c ../$(LIBNAME) | |||
| test_sbgemm : compare_sgemm_sbgemm.c test_helpers.h ../$(LIBNAME) | |||
| $(CC) $(CLDFLAGS) -o test_sbgemm compare_sgemm_sbgemm.c ../$(LIBNAME) $(EXTRALIB) $(CEXTRALIB) | |||
| endif | |||
| @@ -28,20 +28,13 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | |||
| #include <stdint.h> | |||
| #include <stdio.h> | |||
| #include "test_helpers.h" | |||
| #define SGEMM BLASFUNC(sgemm) | |||
| #define BGEMM BLASFUNC(bgemm) | |||
| #define BGEMM_LARGEST 256 | |||
| static float float16to32(bfloat16 value) | |||
| { | |||
| blasint one = 1; | |||
| float result; | |||
| sbf16tos_(&one, &value, &one, &result, &one); | |||
| return result; | |||
| } | |||
| static float truncate_float(float value) { | |||
| static float truncate_float32_to_bfloat16(float value) { | |||
| blasint one = 1; | |||
| bfloat16 tmp; | |||
| float result; | |||
| @@ -50,17 +43,6 @@ static float truncate_float(float value) { | |||
| return result; | |||
| } | |||
| static void *malloc_safe(size_t size) { | |||
| if (size == 0) | |||
| return malloc(1); | |||
| else | |||
| return malloc(size); | |||
| } | |||
| static float is_close(float a, float b, float rtol, float atol) { | |||
| return fabs(a - b) <= (atol + rtol*fabs(b)); | |||
| } | |||
| int | |||
| main (int argc, char *argv[]) | |||
| { | |||
| @@ -151,15 +133,15 @@ main (int argc, char *argv[]) | |||
| DD[i * m + j] += | |||
| float16to32 (AA[k * j + l]) * float16to32 (BB[i + l * n]); | |||
| } | |||
| if (!is_close(float16to32(CC[i * m + j]), truncate_float(C[i * m + j]), 0.01, 0.001)) { | |||
| if (!is_close(float16to32(CC[i * m + j]), truncate_float32_to_bfloat16(C[i * m + j]), 0.01, 0.001)) { | |||
| printf("Mismatch at i=%d, j=%d, k=%d: CC=%.6f, C=%.6f\n", | |||
| i, j, k, float16to32(CC[i * m + j]), truncate_float(C[i * m + j])); | |||
| i, j, k, float16to32(CC[i * m + j]), truncate_float32_to_bfloat16(C[i * m + j])); | |||
| ret++; | |||
| } | |||
| if (!is_close(float16to32(CC[i * m + j]), truncate_float(DD[i * m + j]), 0.0001, 0.00001)) { | |||
| if (!is_close(float16to32(CC[i * m + j]), truncate_float32_to_bfloat16(DD[i * m + j]), 0.0001, 0.00001)) { | |||
| printf("Mismatch at i=%d, j=%d, k=%d: CC=%.6f, DD=%.6f\n", | |||
| i, j, k, float16to32(CC[i * m + j]), truncate_float(DD[i * m + j])); | |||
| i, j, k, float16to32(CC[i * m + j]), truncate_float32_to_bfloat16(DD[i * m + j])); | |||
| ret++; | |||
| } | |||
| @@ -27,72 +27,15 @@ USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | |||
| #include <stdio.h> | |||
| #include <stdint.h> | |||
| #include "../common.h" | |||
| #include "test_helpers.h" | |||
| #define SGEMM BLASFUNC(sgemm) | |||
| #define SBGEMM BLASFUNC(sbgemm) | |||
| #define SGEMV BLASFUNC(sgemv) | |||
| #define SBGEMV BLASFUNC(sbgemv) | |||
| typedef union | |||
| { | |||
| unsigned short v; | |||
| #if defined(_AIX) | |||
| struct __attribute__((packed)) | |||
| #else | |||
| struct | |||
| #endif | |||
| { | |||
| #if __BYTE_ORDER__ == __ORDER_BIG_ENDIAN__ | |||
| unsigned short s:1; | |||
| unsigned short e:8; | |||
| unsigned short m:7; | |||
| #else | |||
| unsigned short m:7; | |||
| unsigned short e:8; | |||
| unsigned short s:1; | |||
| #endif | |||
| } bits; | |||
| } bfloat16_bits; | |||
| typedef union | |||
| { | |||
| float v; | |||
| #if defined(_AIX) | |||
| struct __attribute__((packed)) | |||
| #else | |||
| struct | |||
| #endif | |||
| { | |||
| #if __BYTE_ORDER__ == __ORDER_BIG_ENDIAN__ | |||
| uint32_t s:1; | |||
| uint32_t e:8; | |||
| uint32_t m:23; | |||
| #else | |||
| uint32_t m:23; | |||
| uint32_t e:8; | |||
| uint32_t s:1; | |||
| #endif | |||
| } bits; | |||
| } float32_bits; | |||
| float | |||
| float16to32 (bfloat16_bits f16) | |||
| { | |||
| float32_bits f32; | |||
| f32.bits.s = f16.bits.s; | |||
| f32.bits.e = f16.bits.e; | |||
| f32.bits.m = (uint32_t) f16.bits.m << 16; | |||
| return f32.v; | |||
| } | |||
| #define SBGEMM_LARGEST 256 | |||
| void *malloc_safe(size_t size) | |||
| { | |||
| if (size == 0) | |||
| return malloc(1); | |||
| else | |||
| return malloc(size); | |||
| } | |||
| int | |||
| main (int argc, char *argv[]) | |||
| { | |||
| @@ -111,14 +54,13 @@ main (int argc, char *argv[]) | |||
| float *A = (float *)malloc_safe(m * k * sizeof(FLOAT)); | |||
| float *B = (float *)malloc_safe(k * n * sizeof(FLOAT)); | |||
| float *C = (float *)malloc_safe(m * n * sizeof(FLOAT)); | |||
| bfloat16_bits *AA = (bfloat16_bits *)malloc_safe(m * k * sizeof(bfloat16_bits)); | |||
| bfloat16_bits *BB = (bfloat16_bits *)malloc_safe(k * n * sizeof(bfloat16_bits)); | |||
| bfloat16 *AA = (bfloat16 *)malloc_safe(m * k * sizeof(bfloat16)); | |||
| bfloat16 *BB = (bfloat16 *)malloc_safe(k * n * sizeof(bfloat16)); | |||
| float *DD = (float *)malloc_safe(m * n * sizeof(FLOAT)); | |||
| float *CC = (float *)malloc_safe(m * n * sizeof(FLOAT)); | |||
| if ((A == NULL) || (B == NULL) || (C == NULL) || (AA == NULL) || (BB == NULL) || | |||
| (DD == NULL) || (CC == NULL)) | |||
| return 1; | |||
| bfloat16 atmp,btmp; | |||
| blasint one=1; | |||
| for (j = 0; j < m; j++) | |||
| @@ -126,8 +68,7 @@ main (int argc, char *argv[]) | |||
| for (i = 0; i < k; i++) | |||
| { | |||
| A[j * k + i] = ((FLOAT) rand () / (FLOAT) RAND_MAX) + 0.5; | |||
| sbstobf16_(&one, &A[j*k+i], &one, &atmp, &one); | |||
| AA[j * k + i].v = atmp; | |||
| sbstobf16_(&one, &A[j*k+i], &one, &AA[j * k + i], &one); | |||
| } | |||
| } | |||
| for (j = 0; j < n; j++) | |||
| @@ -135,8 +76,7 @@ main (int argc, char *argv[]) | |||
| for (i = 0; i < k; i++) | |||
| { | |||
| B[j * k + i] = ((FLOAT) rand () / (FLOAT) RAND_MAX) + 0.5; | |||
| sbstobf16_(&one, &B[j*k+i], &one, &btmp, &one); | |||
| BB[j * k + i].v = btmp; | |||
| sbstobf16_(&one, &B[j*k+i], &one, &BB[j * k + i], &one); | |||
| } | |||
| } | |||
| for (y = 0; y < 4; y++) | |||
| @@ -182,10 +122,12 @@ main (int argc, char *argv[]) | |||
| DD[i * m + j] += | |||
| float16to32 (AA[k * j + l]) * float16to32 (BB[i + l * n]); | |||
| } | |||
| if (fabs (CC[i * m + j] - C[i * m + j]) > 1.0) | |||
| if (!is_close(CC[i * m + j], C[i * m + j], 0.01, 0.001)) { | |||
| ret++; | |||
| if (fabs (CC[i * m + j] - DD[i * m + j]) > 1.0) | |||
| } | |||
| if (!is_close(CC[i * m + j], DD[i * m + j], 0.001, 0.0001)) { | |||
| ret++; | |||
| } | |||
| } | |||
| } | |||
| free(A); | |||
| @@ -211,14 +153,13 @@ main (int argc, char *argv[]) | |||
| float *A = (float *)malloc_safe(x * x * sizeof(FLOAT)); | |||
| float *B = (float *)malloc_safe(x * sizeof(FLOAT) << l); | |||
| float *C = (float *)malloc_safe(x * sizeof(FLOAT) << l); | |||
| bfloat16_bits *AA = (bfloat16_bits *)malloc_safe(x * x * sizeof(bfloat16_bits)); | |||
| bfloat16_bits *BB = (bfloat16_bits *)malloc_safe(x * sizeof(bfloat16_bits) << l); | |||
| bfloat16 *AA = (bfloat16 *)malloc_safe(x * x * sizeof(bfloat16)); | |||
| bfloat16 *BB = (bfloat16 *)malloc_safe(x * sizeof(bfloat16) << l); | |||
| float *DD = (float *)malloc_safe(x * sizeof(FLOAT)); | |||
| float *CC = (float *)malloc_safe(x * sizeof(FLOAT) << l); | |||
| if ((A == NULL) || (B == NULL) || (C == NULL) || (AA == NULL) || (BB == NULL) || | |||
| (DD == NULL) || (CC == NULL)) | |||
| return 1; | |||
| bfloat16 atmp, btmp; | |||
| blasint one = 1; | |||
| for (j = 0; j < x; j++) | |||
| @@ -226,12 +167,10 @@ main (int argc, char *argv[]) | |||
| for (i = 0; i < x; i++) | |||
| { | |||
| A[j * x + i] = ((FLOAT) rand () / (FLOAT) RAND_MAX) + 0.5; | |||
| sbstobf16_(&one, &A[j*x+i], &one, &atmp, &one); | |||
| AA[j * x + i].v = atmp; | |||
| sbstobf16_(&one, &A[j*x+i], &one, &AA[j * x + i], &one); | |||
| } | |||
| B[j << l] = ((FLOAT) rand () / (FLOAT) RAND_MAX) + 0.5; | |||
| sbstobf16_(&one, &B[j << l], &one, &btmp, &one); | |||
| BB[j << l].v = btmp; | |||
| sbstobf16_(&one, &B[j << l], &one, &BB[j << l], &one); | |||
| CC[j << l] = C[j << l] = ((FLOAT) rand () / (FLOAT) RAND_MAX) + 0.5; | |||
| } | |||
| @@ -262,10 +201,12 @@ main (int argc, char *argv[]) | |||
| } | |||
| for (j = 0; j < x; j++) { | |||
| if (fabs (CC[j << l] - C[j << l]) > 1.0) | |||
| if (!is_close(CC[j << l], C[j << l], 0.01, 0.001)) { | |||
| ret++; | |||
| if (fabs (CC[j << l] - DD[j]) > 1.0) | |||
| } | |||
| if (!is_close(CC[j << l], DD[j], 0.001, 0.0001)) { | |||
| ret++; | |||
| } | |||
| } | |||
| } | |||
| free(A); | |||
| @@ -0,0 +1,55 @@ | |||
| /*************************************************************************** | |||
| Copyright (c) 2025 The OpenBLAS Project | |||
| All rights reserved. | |||
| Redistribution and use in source and binary forms, with or without | |||
| modification, are permitted provided that the following conditions are | |||
| met: | |||
| 1. Redistributions of source code must retain the above copyright | |||
| notice, this list of conditions and the following disclaimer. | |||
| 2. Redistributions in binary form must reproduce the above copyright | |||
| notice, this list of conditions and the following disclaimer in | |||
| the documentation and/or other materials provided with the | |||
| distribution. | |||
| 3. Neither the name of the OpenBLAS project nor the names of | |||
| its contributors may be used to endorse or promote products | |||
| derived from this software without specific prior written permission. | |||
| THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | |||
| AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | |||
| IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE | |||
| ARE DISCLAIMED. IN NO EVENT SHALL THE OPENBLAS PROJECT OR CONTRIBUTORS BE | |||
| LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR | |||
| CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE | |||
| GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) | |||
| HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT | |||
| LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF | |||
| THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | |||
| *****************************************************************************/ | |||
| #ifndef TEST_HELPERS_H | |||
| #define TEST_HELPERS_H | |||
| #include <stdbool.h> | |||
| #include "../common.h" | |||
| #if IFLOAT == bfloat16 | |||
| static float float16to32(bfloat16 value) | |||
| { | |||
| blasint one = 1; | |||
| float result; | |||
| sbf16tos_(&one, &value, &one, &result, &one); | |||
| return result; | |||
| } | |||
| #endif | |||
| static void *malloc_safe(size_t size) { | |||
| if (size == 0) | |||
| return malloc(1); | |||
| else | |||
| return malloc(size); | |||
| } | |||
| static bool is_close(float a, float b, float rtol, float atol) { | |||
| return fabs(a - b) <= (atol + rtol*fabs(b)); | |||
| } | |||
| #endif | |||