OpenBLAS/test/compare_sgemm_bgemm.c

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#include "../common.h"
#include <stdint.h>
#include <stdio.h>

#include "test_helpers.h"

#define SGEMM BLASFUNC(sgemm)
#define BGEMM BLASFUNC(bgemm)
#define BGEMM_LARGEST 256

int
main (int argc, char *argv[])
{
  blasint m, n, k;
  int i, j, l;
  blasint x, y;
  blasint one = 1;
  int ret = 0;
  int loop = BGEMM_LARGEST;
  char transA = 'N', transB = 'N';
  float alpha = 1.0, beta = 1.0;
  bfloat16 alpha_bf16;
  sbstobf16_(&one, &alpha, &one, &alpha_bf16, &one);
  bfloat16 beta_bf16;
  sbstobf16_(&one, &beta, &one, &beta_bf16, &one);

  for (x = 0; x <= loop; x++)
  {
    if ((x > 100) && (x != BGEMM_LARGEST)) continue;
    m = k = n = x;
    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 *AA = (bfloat16 *)malloc_safe(m * k * sizeof(bfloat16));
    bfloat16 *BB = (bfloat16 *)malloc_safe(k * n * sizeof(bfloat16));
    bfloat16 *CC = (bfloat16 *)malloc_safe(k * n * sizeof(bfloat16));
    FLOAT *DD = (FLOAT *)malloc_safe(m * n * sizeof(FLOAT));
    if ((A == NULL) || (B == NULL) || (C == NULL) || (AA == NULL) || (BB == NULL) ||
        (DD == NULL) || (CC == NULL))
      return 1;

    for (j = 0; j < m; j++)
    {
      for (i = 0; i < k; i++)
      {
        A[j * k + i] = ((FLOAT) rand () / (FLOAT) RAND_MAX) + 0.5;
        sbstobf16_(&one, &A[j*k+i], &one, &AA[j * k + i], &one);
      }
    }
    for (j = 0; j < n; j++)
    {
      for (i = 0; i < k; i++)
      {
        B[j * k + i] = ((FLOAT) rand () / (FLOAT) RAND_MAX) + 0.5;
        sbstobf16_(&one, &B[j*k+i], &one, &BB[j * k + i], &one);
      }
    }
    for (y = 0; y < 4; y++)
    {
      if ((y == 0) || (y == 2)) {
        transA = 'N';
      } else {
        transA = 'T';
      }
      if ((y == 0) || (y == 1)) {
        transB = 'N';
      } else {
        transB = 'T';
      }

      for (j = 0; j < m; j++)
      {
        for (i = 0; i < n; i++)
        {
          C[j * n + i] = 100.0;
          DD[j * n + i] = 100.0;
          sbstobf16_(&one, &C[j * n + i], &one, &CC[j * n + i], &one);
        }
      }

      SGEMM (&transA, &transB, &m, &n, &k, &alpha, A,
        &m, B, &k, &beta, C, &m);
      BGEMM (&transA, &transB, &m, &n, &k, &alpha_bf16, (bfloat16*)AA,
        &m, (bfloat16*)BB, &k, &beta_bf16, (bfloat16*)CC, &m);

      for (i = 0; i < n; i++)
        for (j = 0; j < m; j++)
        {
          for (l = 0; l < k; l++)
            if (transA == 'N' && transB == 'N')
            {
              DD[i * m + j] +=
                float16to32 (AA[l * m + j]) * float16to32 (BB[l + k * i]);
            } else if (transA == 'T' && transB == 'N')
            {
              DD[i * m + j] +=
                float16to32 (AA[k * j + l]) * float16to32 (BB[l + k * i]);
            } else if (transA == 'N' && transB == 'T')
            {
              DD[i * m + j] +=
                float16to32 (AA[l * m + j]) * float16to32 (BB[i + l * n]);
            } else if (transA == 'T' && transB == 'T')
            {
              DD[i * m + j] +=
                float16to32 (AA[k * j + l]) * float16to32 (BB[i + l * n]);
            }
          if (!is_close(float16to32(CC[i * m + j]), truncate_float32_to_bfloat16(C[i * m + j]), 0.01, 0.001)) {
#ifdef DEBUG
            printf("Mismatch at i=%d, j=%d, k=%d: CC=%.6f, C=%.6f\n",
                    i, j, k, float16to32(CC[i * m + j]), truncate_float32_to_bfloat16(C[i * m + j]));
#endif
            ret++;
          }

          if (!is_close(float16to32(CC[i * m + j]), truncate_float32_to_bfloat16(DD[i * m + j]), 0.01, 0.001)) {
#ifdef DEBUG
            printf("Mismatch at i=%d, j=%d, k=%d: CC=%.6f, DD=%.6f\n",
                    i, j, k, float16to32(CC[i * m + j]), truncate_float32_to_bfloat16(DD[i * m + j]));
#endif
            ret++;
          }
            
        }
    }
    free(A);
    free(B);
    free(C);
    free(AA);
    free(BB);
    free(CC);
    free(DD);
  }

  if (ret != 0) {
    fprintf(stderr, "BGEMM FAILURES: %d\n", ret);
    return 1;
  }

  return ret;
}