} bits;
} bfloat16_bits;
+typedef union
+{
+ float v;
+ struct
+ {
+ uint32_t m:23;
+ uint32_t e:8;
+ uint32_t s:1;
+ } 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;
+}
+
int
main (int argc, char *argv[])
{
int loop = 100;
char transA = 'N', transB = 'N';
float alpha = 1.0, beta = 0.0;
- char transa = 'N';
- char transb = 'N';
for (x = 0; x <= loop; x++)
{
float B[k * n];
float C[m * n];
bfloat16_bits AA[m * k], BB[k * n];
- float CC[m * n];
+ float DD[m * n], CC[m * n];
for (j = 0; j < m; j++)
{
for (i = 0; i < m; i++)
{
- A[j * k + i] = ((FLOAT) rand() / (FLOAT) RAND_MAX) + 0.5;
- B[j * k + i] = ((FLOAT) rand() / (FLOAT) RAND_MAX) + 0.5;
+ A[j * k + i] = ((FLOAT) rand () / (FLOAT) RAND_MAX) + 0.5;
+ B[j * k + i] = ((FLOAT) rand () / (FLOAT) RAND_MAX) + 0.5;
C[j * k + i] = 0;
AA[j * k + i].v = *(uint32_t *) & A[j * k + i] >> 16;
BB[j * k + i].v = *(uint32_t *) & B[j * k + i] >> 16;
CC[j * k + i] = 0;
+ DD[j * k + i] = 0;
}
}
SGEMM (&transA, &transB, &m, &n, &k, &alpha, A,
- &m, B, &k, &beta, C, &m);
+ &m, B, &k, &beta, C, &m);
SHGEMM (&transA, &transB, &m, &n, &k, &alpha, AA,
- &m, BB, &k, &beta, CC, &m);
-
+ &m, BB, &k, &beta, CC, &m);
for (i = 0; i < n; i++)
- for (j = 0; j < m; j++)
- for (l = 0; l < k; l++)
- if (fabs(CC[i * m + j]-C[i * m + j]) > 1.0)
- ret++;
+ for (j = 0; j < m; j++)
+ for (l = 0; l < k; l++)
+ if (fabs (CC[i * m + j] - C[i * m + j]) > 1.0)
+ ret++;
+ if (transA == 'N' && transB == 'N')
+ {
+ for (i = 0; i < n; i++)
+ for (j = 0; j < m; j++)
+ for (l = 0; l < k; l++)
+ {
+ DD[i * m + j] +=
+ float16to32 (AA[l * m + j]) * float16to32 (BB[l + k * i]);
+ }
+ for (i = 0; i < n; i++)
+ for (j = 0; j < m; j++)
+ for (l = 0; l < k; l++)
+ if (CC[i * m + j] != DD[i * m + j])
+ ret++;
+ }
}
if (ret != 0)
fprintf (stderr, "FATAL ERROR SHGEMM - Return code: %d\n", ret);