This commit is contained in:
KeDengMS 2021-04-18 04:09:34 +00:00
parent 41a31b404b
commit 5c62d892fa

View File

@ -29,6 +29,8 @@
#include "../../common/cutlass_unit_test.h" #include "../../common/cutlass_unit_test.h"
#include "cutlass/epilogue/thread/linear_combination.h" #include "cutlass/epilogue/thread/linear_combination.h"
#include "cutlass/epilogue/thread/linear_combination_gelu.h"
#include "cutlass/epilogue/thread/activation.h"
///////////////////////////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////////////////////////////////
@ -119,3 +121,47 @@ TEST(Epilogue_thread_linear_combination, device_side_f16_f32_ptr) {
} }
///////////////////////////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////////////////////////////////
TEST(Epilogue_thread_linear_combination_gelu, device_side_f16_f16_ptr) {
using Element = cutlass::half_t;
using ElementOutput = cutlass::half_t;
int const kCount = 8;
using LinearCombination = cutlass::epilogue::thread::LinearCombinationGELU<
ElementOutput,
kCount,
Element,
Element>;
Element alpha = Element(1);
Element beta = Element(0);
typename LinearCombination::Params params(&alpha, &beta);
LinearCombination linear_combination_op(params);
cutlass::Array<ElementOutput, kCount> source;
cutlass::Array<Element, kCount> accum;
for (int i = 0; i < kCount; ++i) {
accum[i] = Element((float)i * 0.3f);
source[i] = ElementOutput(0);
}
cutlass::Array<ElementOutput, kCount> destination = linear_combination_op(accum, source);
const float sqrt2 = sqrtf(2.0f);
for (int i = 0; i < kCount; ++i) {
float scalar = (float)accum[i];
ElementOutput expected = ElementOutput(
0.5f * scalar * (1.0f + erff(scalar / sqrt2))
);
ElementOutput got = destination[i];
ElementOutput diff(fabs((float)(expected - got)));
EXPECT_TRUE(diff <= std::numeric_limits<cutlass::half_t>::epsilon());
}
}
/////////////////////////////////////////////////////////////////////////////////////////////////