/*************************************************************************************************** * Copyright (c) 2017-2021, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without modification, are permitted * provided that the following conditions are met: * * Redistributions of source code must retain the above copyright notice, this list of * conditions and the following disclaimer. * * 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. * * Neither the name of the NVIDIA CORPORATION 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 NVIDIA CORPORATION 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 TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ /*! \file \brief Unit tests for thread-level GEMM */ #include "../../common/cutlass_unit_test.h" #include "cutlass/epilogue/thread/linear_combination.h" #include "cutlass/epilogue/thread/linear_combination_gelu.h" #include "cutlass/epilogue/thread/activation.h" ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(Epilogue_thread_linear_combination, device_side_f16_f32_value) { using Element = float; using ElementOutput = cutlass::half_t; int const kCount = 8; using LinearCombination = cutlass::epilogue::thread::LinearCombination< ElementOutput, kCount, Element, Element>; Element alpha = Element(2); Element beta = Element(1); typename LinearCombination::Params params(alpha, beta); LinearCombination linear_combination_op(params); cutlass::Array source; cutlass::Array accum; for (int i = 0; i < kCount; ++i) { accum[i] = Element(i * 2); source[i] = ElementOutput((i * 7 % 9) - 4); } cutlass::Array destination = linear_combination_op(accum, source); for (int i = 0; i < kCount; ++i) { ElementOutput expected = ElementOutput( alpha * accum[i] + beta * Element(ElementOutput(source[i])) ); ElementOutput got = destination[i]; EXPECT_TRUE(expected == got); } } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(Epilogue_thread_linear_combination, device_side_f16_f32_ptr) { using Element = float; using ElementOutput = cutlass::half_t; int const kCount = 8; using LinearCombination = cutlass::epilogue::thread::LinearCombination< ElementOutput, kCount, Element, Element>; Element alpha = Element(2); Element beta = Element(1); typename LinearCombination::Params params(&alpha, &beta); LinearCombination linear_combination_op(params); cutlass::Array source; cutlass::Array accum; for (int i = 0; i < kCount; ++i) { accum[i] = Element(i * 2); source[i] = ElementOutput((i * 7 % 9) - 4); } cutlass::Array destination = linear_combination_op(accum, source); for (int i = 0; i < kCount; ++i) { ElementOutput expected = ElementOutput( alpha * accum[i] + beta * Element(ElementOutput(source[i])) ); ElementOutput got = destination[i]; EXPECT_TRUE(expected == got); } } ///////////////////////////////////////////////////////////////////////////////////////////////// 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 accum; for (int i = 0; i < kCount; ++i) { accum[i] = Element((float)i * 0.3f); } cutlass::Array destination = linear_combination_op(accum, accum); cutlass::epilogue::thread::GELU gelu_func; for (int i = 0; i < kCount; ++i) { ElementOutput expected = gelu_func(accum[i]); ElementOutput got = destination[i]; EXPECT_TRUE(expected == got); } } /////////////////////////////////////////////////////////////////////////////////////////////////