Add activations test

This commit is contained in:
2024-02-27 20:19:17 +01:00
parent 48ba09b28d
commit b1eb8b5806
6 changed files with 54 additions and 21 deletions

View File

@@ -10,7 +10,7 @@ include_directories(${CUDAToolkit_INCLUDE_DIRS})
# Add project source files for the library
set(LIBRARY_SOURCES
src/utils/cuda_helper.cu
src/functions/activations.cu
src/kernels/activations.cu
src/layers/dense.cu
)
@@ -28,7 +28,7 @@ target_link_libraries(${PROJECT_NAME} CUDA::cublas CUDA::cudart)
target_include_directories(${PROJECT_NAME} PUBLIC
${CMAKE_CURRENT_SOURCE_DIR}/include
${CMAKE_CURRENT_SOURCE_DIR}/include/utils
${CMAKE_CURRENT_SOURCE_DIR}/include/functions
${CMAKE_CURRENT_SOURCE_DIR}/include/kernels
${CMAKE_CURRENT_SOURCE_DIR}/include/layers
${CMAKE_CURRENT_SOURCE_DIR}/src
)

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@@ -1,7 +1,7 @@
find_package(GTest REQUIRED)
include_directories(${GTEST_INCLUDE_DIRS})
add_executable(test_dense layers/test_dense.cu)
add_executable(test_main layers/test_dense.cu kernels/test_activations.cu)
add_library(test_utils
test_utils/test_cublas_fixture.cu
@@ -9,6 +9,6 @@ add_library(test_utils
target_include_directories(test_utils PUBLIC test_utils)
target_link_libraries(test_dense ${GTEST_BOTH_LIBRARIES} CUDANet test_utils)
target_link_libraries(test_main ${GTEST_BOTH_LIBRARIES} CUDANet test_utils)
add_test(NAME TestDense COMMAND test_dense)
add_test(NAME TestMain COMMAND test_main)

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@@ -0,0 +1,49 @@
#include <cuda_runtime_api.h>
#include <driver_types.h>
#include <iostream>
#include "activations.cuh"
#include "gtest/gtest.h"
#include "test_cublas_fixture.cuh"
class ActivationsTest : public CublasTestFixture {
protected:
cudaError_t cudaStatus;
cublasStatus_t cublasStatus;
};
TEST_F(ActivationsTest, SigmoidSanityCheck) {
float input[3] = {-100.0f, 0.0f, 100.0f};
std::vector<float> expected_output = {0.0f, 0.5f, 1.0f};
float* d_input;
float* d_output;
cudaStatus = cudaMalloc((void**)&d_input, sizeof(float) * 3);
EXPECT_EQ(cudaStatus, cudaSuccess);
cudaStatus = cudaMalloc((void**)&d_output, sizeof(float) * 3);
EXPECT_EQ(cudaStatus, cudaSuccess);
cublasStatus = cublasSetVector(3, sizeof(float), input, 1, d_input, 1);
EXPECT_EQ(cublasStatus, CUBLAS_STATUS_SUCCESS);
sigmoid_kernel<<<1, 3>>>(d_input, d_output, 3);
cudaStatus = cudaDeviceSynchronize();
EXPECT_EQ(cudaStatus, cudaSuccess);
std::vector<float> output(3);
cublasStatus = cublasGetVector(3, sizeof(float), d_output, 1, output.data(), 1);
EXPECT_EQ(cublasStatus, CUBLAS_STATUS_SUCCESS);
for (int i = 0; i < 3; i++) {
EXPECT_NEAR(expected_output[i], output[i], 1e-5);
}
cudaFree(d_input);
cudaFree(d_output);
}

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@@ -1,16 +0,0 @@
#include <cuda_runtime_api.h>
#include <driver_types.h>
#include <iostream>
#include "functions.cuh"
#include "gtest/gtest.h"
#include "test_cublas_fixture.cuh"
class FunctionsTest : public CublasTestFixture {
protected:
cudaError_t cudaStatus;
cublasStatus_t cublasStatus;
};
TEST_F(FunctionsTest, sigmoid) {}