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