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Start implementing padding kernel
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82
test/kernels/test_padding.cu
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82
test/kernels/test_padding.cu
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#include <cuda_runtime_api.h>
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#include <gtest/gtest.h>
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#include <iostream>
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#include "padding.cuh"
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#include "test_cublas_fixture.cuh"
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class PaddingTest : 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(PaddingTest, SimplePaddingTest) {
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int w = 2;
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int h = 3;
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int n = 2;
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int p = 1;
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float* d_input;
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float* d_padded;
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int inputSize = w * h * n;
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int paddedSize = (w + 2 * p) * (h + 2 * p) * n;
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cudaStatus = cudaMalloc((void**)&d_input, sizeof(float) * inputSize);
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EXPECT_EQ(cudaStatus, cudaSuccess);
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cudaStatus = cudaMalloc(
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(void**)&d_padded, sizeof(float) * paddedSize
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);
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EXPECT_EQ(cudaStatus, cudaSuccess);
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/*
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Matrix channel 0:
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0 1
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2 3
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4 5
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Matrix channel 1:
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6 7
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8 9
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10 11
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Represented as column major vector:
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0 2 4 1 3 5 6 8 10 7 9 11
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*/
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std::vector<float> input = {0.0f, 2.0f, 4.0f, 1.0f, 3.0f, 5.0f,
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6.0f, 8.0f, 10.0f, 7.0f, 9.0f, 11.0f};
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cublasStatus =
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cublasSetVector(inputSize, sizeof(float), input.data(), 1, d_input, 1);
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EXPECT_EQ(cublasStatus, CUBLAS_STATUS_SUCCESS);
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pad_matrix_kernel<<<1, 1>>>(d_input, d_padded, w, h, n, p);
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cudaStatus = cudaDeviceSynchronize();
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EXPECT_EQ(cudaStatus, cudaSuccess);
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std::vector<float> expectedOutput = {
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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 2.0f, 4.0f, 0.0f,
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0.0f, 1.0f, 3.0f, 5.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f,
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0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 8.0f, 10.0f, 0.0f,
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0.0f, 7.0f, 9.0f, 11.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f
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};
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std::vector<float> output(paddedSize);
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cublasStatus = cublasGetVector(
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paddedSize, sizeof(float), d_padded, 1, output.data(), 1
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);
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std::cout << "Actual output: " << std::endl;
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for (int i = 0; i < paddedSize; i++) {
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std::cout << output[i] << " ";
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}
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std::cout << std::endl;
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for (int i = 0; i < paddedSize; i++) {
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EXPECT_NEAR(expectedOutput[i], output[i], 1e-5);
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}
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}
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