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https://github.com/lordmathis/CUDANet.git
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Implement Add layer
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@@ -12,6 +12,7 @@ set(LIBRARY_SOURCES
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src/kernels/activation_functions.cu
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src/kernels/convolution.cu
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src/kernels/matmul.cu
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src/layers/add.cu
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src/layers/dense.cu
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src/layers/conv2d.cu
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src/layers/concat.cu
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40
include/layers/add.cuh
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40
include/layers/add.cuh
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@@ -0,0 +1,40 @@
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#ifndef CUDANET_ADD_LAYER_H
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#define CUDANET_ADD_LAYER_H
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namespace CUDANet::Layers {
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class Add {
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public:
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/**
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* @brief Create a new Add layer
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*
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* @param inputSize Size of the input arrays
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*/
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Add(int inputSize);
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/**
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* @brief Destroy the Add layer
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*
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*/
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~Add();
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/**
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* @brief Adds the two inputs
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*
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* @param d_inputA Device pointer to the first input
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* @param d_inputB Device pointer to the second input
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*
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* @return Device pointer to the output
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*/
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float* forward(const float* d_inputA, const float* d_inputB);
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private:
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int inputSize;
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int gridSize;
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float* d_output;
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};
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} // namespace CUDANet::Layers
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#endif // CUDANET_ADD_LAYER_H
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29
src/layers/add.cu
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29
src/layers/add.cu
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@@ -0,0 +1,29 @@
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#include "add.cuh"
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#include "matmul.cuh"
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#include "cuda_helper.cuh"
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using namespace CUDANet;
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Layers::Add::Add(int inputSize)
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: inputSize(inputSize) {
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d_output = nullptr;
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CUDA_CHECK(cudaMalloc((void**)&d_output, sizeof(float) * inputSize));
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gridSize = (inputSize + BLOCK_SIZE - 1) / BLOCK_SIZE;
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}
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Layers::Add::~Add() {
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cudaFree(d_output);
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}
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float* Layers::Add::forward(const float* d_inputA, const float* d_inputB) {
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Kernels::vec_vec_add<<<gridSize, BLOCK_SIZE>>>(
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d_inputA, d_inputB, d_output, inputSize
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);
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}
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