39 lines
791 B
C++
39 lines
791 B
C++
#pragma once
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#include "./core/omp_config.h"
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#include "./utils/vector.h"
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#include "./utils/matrix.h"
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#include "./utils/random.h"
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namespace neural_networks{
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template <typename T>
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struct Dense_Layer{
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//utils::Matrix<T> _inputs;
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utils::Matrix<T> weights;
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utils::Vector<T> biases;
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utils::Matrix<T> outputs;
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// Default Constructor
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Dense_Layer() = default;
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// Constructor
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Dense_Layer(const uint64_t n_inputs, const uint64_t n_neurons){
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weights.random(n_inputs, n_neurons, -1, 1);
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biases.resize(n_neurons, T{0});
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}
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void forward(utils::Matrix<T>& inputs){
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outputs = numerics::matadd(numerics::matmul_auto(inputs, weights), biases, "row");
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}
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};
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} // end namespace neural_networks
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