mirror of
https://github.com/lordmathis/CUDANet.git
synced 2025-12-22 06:14:22 +00:00
43 lines
800 B
C++
43 lines
800 B
C++
#pragma once
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#include <vector>
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#include "shape.hpp"
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#include "tensor.hpp"
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#define CUDANET_SAME_PADDING(inputSize, kernelSize, stride) \
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((stride - 1) * inputSize - stride + kernelSize) / 2;
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namespace CUDANet {
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/**
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* @brief Basic Sequential Layer
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*
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*/
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class Layer {
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public:
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virtual ~Layer(){};
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virtual CUDANet::Tensor& forward(CUDANet::Tensor &input) = 0;
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virtual CUDANet::Shape input_shape() = 0;
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virtual CUDANet::Shape output_shape() = 0;
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virtual int input_size() = 0;
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virtual int output_size() = 0;
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virtual void set_weights(CUDANet::Tensor &input) = 0;
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virtual CUDANet::Tensor& get_weights() = 0;
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virtual void set_biases(CUDANet::Tensor &input) = 0;
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virtual CUDANet::Tensor& get_biases() = 0;
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};
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} // namespace CUDANet::Layers
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