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Lightweight AI/ML Framework
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idx_loader.hpp
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/*
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*
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* Copyright 2025 Nathanne Isip
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*
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* Redistribution and use in source and binary forms,
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* with or without modification, are permitted provided
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* that the following conditions are met:
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*
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* 1. Redistributions of source code must retain the
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* above copyright notice, this list of conditions
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* and the following disclaimer.
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*
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* 2. Redistributions in binary form must reproduce
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* the above copyright notice, this list of conditions
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* and the following disclaimer in the documentation
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* and/or other materials provided with the distribution.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND
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* CONTRIBUTORS “AS IS” AND ANY EXPRESS OR IMPLIED WARRANTIES,
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* INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF
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* MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR
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* CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
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* SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
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* INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
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* WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
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* NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH
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* DAMAGE.
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*
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*/
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#ifndef CHISEI_IDX_LOADER_HPP
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#define CHISEI_IDX_LOADER_HPP
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#include <cstdint>
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#include <exception>
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#include <fstream>
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#include <vector>
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#include <
chisei/activation_functions.hpp
>
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#include <
chisei/neural_network.hpp
>
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namespace
chisei
{
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class
IDXLoader
final {
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public
:
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static
NeuralNetwork
fromMNIST
(
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const
std::string& images_file,
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const
std::string& labels_file,
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double
learning_rate,
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int
epoch
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);
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private
:
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static
uint32_t readUint32(std::ifstream& file);
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};
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}
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#endif
activation_functions.hpp
chisei::IDXLoader
Definition
idx_loader.hpp:47
chisei::IDXLoader::fromMNIST
static NeuralNetwork fromMNIST(const std::string &images_file, const std::string &labels_file, double learning_rate, int epoch)
chisei::NeuralNetwork
Represents a fully connected feedforward neural network.
Definition
neural_network.hpp:64
chisei
Definition
activation_functions.hpp:46
neural_network.hpp
Copyright 2025 -
Nathanne Isip