silly problems files are a problem

.idea/editor.xml

@@ -2,482 +2,482 @@
 <project version="4">
   <component name="BackendCodeEditorSettings">
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+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAConstantParameter/@EntryIndexedValue" value="WARNING" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAConstantParameter/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAConstantFunctionResult/@EntryIndexedValue" value="WARNING" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAConstantFunctionResult/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAArrayIndexOutOfBounds/@EntryIndexedValue" value="WARNING" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAArrayIndexOutOfBounds/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnreachableCode/@EntryIndexedValue" value="WARNING" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnreachableCode/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnreachableFunctionCall/@EntryIndexedValue" value="WARNING" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnreachableFunctionCall/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAEndlessLoop/@EntryIndexedValue" value="WARNING" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAEndlessLoop/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAInfiniteRecursion/@EntryIndexedValue" value="WARNING" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAInfiniteRecursion/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnusedValue/@EntryIndexedValue" value="WARNING" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnusedValue/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnreadVariable/@EntryIndexedValue" value="WARNING" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFAUnreadVariable/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFATimeOver/@EntryIndexedValue" value="HINT" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppDFATimeOver/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppInconsistentNaming/@EntryIndexedValue" value="DO_NOT_SHOW" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CppInconsistentNaming/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=StringLiteralTypo/@EntryIndexedValue" value="DO_NOT_SHOW" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=StringLiteralTypo/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CommentTypo/@EntryIndexedValue" value="DO_NOT_SHOW" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=CommentTypo/@EntryIndexRemoved" />
+    <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=IdentifierTypo/@EntryIndexedValue" value="DO_NOT_SHOW" type="string" />
     <option name="/Default/CodeInspection/Highlighting/InspectionSeverities/=IdentifierTypo/@EntryIndexRemoved" />
   </component>
 </project>

.idea/vcs.xml

@@ -4,24 +4,16 @@
     <mapping directory="" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-debug/_deps/freetype-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-debug/_deps/freetype-src/subprojects/dlg" vcs="Git" />
-    <mapping directory="$PROJECT_DIR$/cmake-build-debug/_deps/glfw3-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-debug/_deps/imgui-src" vcs="Git" />
-    <mapping directory="$PROJECT_DIR$/cmake-build-debug/_deps/opennn-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-release/_deps/freetype-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-release/_deps/freetype-src/subprojects/dlg" vcs="Git" />
-    <mapping directory="$PROJECT_DIR$/cmake-build-release/_deps/glfw3-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-release/_deps/imgui-src" vcs="Git" />
-    <mapping directory="$PROJECT_DIR$/cmake-build-release/_deps/opennn-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo-addrsan/_deps/freetype-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo-addrsan/_deps/freetype-src/subprojects/dlg" vcs="Git" />
-    <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo-addrsan/_deps/glfw3-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo-addrsan/_deps/imgui-src" vcs="Git" />
-    <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo-addrsan/_deps/opennn-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo/_deps/freetype-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo/_deps/freetype-src/subprojects/dlg" vcs="Git" />
-    <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo/_deps/glfw3-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo/_deps/imgui-src" vcs="Git" />
-    <mapping directory="$PROJECT_DIR$/cmake-build-relwithdebinfo/_deps/opennn-src" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/lib/blt-with-graphics" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT" vcs="Git" />
     <mapping directory="$PROJECT_DIR$/lib/blt-with-graphics/libraries/BLT/libraries/parallel-hashmap" vcs="Git" />

CMakeLists.txt

@@ -1,5 +1,5 @@
 cmake_minimum_required(VERSION 3.25)
-project(COSC-4P80-Final-Project VERSION 0.0.2)
+project(COSC-4P80-Final-Project VERSION 0.0.5)
 
 option(ENABLE_ADDRSAN "Enable the address sanitizer" OFF)
 option(ENABLE_UBSAN "Enable the ub sanitizer" OFF)

commit.py

@@ -36,7 +36,7 @@ else:
 	if len(str(XDG_CONFIG_HOME)) == 0:
 		XDG_CONFIG_HOME = USER_HOME
 	CONFIG_FILE_DIRECTORY = XDG_CONFIG_HOME / "blt"
-	CONFIG_FILE_LOCATION = CONFIG_FILE_DIRECTORY / "commit_config.env"
+	CONFIG_FILE_LOCATION = CONFIG_FILE_DIRECTORY / "commit_config.json"
 
 class Config:
 	def __init__(self):

include/MNIST.h

@@ -21,7 +21,7 @@
 
 namespace fp
 {
-    void run_mnist();
+    void run_mnist(int argc, const char** argv);
 }
 
 #endif //MNIST_H

include/cat_and_dogs.h

@@ -0,0 +1,26 @@
+#pragma once
+/*
+ *  Copyright (C) 2024  Brett Terpstra
+ *
+ *  This program is free software: you can redistribute it and/or modify
+ *  it under the terms of the GNU General Public License as published by
+ *  the Free Software Foundation, either version 3 of the License, or
+ *  (at your option) any later version.
+ *
+ *  This program is distributed in the hope that it will be useful,
+ *  but WITHOUT ANY WARRANTY; without even the implied warranty of
+ *  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+ *  GNU General Public License for more details.
+ *
+ *  You should have received a copy of the GNU General Public License
+ *  along with this program.  If not, see <https://www.gnu.org/licenses/>.
+ */
+
+#ifndef CAT_AND_DOGS_H
+#define CAT_AND_DOGS_H
+
+namespace fp {
+    void run_cat_and_dogs();
+}
+
+#endif //CAT_AND_DOGS_H

python/.idea/.gitignore

@@ -0,0 +1,8 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml

python/.idea/inspectionProfiles/profiles_settings.xml

@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>

python/.idea/misc.xml

@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Black">
+    <option name="sdkName" value="Python 3.11" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.11" project-jdk-type="Python SDK" />
+</project>

python/.idea/modules.xml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/python.iml" filepath="$PROJECT_DIR$/.idea/python.iml" />
+    </modules>
+  </component>
+</project>

python/.idea/python.iml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="jdk" jdkName="Python 3.11" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>

python/.idea/vcs.xml

@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$/.." vcs="Git" />
+  </component>
+</project>

src/.MNIST.cpp.~63b6ca65

@@ -0,0 +1,346 @@
+/*
+ *  <Short Description>
+ *  Copyright (C) 2024  Brett Terpstra
+ *
+ *  This program is free software: you can redistribute it and/or modify
+ *  it under the terms of the GNU General Public License as published by
+ *  the Free Software Foundation, either version 3 of the License, or
+ *  (at your option) any later version.
+ *
+ *  This program is distributed in the hope that it will be useful,
+ *  but WITHOUT ANY WARRANTY; without even the implied warranty of
+ *  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+ *  GNU General Public License for more details.
+ *
+ *  You should have received a copy of the GNU General Public License
+ *  along with this program.  If not, see <https://www.gnu.org/licenses/>.
+ */
+#include <MNIST.h>
+#include <blt/fs/loader.h>
+#include <blt/std/memory.h>
+#include <blt/std/memory_util.h>
+#include <variant>
+#include <blt/iterator/iterator.h>
+#include <dlib/dnn.h>
+#include <dlib/data_io.h>
+
+namespace fp
+{
+    class idx_file_t
+    {
+        template <typename T>
+        using mk_v = std::vector<T>;
+        using vec_t = std::variant<mk_v<blt::u8>, mk_v<blt::i8>, mk_v<blt::u16>, mk_v<blt::u32>, mk_v<blt::f32>, mk_v<blt::f64>>;
+
+    public:
+        explicit idx_file_t(const std::string& path)
+        {
+            std::ifstream file{path, std::ios::in | std::ios::binary};
+
+            using char_type = std::ifstream::char_type;
+            char_type magic_arr[4];
+            file.read(magic_arr, 4);
+            BLT_ASSERT(magic_arr[0] == 0 && magic_arr[1] == 0);
+
+            blt::u8 dims = magic_arr[3];
+            blt::size_t total_size = 1;
+
+            for (blt::i32 i = 0; i < dims; i++)
+            {
+                char_type dim_arr[4];
+                file.read(dim_arr, 4);
+                blt::u32 dim;
+                blt::mem::fromBytes(dim_arr, dim);
+                dimensions.push_back(dim);
+                total_size *= dim;
+            }
+
+            switch (magic_arr[2])
+            {
+            // unsigned char
+            case 0x08:
+                data = mk_v<blt::u8>{};
+                read_data<blt::u8>(file, total_size);
+                break;
+            // signed char
+            case 0x09:
+                data = mk_v<blt::i8>{};
+                read_data<blt::i8>(file, total_size);
+                break;
+            // short
+            case 0x0B:
+                data = mk_v<blt::u16>{};
+                read_data<blt::u16>(file, total_size);
+                reverse_data<blt::u16>();
+                break;
+            // int
+            case 0x0C:
+                data = mk_v<blt::u32>{};
+                read_data<blt::u32>(file, total_size);
+                reverse_data<blt::u32>();
+                break;
+            // float
+            case 0x0D:
+                data = mk_v<blt::f32>{};
+                read_data<blt::f32>(file, total_size);
+                reverse_data<blt::f32>();
+                break;
+            // double
+            case 0x0E:
+                data = mk_v<blt::f64>{};
+                read_data<blt::f64>(file, total_size);
+                reverse_data<blt::f64>();
+                break;
+            default:
+                BLT_ERROR("Unspported idx file type!");
+            }
+            if (file.eof())
+            {
+                BLT_ERROR("EOF reached. It's unlikely your file was read correctly!");
+            }
+        }
+
+        template <typename T>
+        [[nodiscard]] const std::vector<T>& get_data_as() const
+        {
+            return std::get<mk_v<T>>(data);
+        }
+
+        template <typename T>
+        std::vector<blt::span<T>> get_as_spans() const
+        {
+            std::vector<blt::span<T>> spans;
+
+            blt::size_t total_size = data_size(1);
+
+            for (blt::size_t i = 0; i < dimensions[0]; i++)
+            {
+                auto& array = std::get<mk_v<T>>(data);
+                spans.push_back({&array[i * total_size], total_size});
+            }
+
+            return spans;
+        }
+
+        [[nodiscard]] const std::vector<blt::u32>& get_dimensions() const
+        {
+            return dimensions;
+        }
+
+        [[nodiscard]] blt::size_t data_size(const blt::size_t starting_dimension = 0) const
+        {
+            blt::size_t total_size = 1;
+            for (const auto d : blt::iterate(dimensions).skip(starting_dimension))
+                total_size *= d;
+            return total_size;
+        }
+
+    private:
+        template <typename T>
+        void read_data(std::ifstream& file, blt::size_t total_size)
+        {
+            auto& array = std::get<mk_v<T>>(data);
+            array.resize(total_size);
+            file.read(reinterpret_cast<char*>(array.data()), static_cast<std::streamsize>(total_size) * sizeof(T));
+        }
+
+        template <typename T>
+        void reverse_data()
+        {
+            auto& array = std::get<mk_v<T>>(data);
+            for (auto& v : array)
+                blt::mem::reverse(v);
+        }
+
+        std::vector<blt::u32> dimensions;
+        vec_t data;
+    };
+
+    class image_t
+    {
+    public:
+        static constexpr blt::u32 target_size = 10;
+        using data_iterator = std::vector<dlib::matrix<blt::u8>>::const_iterator;
+        using label_iterator = std::vector<blt::u64>::const_iterator;
+
+        image_t(const idx_file_t& image_data, const idx_file_t& label_data): samples(image_data.get_dimensions()[0]),
+                                                                             input_size(image_data.data_size(1))
+        {
+            BLT_ASSERT_MSG(samples == label_data.get_dimensions()[0],
+                           ("Mismatch in data sample sizes! " + std::to_string(samples) + " vs " + std::to_string(label_data.get_dimensions()[0])).
+                           c_str());
+            auto& image_array = image_data.get_data_as<blt::u8>();
+            auto& label_array = label_data.get_data_as<blt::u8>();
+
+            for (const auto label : label_array)
+                image_labels.push_back(label);
+
+            const auto row_length = image_data.get_dimensions()[2];
+            const auto number_of_rows = image_data.get_dimensions()[1];
+
+            for (blt::u32 i = 0; i < samples; i++)
+            {
+                dlib::matrix<blt::u8> mat(number_of_rows, row_length);
+                for (blt::u32 y = 0; y < number_of_rows; y++)
+                {
+                    for (blt::u32 x = 0; x < row_length; x++)
+                    {
+                        mat(x, y) = image_array[i * input_size + y * row_length + x];
+                    }
+                }
+                data.push_back(mat);
+            }
+        }
+
+        [[nodiscard]] const std::vector<dlib::matrix<blt::u8>>& get_image_data() const
+        {
+            return data;
+        }
+
+        [[nodiscard]] const std::vector<blt::u64>& get_image_labels() const
+        {
+            return image_labels;
+        }
+
+    private:
+        blt::u32 samples;
+        blt::u32 input_size;
+        std::vector<dlib::matrix<blt::u8>> data;
+        std::vector<blt::u64> image_labels;
+    };
+
+    struct batch_stats_t
+    {
+        blt::u64 batch_size;
+
+    };
+
+    struct network_stats_t
+    {
+    };
+
+    template<typename NetworkType>
+    batch_stats_t test_batch(NetworkType& network, image_t::data_iterator begin, image_t::data_iterator end, image_t::label_iterator lbegin)
+    {
+        batch_stats_t stats;
+
+
+
+        return stats;
+    }
+
+    template <typename NetworkType>
+    void test_network(NetworkType& network)
+    {
+        const idx_file_t test_images{"../problems/mnist/t10k-images.idx3-ubyte"};
+        const idx_file_t test_labels{"../problems/mnist/t10k-labels.idx1-ubyte"};
+
+        const auto test_samples = test_images.get_dimensions()[0];
+
+        const image_t test_image{test_images, test_labels};
+
+        const auto predicted_labels = network(test_image.get_image_data());
+        int num_right = 0;
+        int num_wrong = 0;
+        for (size_t i = 0; i < test_image.get_image_data().size(); ++i)
+        {
+            if (predicted_labels[i] == test_image.get_image_labels()[i])
+                ++num_right;
+            else
+                ++num_wrong;
+        }
+        std::cout << "testing num_right: " << num_right << std::endl;
+        std::cout << "testing num_wrong: " << num_wrong << std::endl;
+        std::cout << "testing accuracy:  " << num_right / static_cast<double>(num_right + num_wrong) << std::endl;
+    }
+
+    template <typename NetworkType>
+    network_stats_t train_network(const std::string& ident, NetworkType& network)
+    {
+        const idx_file_t train_images{"../problems/mnist/train-images.idx3-ubyte"};
+        const idx_file_t train_labels{"../problems/mnist/train-labels.idx1-ubyte"};
+
+        const image_t train_image{train_images, train_labels};
+
+        network_stats_t stats;
+
+        dlib::dnn_trainer trainer(network);
+        trainer.set_learning_rate(0.01);
+        trainer.set_min_learning_rate(0.00001);
+        trainer.set_mini_batch_size(128);
+        trainer.be_verbose();
+
+        trainer.set_synchronization_file("mnist_sync_" + ident, std::chrono::seconds(20));
+
+        blt::size_t epochs = 0;
+        blt::ptrdiff_t epoch_pos = 0;
+        for (; epochs < trainer.getmax_epochs() && trainer.get_learning_rate() >= trainer.get_min_learning_rate(); epochs++)
+        {
+            auto& data = train_image.get_image_data();
+            auto& labels = train_image.get_image_labels();
+            for (; epoch_pos < data.size() && trainer.get_learning_rate() >= trainer.get_min_learning_rate(); epoch_pos += trainer.
+                   get_mini_batch_size())
+            {
+                auto begin = epoch_pos;
+                auto end = std::min(epoch_pos + trainer.get_mini_batch_size(), data.size());
+
+                if (end - begin <= 0)
+                    break;
+
+                trainer.train_one_step(train_image.get_image_data().begin() + begin,
+                                       data.begin() + end, labels.begin() + begin);
+            }
+            epoch_pos = 0;
+            trainer.wait_for_thread_to_pause();
+        }
+
+        // trainer.train(train_image.get_image_data(), train_image.get_image_labels());
+
+        network.clean();
+        dlib::serialize("mnist_network_" + ident + ".dat") << network;
+
+        const std::vector<unsigned long> predicted_labels = network(train_image.get_image_data());
+        int num_right = 0;
+        int num_wrong = 0;
+        // And then let's see if it classified them correctly.
+        for (size_t i = 0; i < train_image.get_image_data().size(); ++i)
+        {
+            if (predicted_labels[i] == train_image.get_image_labels()[i])
+                ++num_right;
+            else
+                ++num_wrong;
+        }
+        std::cout << "training num_right: " << num_right << std::endl;
+        std::cout << "training num_wrong: " << num_wrong << std::endl;
+        std::cout << "training accuracy:  " << num_right / static_cast<double>(num_right + num_wrong) << std::endl;
+
+        return stats;
+    }
+
+    template <typename NetworkType>
+    NetworkType load_network(const std::string& ident)
+    {
+        NetworkType network{};
+        dlib::deserialize("mnist_network_" + ident + ".dat") >> network;
+        return network;
+    }
+
+    void run_mnist(int argc, const char** argv)
+    {
+        using namespace dlib;
+
+        // using net_type = loss_multiclass_log<
+        //                                 fc<10,
+        //                                 relu<fc<84,
+        //                                 relu<fc<120,
+        //                                 max_pool<2,2,2,2,relu<con<16,5,5,1,1,
+        //                                 max_pool<2,2,2,2,relu<con<6,5,5,1,1,
+        //                                 input<matrix<blt::u8>>>>>>>>>>>>>>;
+
+        using net_type = loss_multiclass_log<
+            fc<10,
+               sig<fc<84,
+                      sig<fc<120,
+                             input<matrix<blt::u8>>>>>>>>;
+    }
+}

src/MNIST.cpp

@@ -160,6 +160,8 @@ namespace fp
     {
     public:
         static constexpr blt::u32 target_size = 10;
+        using data_iterator = std::vector<dlib::matrix<blt::u8>>::const_iterator;
+        using label_iterator = std::vector<blt::u64>::const_iterator;
 
         image_t(const idx_file_t& image_data, const idx_file_t& label_data): samples(image_data.get_dimensions()[0]),
                                                                              input_size(image_data.data_size(1))
@@ -207,26 +209,126 @@ namespace fp
         std::vector<blt::u64> image_labels;
     };
 
-    void run_mnist()
+    struct batch_stats_t
+    {
+        blt::u64 batch_size;
+
+    };
+
+    struct network_stats_t
+    {
+    };
+
+    template<typename NetworkType>
+    batch_stats_t test_batch(NetworkType& network, image_t::data_iterator begin, image_t::data_iterator end, image_t::label_iterator lbegin)
+    {
+        batch_stats_t stats;
+
+
+
+        return stats;
+    }
+
+    template <typename NetworkType>
+    void test_network(NetworkType& network)
+    {
+        const idx_file_t test_images{"../problems/mnist/t10k-images.idx3-ubyte"};
+        const idx_file_t test_labels{"../problems/mnist/t10k-labels.idx1-ubyte"};
+
+        const auto test_samples = test_images.get_dimensions()[0];
+
+        const image_t test_image{test_images, test_labels};
+
+        const auto predicted_labels = network(test_image.get_image_data());
+        int num_right = 0;
+        int num_wrong = 0;
+        for (size_t i = 0; i < test_image.get_image_data().size(); ++i)
+        {
+            if (predicted_labels[i] == test_image.get_image_labels()[i])
+                ++num_right;
+            else
+                ++num_wrong;
+        }
+        std::cout << "testing num_right: " << num_right << std::endl;
+        std::cout << "testing num_wrong: " << num_wrong << std::endl;
+        std::cout << "testing accuracy:  " << num_right / static_cast<double>(num_right + num_wrong) << std::endl;
+    }
+
+    template <typename NetworkType>
+    network_stats_t train_network(const std::string& ident, NetworkType& network)
+    {
+        const idx_file_t train_images{"../problems/mnist/train-images.idx3-ubyte"};
+        const idx_file_t train_labels{"../problems/mnist/train-labels.idx1-ubyte"};
+
+        const image_t train_image{train_images, train_labels};
+
+        network_stats_t stats;
+
+        dlib::dnn_trainer trainer(network);
+        trainer.set_learning_rate(0.01);
+        trainer.set_min_learning_rate(0.00001);
+        trainer.set_mini_batch_size(128);
+        trainer.be_verbose();
+
+        trainer.set_synchronization_file("mnist_sync_" + ident, std::chrono::seconds(20));
+
+        blt::size_t epochs = 0;
+        blt::ptrdiff_t epoch_pos = 0;
+        for (; epochs < trainer.getmax_epochs() && trainer.get_learning_rate() >= trainer.get_min_learning_rate(); epochs++)
+        {
+            auto& data = train_image.get_image_data();
+            auto& labels = train_image.get_image_labels();
+            for (; epoch_pos < data.size() && trainer.get_learning_rate() >= trainer.get_min_learning_rate(); epoch_pos += trainer.
+                   get_mini_batch_size())
+            {
+                auto begin = epoch_pos;
+                auto end = std::min(epoch_pos + trainer.get_mini_batch_size(), data.size());
+
+                if (end - begin <= 0)
+                    break;
+
+                trainer.train_one_step(train_image.get_image_data().begin() + begin,
+                                       data.begin() + end, labels.begin() + begin);
+            }
+            epoch_pos = 0;
+            trainer.wait_for_thread_to_pause();
+        }
+
+        // trainer.train(train_image.get_image_data(), train_image.get_image_labels());
+
+        network.clean();
+        dlib::serialize("mnist_network_" + ident + ".dat") << network;
+
+        const std::vector<unsigned long> predicted_labels = network(train_image.get_image_data());
+        int num_right = 0;
+        int num_wrong = 0;
+        // And then let's see if it classified them correctly.
+        for (size_t i = 0; i < train_image.get_image_data().size(); ++i)
+        {
+            if (predicted_labels[i] == train_image.get_image_labels()[i])
+                ++num_right;
+            else
+                ++num_wrong;
+        }
+        std::cout << "training num_right: " << num_right << std::endl;
+        std::cout << "training num_wrong: " << num_wrong << std::endl;
+        std::cout << "training accuracy:  " << num_right / static_cast<double>(num_right + num_wrong) << std::endl;
+
+        return stats;
+    }
+
+    template <typename NetworkType>
+    NetworkType load_network(const std::string& ident)
+    {
+        NetworkType network{};
+        dlib::deserialize("mnist_network_" + ident + ".dat") >> network;
+        return network;
+    }
+
+    void run_mnist(int argc, const char** argv)
     {
         using namespace dlib;
 
-        idx_file_t test_images{"../problems/mnist/t10k-images.idx3-ubyte"};
-        idx_file_t test_labels{"../problems/mnist/t10k-labels.idx1-ubyte"};
-        idx_file_t train_images{"../problems/mnist/train-images.idx3-ubyte"};
-        idx_file_t train_labels{"../problems/mnist/train-labels.idx1-ubyte"};
-
-        auto train_samples = train_images.get_dimensions()[0];
-        auto test_samples = test_images.get_dimensions()[0];
-
-        auto columns = train_images.get_dimensions()[1];
-        auto rows = train_images.get_dimensions()[2];
-
-        auto input_size = static_cast<blt::u32>(train_images.data_size(1));
-
-        image_t train_image{train_images, train_labels};
-        image_t test_image{test_images, test_labels};
-
         // using net_type = loss_multiclass_log<
         //                                 fc<10,
         //                                 relu<fc<84,
@@ -236,55 +338,9 @@ namespace fp
         //                                 input<matrix<blt::u8>>>>>>>>>>>>>>;
 
         using net_type = loss_multiclass_log<
-                                        fc<10,
-                                        sig<fc<84,
-                                        sig<fc<120,
-                                        input<matrix<blt::u8>>>>>>>>;
-
-        net_type network{};
-
-        dnn_trainer trainer(network);
-        trainer.set_learning_rate(0.01);
-        trainer.set_min_learning_rate(0.00001);
-        trainer.set_mini_batch_size(128);
-        trainer.be_verbose();
-
-        // trainer.set_synchronization_file("mnist_sync", std::chrono::seconds(20));
-
-        trainer.train(train_image.get_image_data(), train_image.get_image_labels());
-
-        network.clean();
-        serialize("mnist_network.dat") << network;
-
-        std::vector<unsigned long> predicted_labels = network(train_image.get_image_data());
-        int num_right = 0;
-        int num_wrong = 0;
-        // And then let's see if it classified them correctly.
-        for (size_t i = 0; i < train_image.get_image_data().size(); ++i)
-        {
-            if (predicted_labels[i] == train_image.get_image_labels()[i])
-                ++num_right;
-            else
-                ++num_wrong;
-
-        }
-        std::cout << "training num_right: " << num_right << std::endl;
-        std::cout << "training num_wrong: " << num_wrong << std::endl;
-        std::cout << "training accuracy:  " << num_right / static_cast<double>(num_right + num_wrong) << std::endl;
-
-        predicted_labels = network(test_image.get_image_data());
-        num_right = 0;
-        num_wrong = 0;
-        for (size_t i = 0; i < test_image.get_image_data().size(); ++i)
-        {
-            if (predicted_labels[i] == test_image.get_image_labels()[i])
-                ++num_right;
-            else
-                ++num_wrong;
-
-        }
-        std::cout << "testing num_right: " << num_right << std::endl;
-        std::cout << "testing num_wrong: " << num_wrong << std::endl;
-        std::cout << "testing accuracy:  " << num_right / static_cast<double>(num_right + num_wrong) << std::endl;
+            fc<10,
+               sig<fc<84,
+                      sig<fc<120,
+                             input<matrix<blt::u8>>>>>>>>;
     }
 }

src/cats_and_dogs.cpp

@@ -0,0 +1,33 @@
+/*
+ *  <Short Description>
+ *  Copyright (C) 2024  Brett Terpstra
+ *
+ *  This program is free software: you can redistribute it and/or modify
+ *  it under the terms of the GNU General Public License as published by
+ *  the Free Software Foundation, either version 3 of the License, or
+ *  (at your option) any later version.
+ *
+ *  This program is distributed in the hope that it will be useful,
+ *  but WITHOUT ANY WARRANTY; without even the implied warranty of
+ *  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+ *  GNU General Public License for more details.
+ *
+ *  You should have received a copy of the GNU General Public License
+ *  along with this program.  If not, see <https://www.gnu.org/licenses/>.
+ */
+#include <cat_and_dogs.h>
+#include <blt/fs/loader.h>
+#include <blt/std/memory.h>
+#include <blt/std/memory_util.h>
+#include <variant>
+#include <blt/iterator/iterator.h>
+#include <dlib/dnn.h>
+#include <dlib/data_io.h>
+
+namespace fp {
+
+void run_cat_and_dogs() {
+
+}
+
+}

src/main.cpp

@@ -1,8 +1,12 @@
+#include <cat_and_dogs.h>
 #include <iostream>
+#include <array>
 
 #include <MNIST.h>
 
-int main()
+int main(int argc, const char** argv)
 {
-    fp::run_mnist();
+    fp::run_mnist(argc, argv);
+    // fp::run_cat_and_dogs();
+    return 0;
 }