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Author SHA1 Message Date
Brett cc76244156 python3? 2025-01-08 18:50:18 -05:00
Brett 479693bae0 state 2025-01-08 18:44:20 -05:00
Brett 9197bfdc34 big silly 2025-01-08 18:27:35 -05:00
Brett cacc94d937 6th 2025-01-08 18:02:41 -05:00
Brett 818c1151da 5th 2025-01-08 17:55:01 -05:00
Brett e16da0f9b6 4th change 2025-01-08 17:54:30 -05:00
4 changed files with 684 additions and 58 deletions
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242
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2
CMakeLists.txt
View File

@ -1,5 +1,5 @@
cmake_minimum_required(VERSION 3.25)
project(COSC-4P80-Final-Project VERSION 0.0.9)
project(COSC-4P80-Final-Project VERSION 0.0.15)
option(ENABLE_ADDRSAN "Enable the address sanitizer" OFF)
option(ENABLE_UBSAN "Enable the ub sanitizer" OFF)

230
src/MNIST.cpp
View File

@ -27,18 +27,23 @@
#include <blt/std/time.h>
#include <dlib/dnn.h>
#include <dlib/data_io.h>
#include <csignal>
namespace fp
{
constexpr blt::i64 batch_size = 512;
constexpr blt::i64 batch_size = 256;
std::string binary_directory;
std::string python_dual_stacked_graph_program;
std::atomic_bool break_flag = false;
std::atomic_bool stop_flag = false;
std::atomic_bool learn_flag = false;
std::atomic_int64_t last_epoch = -1;
void run_python_line_graph(const std::string& title, const std::string& output_file, const std::string& csv1, const std::string& csv2,
const blt::size_t pos_forward, const blt::size_t pos_deep)
{
const auto command = "python3 " + python_dual_stacked_graph_program + " '" + title + "' '" + output_file + "' '" + csv1 + "' '" + csv2 + "' "
const auto command = "python3 '" + python_dual_stacked_graph_program + "' '" + title + "' '" + output_file + "' '" + csv1 + "' '" + csv2 + "' "
+ std::to_string(pos_forward) + " " + std::to_string(pos_deep);
BLT_TRACE("Running %s", command.c_str());
std::system(command.c_str());
@ -360,9 +365,30 @@ namespace fp
v /= run_stats.size();
return stats;
}
friend std::ofstream& operator<<(std::ofstream& file, const network_average_stats_t& stats)
{
file << stats.run_stats.size();
for (const auto& v : stats.run_stats)
file << v << "---\n";
return file;
}
friend std::ifstream& operator>>(std::ifstream& file, network_average_stats_t& stats)
{
blt::size_t size;
file >> size;
for (blt::size_t i = 0; i < size; i++)
{
stats.run_stats.emplace_back();
file >> stats.run_stats.back();
file.ignore(4);
}
return file;
}
};
template <blt::i64 batch_size = batch_size / 2, typename NetworkType>
template <blt::i64 batch_size = batch_size, typename NetworkType>
batch_stats_t test_batch(NetworkType& network, image_t::data_iterator begin, const image_t::data_iterator end, image_t::label_iterator lbegin)
{
batch_stats_t stats{};
@ -424,11 +450,15 @@ namespace fp
trainer.set_learning_rate(0.01);
trainer.set_min_learning_rate(0.00001);
trainer.set_mini_batch_size(batch_size);
trainer.set_max_num_epochs(100);
trainer.set_iterations_without_progress_threshold(2000);
trainer.be_verbose();
trainer.set_synchronization_file("mnist_sync_" + ident, std::chrono::seconds(20));
blt::size_t epochs = 0;
if (last_epoch > 0)
epochs = static_cast<blt::size_t>(last_epoch);
blt::ptrdiff_t epoch_pos = 0;
for (; epochs < trainer.get_max_num_epochs() && trainer.get_learning_rate() >= trainer.get_min_learning_rate(); epochs++)
{
@ -443,6 +473,9 @@ namespace fp
if (end - begin <= 0)
break;
if (learn_flag)
trainer.set_learning_rate(trainer.get_learning_rate() / 10);
trainer.train_one_step(train_image.get_image_data().begin() + begin,
data.begin() + end, labels.begin() + begin);
}
@ -465,6 +498,12 @@ namespace fp
stats.epoch_stats.push_back(epoch_stats);
network.clean();
if (break_flag)
{
break_flag = false;
last_epoch = epochs;
break;
}
// dlib::serialize("mnist_network_" + ident + ".dat") << network;
}
@ -506,8 +545,38 @@ namespace fp
network_average_stats_t stats{};
std::vector<batch_stats_t> test_stats;
for (blt::i32 i = 0; i < runs; i++)
blt::i32 i = 0;
if (std::filesystem::exists(path + "/state.bin"))
{
std::ifstream state{path + "/state.bin", std::ios::binary | std::ios::in};
if (!state.is_open())
{
BLT_ERROR("Failed to open state file!");
std::exit(-1);
}
state >> i;
blt::i64 load_epoch = 0;
state >> load_epoch;
last_epoch = load_epoch;
state >> stats;
blt::size_t test_stats_size = 0;
state >> test_stats_size;
for (blt::size_t _ = 0; _ < test_stats_size; _++)
{
test_stats.emplace_back();
state >> test_stats.back();
}
}
blt::i64 last_epoch_save = -1;
for (; i < runs; i++)
{
if (stop_flag)
{
BLT_TRACE("Stopping!");
break;
}
BLT_TRACE("Starting run %d", i);
auto local_ident = ident + std::to_string(i);
NetworkType network{};
@ -522,6 +591,8 @@ namespace fp
}
else
stats += train_network(local_ident, network);
last_epoch_save = last_epoch;
last_epoch = -1;
test_stats.push_back(test_network(network));
}
@ -530,6 +601,20 @@ namespace fp
average += v;
average /= runs;
std::ofstream state{path + "/state.bin", std::ios::binary | std::ios::out};
if (!state.is_open())
{
BLT_ERROR("Failed to open state file!");
std::exit(-1);
}
state << i;
state << last_epoch_save;
state << stats;
state << test_stats.size();
for (const auto& v : test_stats)
state << v;
return {stats, average};
}
@ -564,12 +649,54 @@ namespace fp
void run_mnist(const int argc, const char** argv)
{
binary_directory = std::filesystem::current_path();
blt::size_t pos = 0;
if (!blt::string::ends_with(binary_directory, '/'))
{
pos = binary_directory.find_last_of('/');
binary_directory += '/';
python_dual_stacked_graph_program = binary_directory + "../graph.py";
BLT_TRACE(binary_directory);
BLT_TRACE(python_dual_stacked_graph_program);
BLT_TRACE("Running with batch size %d", batch_size);
}
else
pos = binary_directory.substr(0, binary_directory.size() - 1).find_last_of('/');
python_dual_stacked_graph_program = binary_directory.substr(0, pos) + "/graph.py";
BLT_DEBUG(binary_directory);
BLT_DEBUG(python_dual_stacked_graph_program);
BLT_DEBUG("Running with batch size %d", batch_size);
BLT_DEBUG("Installing Signal Handlers");
if (std::signal(SIGINT, [](int)
{
BLT_INFO("Stopping current training");
break_flag = true;
}) == SIG_ERR)
{
BLT_ERROR("Failed to replace SIGINT");
}
if (std::signal(SIGQUIT, [](int)
{
BLT_INFO("Exiting Program");
stop_flag = true;
break_flag = true;
}) == SIG_ERR)
{
BLT_ERROR("Failed to replace SIGQUIT");
}
if (std::signal(SIGUSR1, [](int)
{
BLT_INFO("Decreasing Learn Rate for current training");
learn_flag = true;
}) == SIG_ERR)
{
BLT_ERROR("Failed to replace SIGUSR1");
}
if (std::signal(SIGUSR2, [](int)
{
BLT_INFO("Exiting Program");
stop_flag = true;
break_flag = true;
}) == SIG_ERR)
{
BLT_ERROR("Failed to replace SIGUSR2");
}
using namespace dlib;
@ -581,68 +708,57 @@ namespace fp
parser.addArgument(
blt::arg_builder{"-p", "--python"}.setHelp("Only run the python scripts").setAction(blt::arg_action_t::STORE_TRUE).setDefault(false).
build());
parser.addArgument(blt::arg_builder{"type"}.setDefault("all").setHelp("Type of network to run [ff, dl, default: all]").build());
parser.addArgument(
blt::arg_builder{"network"}.setDefault(std::to_string(blt::system::getCurrentTimeMilliseconds())).setHelp("location of network files").
build());
auto args = parser.parse_args(argc, argv);
const auto type = blt::string::toLowerCase(args.get<std::string>("type"));
const auto runs = std::stoi(args.get<std::string>("runs"));
const auto restore = args.get<bool>("restore");
const auto path = binary_directory + std::to_string(blt::system::getCurrentTimeMilliseconds());
auto path = binary_directory + args.get<std::string>("network");
auto [deep_stats, deep_tests] = run_deep_learning_tests(path, runs, restore);
auto [forward_stats, forward_tests] = run_feed_forward_tests(path, runs, restore);
auto average_forward_size = forward_stats.average_size();
auto average_deep_size = deep_stats.average_size();
if (type == "all")
{
auto [deep_stats, deep_tests] = run_deep_learning_tests(path, runs, restore);
auto [forward_stats, forward_tests] = run_feed_forward_tests(path, runs, restore);
std::ofstream test_results_f{path + "/test_results_table.txt"};
test_results_f << "\\begin{figure}" << std::endl;
test_results_f << "\t\\begin{tabular}{|c|c|c|c|}" << std::endl;
test_results_f << "\t\t\\hline" << std::endl;
test_results_f << "\t\tTest & Correct & Incorrect & Accuracy (\\%) \\\\" << std::endl;
test_results_f << "\t\t\\hline" << std::endl;
auto test_accuracy = forward_tests.hits / static_cast<double>(forward_tests.hits + forward_tests.misses) * 100;
test_results_f << "\t\tFeed-Forward & " << forward_tests.hits << " & " << forward_tests.misses << " & " << std::setprecision(2) <<
test_accuracy << "\\\\" << std::endl;
test_accuracy = deep_tests.hits / static_cast<double>(deep_tests.hits + deep_tests.misses) * 100;
test_results_f << "\t\tDeep Learning & " << deep_tests.hits << " & " << deep_tests.misses << " & " << std::setprecision(2) <<
test_accuracy << "\\\\" << std::endl;
test_results_f << "\t\\end{tabular}" << std::endl;
test_results_f << "\\end{figure}" << std::endl;
auto average_forward_size = forward_stats.average_size();
auto average_deep_size = deep_stats.average_size();
const auto [forward_epoch_stats] = forward_stats.average_stats();
std::ofstream train_forward{path + "/forward_train_results.csv"};
train_forward << "Epoch,Loss" << std::endl;
for (const auto& [i, v] : blt::enumerate(forward_epoch_stats))
train_forward << i << ',' << v.average_loss << std::endl;
{
std::ofstream test_results_f{path + "/test_results_table.txt"};
test_results_f << "\\begin{figure}" << std::endl;
test_results_f << "\t\\begin{tabular}{|c|c|c|c|}" << std::endl;
test_results_f << "\t\t\\hline" << std::endl;
test_results_f << "\t\tTest & Correct & Incorrect & Accuracy (\\%) \\\\" << std::endl;
test_results_f << "\t\t\\hline" << std::endl;
auto test_accuracy = forward_tests.hits / static_cast<double>(forward_tests.hits + forward_tests.misses) * 100;
test_results_f << "\t\tFeed-Forward & " << forward_tests.hits << " & " << forward_tests.misses << " & " << std::setprecision(2) <<
test_accuracy << "\\\\" << std::endl;
test_accuracy = deep_tests.hits / static_cast<double>(deep_tests.hits + deep_tests.misses) * 100;
test_results_f << "\t\tDeep Learning & " << deep_tests.hits << " & " << deep_tests.misses << " & " << std::setprecision(2) <<
test_accuracy << "\\\\" << std::endl;
test_results_f << "\t\\end{tabular}" << std::endl;
test_results_f << "\\end{figure}" << std::endl;
const auto [deep_epoch_stats] = deep_stats.average_stats();
std::ofstream train_deep{path + "/deep_train_results.csv"};
train_deep << "Epoch,Loss" << std::endl;
for (const auto& [i, v] : blt::enumerate(deep_epoch_stats))
train_deep << i << ',' << v.average_loss << std::endl;
const auto [forward_epoch_stats] = forward_stats.average_stats();
std::ofstream train_forward{path + "/forward_train_results.csv"};
train_forward << "Epoch,Loss" << std::endl;
for (const auto& [i, v] : blt::enumerate(forward_epoch_stats))
train_forward << i << ',' << v.average_loss << std::endl;
const auto [deep_epoch_stats] = deep_stats.average_stats();
std::ofstream train_deep{path + "/deep_train_results.csv"};
train_deep << "Epoch,Loss" << std::endl;
for (const auto& [i, v] : blt::enumerate(deep_epoch_stats))
train_deep << i << ',' << v.average_loss << std::endl;
std::ofstream average_epochs{path + "/average_epochs.txt"};
average_epochs << average_forward_size << "," << average_deep_size << std::endl;
}
run_python_line_graph("Feed-Forward vs Deep Learning, Average Loss over Epochs", "epochs.png", path + "/forward_train_results.csv",
path + "/deep_train_results.csv", average_forward_size, average_deep_size);
}
else if (type == "ff")
{
run_feed_forward_tests(path, runs, restore);
}
else if (type == "df")
{
run_deep_learning_tests(path, runs, restore);
std::ofstream average_epochs{path + "/average_epochs.txt"};
average_epochs << average_forward_size << "," << average_deep_size << std::endl;
}
run_python_line_graph("Feed-Forward vs Deep Learning, Average Loss over Epochs", "epochs.png", path + "/forward_train_results.csv",
path + "/deep_train_results.csv", average_forward_size, average_deep_size);
// net_type_dl test_net;
// const auto stats = train_network("dl_nn", test_net);
// std::ofstream out_file{"dl_nn.csv"};