code done i think

main
Brett 2024-11-21 11:39:44 -05:00
parent 356383c5d2
commit b189936983
11 changed files with 908 additions and 545 deletions

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@ -1,483 +1,244 @@
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@ -1,5 +1,5 @@
cmake_minimum_required(VERSION 3.25) cmake_minimum_required(VERSION 3.25)
project(COSC-4P80-Assignment-3 VERSION 0.0.26) project(COSC-4P80-Assignment-3 VERSION 0.0.27)
include(FetchContent) include(FetchContent)
option(ENABLE_ADDRSAN "Enable the address sanitizer" OFF) option(ENABLE_ADDRSAN "Enable the address sanitizer" OFF)

0
build_emscripten.sh Normal file → Executable file
View File

View File

@ -1,6 +1,9 @@
{ pkgs ? (import <nixpkgs> { { pkgs ? (import <nixpkgs> {
config.allowUnfree = true; config.allowUnfree = true;
config.segger-jlink.acceptLicense = true; config.segger-jlink.acceptLicense = true;
}), customPkgs ? (import /home/brett/my-nixpkgs {
config.allowUnfree = true;
config.segger-jlink.acceptLicense = true;
}), ... }: }), ... }:
pkgs.mkShell pkgs.mkShell
{ {
@ -10,7 +13,8 @@ pkgs.mkShell
clang clang
emscripten emscripten
ninja ninja
jetbrains.clion customPkgs.jetbrains.clion
#clion = import ~/my-nixpkgs/pkgs/applications/editors/jetbrains {};
renderdoc renderdoc
valgrind valgrind
]; ];

@ -1 +1 @@
Subproject commit 361083780325a2a73c9467320dcd5c7ced51e754 Subproject commit 29286e66daa724ef08692d9a65e9c88e5467d9b2

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@ -23,11 +23,12 @@ plt.yticks(np.arange(height), np.arange(height))
plt.xlabel('X Pos') plt.xlabel('X Pos')
plt.ylabel('Y Pos') plt.ylabel('Y Pos')
plt.suptitle('Heatmap of Motor Data (Bins: {})'.format(size)) plt.suptitle('Heatmap of Motor Data (Bins: {})'.format(size), fontsize=16)
plt.title(subtitle) plt.title(subtitle, fontsize=11)
plt.gca().invert_yaxis() plt.gca().invert_yaxis()
plt.colorbar() cbar = plt.colorbar()
cbar.ax.set_ylabel("Bad (Red) / Good (Blue)", fontsize=10)
plt.savefig("heatmap.png") plt.savefig("heatmap{}.png".format(size))

View File

@ -15,16 +15,6 @@ else:
subtitle1 = "" subtitle1 = ""
subtitle2 = "" subtitle2 = ""
print(file1)
print(file2)
dir_path = os.path.dirname(os.path.realpath(__file__))
cwd = os.getcwd()
print(dir_path)
print(cwd)
with open(file1, "r+") as f:
print(f.name)
df1 = pd.read_csv(file1) df1 = pd.read_csv(file1)
df2 = pd.read_csv(file2) df2 = pd.read_csv(file2)
@ -62,8 +52,8 @@ else:
plt.tick_params(axis='y', labelcolor='b') plt.tick_params(axis='y', labelcolor='b')
plt.ylim(0, 1) plt.ylim(0, 1)
plt.suptitle("Topological Error (Bins: {})".format(bins)) plt.suptitle("Topological Error (Bins: {})".format(bins), fontsize=16)
plt.title(subtitle1) plt.title(subtitle1, fontsize=11)
plt.savefig("errors-topological{}.png".format(bins)) plt.savefig("errors-topological{}.png".format(bins))
@ -73,8 +63,8 @@ else:
plt.tick_params(axis='y', labelcolor='b') plt.tick_params(axis='y', labelcolor='b')
plt.ylim(y_min, y_max) plt.ylim(y_min, y_max)
plt.suptitle("Quantization Error (Bins: {})".format(bins)) plt.suptitle("Quantization Error (Bins: {})".format(bins), fontsize=16)
plt.title(subtitle2) plt.title(subtitle2, fontsize=11)
plt.savefig("errors-quantization{}.png".format(bins)) plt.savefig("errors-quantization{}.png".format(bins))

View File

@ -12,24 +12,29 @@
#include <filesystem> #include <filesystem>
#include <cstdlib> #include <cstdlib>
void plot_heatmap(const std::string& activations_csv, const blt::size_t bin_size, const std::string& subtitle) void plot_heatmap(const std::string& path, const std::string& activations_csv, const blt::size_t bin_size, const std::string& subtitle)
{ {
#ifdef __linux__ #ifdef __linux__
const auto path = std::filesystem::current_path().string(); auto pwd = std::filesystem::current_path().string();
const std::string command = "cd '" + path + "' && python3 ../plot_heatmap.py '" + activations_csv + "' '" + std::to_string(bin_size) + "' '" + if (!blt::string::ends_with(pwd, '/'))
subtitle + "'"; pwd += '/';
const std::string command = "cd '" + path + "' && python3 '" + pwd + "../plot_heatmap.py' '" + activations_csv + "' '" + std::to_string(bin_size)
+
"' '" + subtitle + "'";
BLT_TRACE(command); BLT_TRACE(command);
std::system(command.c_str()); std::system(command.c_str());
#endif #endif
} }
void plot_line_graph(const std::string& topological_csv, const std::string& quantization_csv, blt::size_t bin_size, void plot_line_graph(const std::string& path, const std::string& topological_csv, const std::string& quantization_csv, blt::size_t bin_size,
const std::string& subtitle, const std::string& subtitle2) const std::string& subtitle, const std::string& subtitle2)
{ {
#ifdef __linux__ #ifdef __linux__
const auto path = std::filesystem::current_path().string(); auto pwd = std::filesystem::current_path().string();
const std::string command = "cd '" + path + "' && python3 ../plot_line_graph.py \"" + topological_csv + "\" \"" + quantization_csv + "\" " + if (!blt::string::ends_with(pwd, '/'))
std::to_string(bin_size) + " true \"" + subtitle + "\" \"" + subtitle2 + "\""; pwd += '/';
const std::string command = "cd '" + path + "' && python3 '" + pwd + "../plot_line_graph.py' \"" + topological_csv + "\" \"" + quantization_csv +
"\" " + std::to_string(bin_size) + " true \"" + subtitle + "\" \"" + subtitle2 + "\"";
BLT_TRACE(command); BLT_TRACE(command);
std::system(command.c_str()); std::system(command.c_str());
#endif #endif
@ -140,7 +145,20 @@ void action_test(const std::vector<std::string>& argv_vector)
std::vector<std::thread> threads; std::vector<std::thread> threads;
std::mutex task_mutex; std::mutex task_mutex;
tasks.emplace_back(&data.files[1], 5, 5, 1000, shape_t::GRID, init_t::RANDOM_DATA, 0.1); for (auto& file : data.files)
{
for (blt::u32 size = 5; size <= 7; size++)
{
for (int shape = 0; shape < 4; shape++)
{
for (int init = 0; init < 3; init++)
{
tasks.emplace_back(&file, size, size, 2000, static_cast<shape_t>(shape), static_cast<init_t>(init), 1);
}
}
}
}
static blt::size_t runs = 30; static blt::size_t runs = 30;
@ -206,54 +224,71 @@ void action_test(const std::vector<std::string>& argv_vector)
for (auto [index, v] : blt::enumerate(vec)) for (auto [index, v] : blt::enumerate(vec))
average_activations[index] += v; average_activations[index] += v;
auto min_quant = *std::min_element(average_quantization_errors.begin(), average_quantization_errors.end()) / static_cast<Scalar>(runs); auto min_quant =
auto max_quant = *std::max_element(average_quantization_errors.begin(), average_quantization_errors.end()) / static_cast<Scalar>(runs); *std::min_element(average_quantization_errors.begin(), average_quantization_errors.end()) / static_cast<Scalar>(runs);
auto max_quant =
*std::max_element(average_quantization_errors.begin(), average_quantization_errors.end()) / static_cast<Scalar>(runs);
auto min_topo = *std::min_element(average_topological_errors.begin(), average_topological_errors.end()) / static_cast<Scalar>(runs); auto min_topo = *std::min_element(average_topological_errors.begin(), average_topological_errors.end()) / static_cast<Scalar>(runs);
auto max_topo = *std::max_element(average_topological_errors.begin(), average_topological_errors.end()) / static_cast<Scalar>(runs); auto max_topo = *std::max_element(average_topological_errors.begin(), average_topological_errors.end()) / static_cast<Scalar>(runs);
std::ofstream topological{path + "topological_avg.csv"}; {
std::ofstream quantization{path + "quantization_avg.csv"}; std::ofstream topological{path + "topological_avg.csv"};
std::ofstream activations_avg{path + "activations_avg.csv"}; std::ofstream quantization{path + "quantization_avg.csv"};
std::ofstream activations{path + "activations.csv"}; std::ofstream activations_avg{path + "activations_avg.csv"};
std::ofstream activations{path + "activations.csv"};
topological << "error\n"; topological << "error\n";
quantization << "error\n"; quantization << "error\n";
for (auto [i, v] : blt::enumerate(average_topological_errors)) for (auto [i, v] : blt::enumerate(average_topological_errors))
{ {
topological << v / static_cast<Scalar>(runs) << '\n'; topological << v / static_cast<Scalar>(runs) << '\n';
} }
for (auto [i, v] : blt::enumerate(average_quantization_errors)) for (auto [i, v] : blt::enumerate(average_quantization_errors))
{ {
quantization << v / static_cast<Scalar>(runs) << '\n'; quantization << v / static_cast<Scalar>(runs) << '\n';
} }
for (auto [i, v] : blt::enumerate(average_activations)) for (auto [i, v] : blt::enumerate(average_activations))
{ {
activations_avg << v / static_cast<Scalar>(runs); activations_avg << v / static_cast<Scalar>(runs);
if (i % task.width == task.width - 1) if (i % task.width == task.width - 1)
activations_avg << '\n'; activations_avg << '\n';
else else
activations_avg << ','; activations_avg << ',';
}
for (auto [i, v] : blt::enumerate(task.activations.front()))
{
activations << v;
if (i % task.width == task.width - 1)
activations << '\n';
else
activations << ',';
}
} }
for (auto [i, v] : blt::enumerate(task.activations.front())) plot_heatmap(path, "activations.csv", task.file->data_points.front().bins.size(),
{
activations << v / static_cast<Scalar>(runs);
if (i % task.width == task.width - 1)
activations << '\n';
else
activations << ',';
}
plot_heatmap(path + "activations.csv", task.file->data_points.front().bins.size(),
std::to_string(task.width) + "x" + std::to_string(task.height) + " " += shape_name + ", " += init_name + ", " + std::to_string(task.width) + "x" + std::to_string(task.height) + " " += shape_name + ", " += init_name + ", " +
std::to_string(task.max_epochs) + " Epochs"); std::to_string(
task.max_epochs) +
" Epochs");
plot_line_graph(path + "topological_avg.csv", path + "quantization_avg.csv", task.file->data_points.front().bins.size(), plot_line_graph(path, "topological_avg.csv", "quantization_avg.csv", task.file->data_points.front().bins.size(),
std::to_string(task.width) + "x" + std::to_string(task.height) + " " += shape_name + ", " += init_name + ", Min: " + std::to_string(task.width) + "x" + std::to_string(task.height) + " " += shape_name + ", " += init_name + ", Min: " +
std::to_string(min_topo) + ", Max: " + std::to_string(max_topo) + ", " + std::to_string(task.max_epochs) + " Epochs", std::to_string(
min_topo) +
", Max: " +
std::to_string(
max_topo) +
", " + std::to_string(
task.max_epochs) + " Epochs",
std::to_string(task.width) + "x" + std::to_string(task.height) + " " += shape_name + ", " += init_name + ", Min: " + std::to_string(task.width) + "x" + std::to_string(task.height) + " " += shape_name + ", " += init_name + ", Min: " +
std::to_string(min_quant) + ", Max: " + std::to_string(max_quant) + ", " + std::to_string(task.max_epochs) + std::to_string(
min_quant) +
", Max: " +
std::to_string(
max_quant) +
", " + std::to_string(
task.max_epochs) +
" Epochs"); " Epochs");
BLT_INFO("Task '%s' Complete", path.c_str()); BLT_INFO("Task '%s' Complete", path.c_str());