why is this broken

main
Brett 2024-11-20 21:44:21 -05:00
parent 8e61f745fa
commit 356383c5d2
7 changed files with 357 additions and 83 deletions

View File

@ -240,5 +240,244 @@
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</component>
</project>

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@ -1,5 +1,5 @@
cmake_minimum_required(VERSION 3.25)
project(COSC-4P80-Assignment-3 VERSION 0.0.25)
project(COSC-4P80-Assignment-3 VERSION 0.0.26)
include(FetchContent)
option(ENABLE_ADDRSAN "Enable the address sanitizer" OFF)

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@ -64,9 +64,9 @@ namespace assign3
};
inline std::array<std::string, 3> init_names{
"Completely Random",
"Random Data Based",
"Sample Based"
"Random Unit",
"Random Bounded",
"Random Sample"
};
inline std::array<std::string, 3> init_helps{

View File

@ -1,8 +1,6 @@
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import matplotlib
import matplotlib as mpl
import sys
filename = sys.argv[1]
@ -25,8 +23,8 @@ plt.yticks(np.arange(height), np.arange(height))
plt.xlabel('X Pos')
plt.ylabel('Y Pos')
plt.title('Heatmap of Motor Data (Bins: {})'.format(size))
plt.suptitle(subtitle)
plt.suptitle('Heatmap of Motor Data (Bins: {})'.format(size))
plt.title(subtitle)
plt.gca().invert_yaxis()

View File

@ -2,17 +2,28 @@ import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import sys
from plot_heatmap import subtitle
import os
file1 = sys.argv[1]
file2 = sys.argv[2]
bins = sys.argv[3]
split = sys.argv[4]
if len(sys.argv) > 4:
subtitle = sys.argv[5]
subtitle1 = sys.argv[5]
subtitle2 = sys.argv[6]
else:
subtitle = ""
subtitle1 = ""
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)
df2 = pd.read_csv(file2)
@ -41,7 +52,7 @@ if split.lower() == "false":
ax2.set_ylim(y_min, y_max)
ax1.set_title('Topological and Quantization Error (Bins: {})'.format(bins))
fig.suptitle(subtitle)
fig.suptitle(subtitle1)
plt.savefig("errors{}.png".format(bins))
else:
@ -51,8 +62,8 @@ else:
plt.tick_params(axis='y', labelcolor='b')
plt.ylim(0, 1)
plt.title("Topological Error (Bins: {})".format(bins))
plt.suptitle(subtitle)
plt.suptitle("Topological Error (Bins: {})".format(bins))
plt.title(subtitle1)
plt.savefig("errors-topological{}.png".format(bins))
@ -62,8 +73,8 @@ else:
plt.tick_params(axis='y', labelcolor='b')
plt.ylim(y_min, y_max)
plt.title("Quantization Error (Bins: {})".format(bins))
plt.suptitle(subtitle)
plt.suptitle("Quantization Error (Bins: {})".format(bins))
plt.title(subtitle2)
plt.savefig("errors-quantization{}.png".format(bins))

View File

@ -12,28 +12,26 @@
#include <filesystem>
#include <cstdlib>
void plot_heatmap(const std::string& path, const std::string& activations_csv, blt::size_t bin_size, const std::string& subtitle)
void plot_heatmap(const std::string& activations_csv, const blt::size_t bin_size, const std::string& subtitle)
{
#ifdef __linux__
auto pwd = std::filesystem::current_path();
if (!blt::string::ends_with(pwd.string(), '/'))
pwd += '/';
std::string command = "cd '" + path + "' && python3 " + pwd.string() + "plot_heatmap.py '" + activations_csv + "' " + std::to_string(bin_size) + " '" +
const auto path = std::filesystem::current_path().string();
const std::string command = "cd '" + path + "' && python3 ../plot_heatmap.py '" + activations_csv + "' '" + std::to_string(bin_size) + "' '" +
subtitle + "'";
std::system(("sh -c \"" + command + "\"").c_str());
BLT_TRACE(command);
std::system(command.c_str());
#endif
}
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)
void plot_line_graph(const std::string& topological_csv, const std::string& quantization_csv, blt::size_t bin_size,
const std::string& subtitle, const std::string& subtitle2)
{
#ifdef __linux__
auto pwd = std::filesystem::current_path();
if (!blt::string::ends_with(pwd.string(), '/'))
pwd += '/';
std::string command = "cd '" + path + "' && python3 " + pwd.string() + "plot_line_graph.py '" + topological_csv + "' '" + quantization_csv + "' " +
std::to_string(bin_size) + " false '" + subtitle + "'";
std::system(("sh -c \"" + command + "\"").c_str());
const auto path = std::filesystem::current_path().string();
const std::string command = "cd '" + path + "' && python3 ../plot_line_graph.py \"" + topological_csv + "\" \"" + quantization_csv + "\" " +
std::to_string(bin_size) + " true \"" + subtitle + "\" \"" + subtitle2 + "\"";
BLT_TRACE(command);
std::system(command.c_str());
#endif
}
@ -116,7 +114,8 @@ struct task_t // NOLINT
task_t(data_file_t* file, blt::u32 width, blt::u32 height, size_t maxEpochs, shape_t shape, init_t init, Scalar initial_learn_rate):
file(file), width(width), height(height), max_epochs(maxEpochs), shape(shape), init(init), initial_learn_rate(initial_learn_rate)
{}
{
}
gaussian_function_t topology_func{};
std::vector<std::vector<Scalar>> topological_errors{};
@ -147,7 +146,8 @@ void action_test(const std::vector<std::string>& argv_vector)
for (blt::size_t _ = 0; _ < std::thread::hardware_concurrency(); _++)
{
threads.emplace_back([&task_mutex, &tasks]() {
threads.emplace_back([&task_mutex, &tasks]()
{
do
{
task_t task;
@ -163,7 +163,7 @@ void action_test(const std::vector<std::string>& argv_vector)
{
gaussian_function_t func{};
auto dist = distance_function_t::from_shape(task.shape, task.width, task.height);
std::unique_ptr<som_t> som = std::make_unique<som_t>(*task.file, task.width, task.height, task.max_epochs, dist.get(),
auto som = std::make_unique<som_t>(*task.file, task.width, task.height, task.max_epochs, dist.get(),
&task.topology_func, task.shape, task.init, false);
while (som->get_current_epoch() < som->get_max_epochs())
som->train_epoch(task.initial_learn_rate);
@ -177,7 +177,7 @@ void action_test(const std::vector<std::string>& argv_vector)
task.activations.emplace_back(std::move(acts));
}
std::stringstream paths;
paths << "./bins-" << task.file->data_points.begin()->bins.size() << "/";
paths << "bins-" << task.file->data_points.begin()->bins.size() << "/";
paths << task.width << "x" << task.height << '-' << task.max_epochs << '/';
std::string shape_name = shape_names[static_cast<int>(task.shape)];
blt::string::replaceAll(shape_name, " ", "-");
@ -206,9 +206,16 @@ void action_test(const std::vector<std::string>& argv_vector)
for (auto [index, v] : blt::enumerate(vec))
average_activations[index] += v;
auto min_quant = *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 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 activations{path + "activations_avg.csv"};
std::ofstream activations_avg{path + "activations_avg.csv"};
std::ofstream activations{path + "activations.csv"};
topological << "error\n";
quantization << "error\n";
@ -221,6 +228,15 @@ void action_test(const std::vector<std::string>& argv_vector)
quantization << v / static_cast<Scalar>(runs) << '\n';
}
for (auto [i, v] : blt::enumerate(average_activations))
{
activations_avg << v / static_cast<Scalar>(runs);
if (i % task.width == task.width - 1)
activations_avg << '\n';
else
activations_avg << ',';
}
for (auto [i, v] : blt::enumerate(task.activations.front()))
{
activations << v / static_cast<Scalar>(runs);
if (i % task.width == task.width - 1)
@ -229,9 +245,20 @@ void action_test(const std::vector<std::string>& argv_vector)
activations << ',';
}
BLT_INFO("Task '%s' Complete", path.c_str());
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.max_epochs) + " Epochs");
} while (true);
plot_line_graph(path + "topological_avg.csv", path + "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(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(min_quant) + ", Max: " + std::to_string(max_quant) + ", " + std::to_string(task.max_epochs) +
" Epochs");
BLT_INFO("Task '%s' Complete", path.c_str());
}
while (true);
});
}
@ -287,5 +314,4 @@ int main(int argc, const char** argv)
action_test(argv_vector);
else if (action == "convert")
action_convert(argv_vector);
}