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Refactor stratified build removing uneeded structures

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This commit is contained in:
Ricardo Montañana Gómez
2024-05-11 13:44:57 +02:00
parent c7bcc10dfb
commit 3fac7b95f8
2 changed files with 9 additions and 15 deletions
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20
folding.hpp
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@@ -87,31 +87,25 @@ namespace folding {
void build()
{
stratified_indices = std::vector<std::vector<int>>(k);
int fold_size = n / k;
// Compute class counts and indices
auto class_indices = std::map<int, std::vector<int>>();
std::vector<int> class_counts(*max_element(y.begin(), y.end()) + 1, 0);
for (auto i = 0; i < n; ++i) {
class_counts[y[i]]++;
class_indices[y[i]].push_back(i);
}
// Shuffle class indices
for (auto& [cls, indices] : class_indices) {
shuffle(indices.begin(), indices.end(), random_seed);
}
// Assign indices to folds
for (auto label = 0; label < class_counts.size(); ++label) {
auto num_samples_to_take = class_counts.at(label) / k;
for (auto& [label, indices] : class_indices) {
shuffle(indices.begin(), indices.end(), random_seed);
int num_samples = indices.size();
int num_samples_to_take = num_samples / k;
int remainder_samples_to_take = num_samples % k;
if (num_samples_to_take == 0) {
std::cerr << "Warning! The number of samples in class " << label << " (" << class_counts.at(label)
std::cerr << "Warning! The number of samples in class " << label << " (" << num_samples
<< ") is less than the number of folds (" << k << ")." << std::endl;
faulty = true;
}
auto remainder_samples_to_take = class_counts[label] % k;
for (auto fold = 0; fold < k; ++fold) {
auto it = next(class_indices[label].begin(), num_samples_to_take);
move(class_indices[label].begin(), it, back_inserter(stratified_indices[fold])); // ##
move(class_indices[label].begin(), it, back_inserter(stratified_indices[fold]));
class_indices[label].erase(class_indices[label].begin(), it);
}
auto chosen = std::vector<bool>(k, false);

4
tests/TestFolding.cc
View File

@@ -17,7 +17,7 @@ TEST_CASE("Version Test", "[Folding]")
TEST_CASE("KFold Test", "[Folding]")
{
// Initialize a KFold object with k=3,5,7,10 and a seed of 19.
std::string file_name = GENERATE("iris", "diabetes", "glass");//, "mfeat-fourier");
std::string file_name = GENERATE("iris", "diabetes", "glass"); //, "mfeat-fourier");
auto raw = RawDatasets(file_name, true);
INFO("File Name: " << file_name);
int nFolds = GENERATE(3, 5, 7, 10);
@@ -66,7 +66,7 @@ TEST_CASE("KFold Test", "[Folding]")
TEST_CASE("StratifiedKFold Test", "[Folding]")
{
// Initialize a StratifiedKFold object with k=3, using the y std::vector, and a seed of 17.
std::string file_name = GENERATE("iris", "diabetes", "glass");//, "mfeat-fourier");
std::string file_name = GENERATE("iris", "diabetes", "glass"); //, "mfeat-fourier");
INFO("File Name: " << file_name);
int nFolds = GENERATE(3, 5, 7, 10);
INFO("Number of Folds: " << nFolds);