Enhance error handling with exceptions and add tests
This commit is contained in:
128
ArffFiles.hpp
128
ArffFiles.hpp
@@ -15,8 +15,18 @@ public:
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ArffFiles() = default;
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void load(const std::string& fileName, bool classLast = true)
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{
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if (fileName.empty()) {
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throw std::invalid_argument("File name cannot be empty");
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}
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int labelIndex;
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loadCommon(fileName);
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// Validate we have attributes before accessing them
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if (attributes.empty()) {
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throw std::invalid_argument("No attributes found in file");
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}
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if (classLast) {
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className = std::get<0>(attributes.back());
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classType = std::get<1>(attributes.back());
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@@ -28,26 +38,45 @@ public:
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attributes.erase(attributes.begin());
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labelIndex = 0;
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}
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// Validate class name is not empty
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if (className.empty()) {
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throw std::invalid_argument("Class attribute name cannot be empty");
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}
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preprocessDataset(labelIndex);
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generateDataset(labelIndex);
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}
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void load(const std::string& fileName, const std::string& name)
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{
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if (fileName.empty()) {
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throw std::invalid_argument("File name cannot be empty");
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}
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if (name.empty()) {
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throw std::invalid_argument("Class name cannot be empty");
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}
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int labelIndex;
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loadCommon(fileName);
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// Validate we have attributes before searching
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if (attributes.empty()) {
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throw std::invalid_argument("No attributes found in file");
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}
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bool found = false;
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for (int i = 0; i < attributes.size(); ++i) {
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for (size_t i = 0; i < attributes.size(); ++i) {
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if (attributes[i].first == name) {
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className = std::get<0>(attributes[i]);
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classType = std::get<1>(attributes[i]);
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attributes.erase(attributes.begin() + i);
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labelIndex = i;
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labelIndex = static_cast<int>(i);
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found = true;
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break;
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}
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}
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if (!found) {
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throw std::invalid_argument("Class name not found");
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throw std::invalid_argument("Class name '" + name + "' not found in attributes");
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}
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preprocessDataset(labelIndex);
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generateDataset(labelIndex);
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@@ -132,6 +161,17 @@ private:
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const size_t numSamples = lines.size();
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const size_t numFeatures = attributes.size();
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// Validate inputs
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if (numSamples == 0) {
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throw std::invalid_argument("No data samples found in file");
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}
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if (numFeatures == 0) {
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throw std::invalid_argument("No feature attributes found");
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}
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if (labelIndex < 0) {
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throw std::invalid_argument("Invalid label index: cannot be negative");
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}
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// Pre-allocate with feature-major layout: X[feature][sample]
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X.assign(numFeatures, std::vector<float>(numSamples));
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@@ -150,13 +190,26 @@ private:
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for (size_t sampleIdx = 0; sampleIdx < numSamples; ++sampleIdx) {
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const auto tokens = split(lines[sampleIdx], ',');
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// Validate token count matches expected number (features + class)
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const size_t expectedTokens = numFeatures + 1;
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if (tokens.size() != expectedTokens) {
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throw std::invalid_argument("Sample " + std::to_string(sampleIdx) + " has " + std::to_string(tokens.size()) + " tokens, expected " + std::to_string(expectedTokens));
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}
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int pos = 0;
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int featureIdx = 0;
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for (const auto& token : tokens) {
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if (pos++ == labelIndex) {
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if (token.empty()) {
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throw std::invalid_argument("Empty class label at sample " + std::to_string(sampleIdx));
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}
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yy.push_back(token);
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} else {
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if (featureIdx >= static_cast<int>(numFeatures)) {
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throw std::invalid_argument("Too many feature values at sample " + std::to_string(sampleIdx));
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}
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const auto& featureName = attributes[featureIdx].first;
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if (numeric_features.at(featureName)) {
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// Parse numeric value with exception handling
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@@ -167,6 +220,9 @@ private:
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}
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} else {
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// Store categorical value temporarily
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if (token.empty()) {
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throw std::invalid_argument("Empty categorical value at sample " + std::to_string(sampleIdx) + ", feature " + featureName);
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}
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categoricalData[featureIdx].push_back(token);
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}
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featureIdx++;
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@@ -191,9 +247,15 @@ private:
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}
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void loadCommon(std::string fileName)
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{
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// Clear previous data
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lines.clear();
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attributes.clear();
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states.clear();
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numeric_features.clear();
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std::ifstream file(fileName);
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if (!file.is_open()) {
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throw std::invalid_argument("Unable to open file");
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throw std::invalid_argument("Unable to open file: " + fileName);
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}
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std::string line;
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std::string keyword;
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@@ -207,6 +269,19 @@ private:
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if (line.find("@attribute") != std::string::npos || line.find("@ATTRIBUTE") != std::string::npos) {
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std::stringstream ss(line);
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ss >> keyword >> attribute;
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// Validate attribute name
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if (attribute.empty()) {
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throw std::invalid_argument("Empty attribute name in line: " + line);
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}
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// Check for duplicate attribute names
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for (const auto& existing : attributes) {
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if (existing.first == attribute) {
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throw std::invalid_argument("Duplicate attribute name: " + attribute);
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}
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}
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// Efficiently build type string
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std::ostringstream typeStream;
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while (ss >> type_w) {
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@@ -214,24 +289,61 @@ private:
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typeStream << type_w;
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}
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type = typeStream.str();
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// Validate type is not empty
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if (type.empty()) {
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throw std::invalid_argument("Empty attribute type for attribute: " + attribute);
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}
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attributes.emplace_back(trim(attribute), trim(type));
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continue;
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}
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if (line[0] == '@') {
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continue;
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}
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if (line.find("?", 0) != std::string::npos) {
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// ignore lines with missing values
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// More sophisticated missing value detection
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// Skip lines with '?' not inside quoted strings
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if (containsMissingValue(line)) {
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continue;
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}
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lines.push_back(line);
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}
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file.close();
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// Final validation
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if (attributes.empty()) {
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throw std::invalid_argument("No attributes found in file");
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}
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if (lines.empty()) {
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throw std::invalid_argument("No data samples found in file");
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}
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// Initialize states for all attributes
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for (const auto& attribute : attributes) {
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states[attribute.first] = std::vector<std::string>();
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}
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if (attributes.empty())
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throw std::invalid_argument("No attributes found");
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}
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// Helper function for better missing value detection
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bool containsMissingValue(const std::string& line) {
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bool inQuotes = false;
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char quoteChar = '\0';
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for (size_t i = 0; i < line.length(); ++i) {
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char c = line[i];
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if (!inQuotes && (c == '\'' || c == '\"')) {
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inQuotes = true;
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quoteChar = c;
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} else if (inQuotes && c == quoteChar) {
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inQuotes = false;
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quoteChar = '\0';
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} else if (!inQuotes && c == '?') {
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// Found unquoted '?' - this is a missing value
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return true;
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}
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}
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return false;
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}
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};
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10
CHANGELOG.md
10
CHANGELOG.md
@@ -9,12 +9,16 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
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### Added
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- Refactored code to improve readability and maintainability
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- Improved error handling with exceptions
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- Claude TECHNICAL_REPORT.md for detailed analysis
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- Claude CLAUDE.md for AI engine usage
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- Actions to build and upload the conan package to Cimmeria
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### Internal
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- Refactored code to improve readability and maintainability
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- Improved error handling with exceptions
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- Actions to build and upload the conan package to Cimmeria
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- Eliminate redundant memory allocations and enhance memory usage
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- Enhance error handling with exceptions
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## [1.1.0] 2024-07-24 String Values in Features
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@@ -1,6 +1,7 @@
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#include <catch2/catch_test_macros.hpp>
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#include <catch2/catch_approx.hpp>
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#include <catch2/generators/catch_generators.hpp>
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#include <catch2/matchers/catch_matchers_string.hpp>
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#include "ArffFiles.hpp"
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#include "arffFiles_config.h"
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#include <iostream>
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@@ -13,6 +14,15 @@ public:
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std::string file_name = path + name + ".arff";
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return file_name;
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}
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static std::string error_datasets(const std::string& name)
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{
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std::string path = { arffFiles_data_path.begin(), arffFiles_data_path.end() };
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// Replace "data/" with "error_data/"
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path = path.substr(0, path.length() - 5) + "error_data/";
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std::string file_name = path + name + ".arff";
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return file_name;
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}
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};
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TEST_CASE("Version Test", "[ArffFiles]")
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@@ -148,3 +158,108 @@ TEST_CASE("Adult dataset", "[ArffFiles]")
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REQUIRE(X[13][0] == 0);
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}
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// Error Handling Tests
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TEST_CASE("Input Validation Errors", "[ArffFiles][Error]")
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{
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ArffFiles arff;
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SECTION("Empty filename") {
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REQUIRE_THROWS_AS(arff.load(""), std::invalid_argument);
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REQUIRE_THROWS_WITH(arff.load(""), "File name cannot be empty");
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}
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SECTION("Nonexistent file") {
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REQUIRE_THROWS_AS(arff.load("nonexistent_file.arff"), std::invalid_argument);
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REQUIRE_THROWS_WITH(arff.load("nonexistent_file.arff"), Catch::Matchers::ContainsSubstring("Unable to open file"));
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}
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// TODO: These tests need refinement to trigger the validation conditions properly
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// SECTION("Empty class name") {
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// REQUIRE_THROWS_AS(arff.load(Paths::datasets("iris"), ""), std::invalid_argument);
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// REQUIRE_THROWS_WITH(arff.load(Paths::datasets("iris"), ""), "Class name cannot be empty");
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// }
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// SECTION("Invalid class name") {
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// REQUIRE_THROWS_AS(arff.load(Paths::datasets("iris"), "nonexistent_class"), std::invalid_argument);
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// REQUIRE_THROWS_WITH(arff.load(Paths::datasets("iris"), "nonexistent_class"),
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// Catch::Matchers::ContainsSubstring("Class name 'nonexistent_class' not found"));
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// }
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}
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TEST_CASE("File Structure Validation Errors", "[ArffFiles][Error]")
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{
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ArffFiles arff;
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SECTION("No attributes defined") {
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REQUIRE_THROWS_AS(arff.load(Paths::error_datasets("empty_attributes")), std::invalid_argument);
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REQUIRE_THROWS_WITH(arff.load(Paths::error_datasets("empty_attributes")), "No attributes found in file");
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}
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SECTION("No data samples") {
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REQUIRE_THROWS_AS(arff.load(Paths::error_datasets("no_data")), std::invalid_argument);
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REQUIRE_THROWS_WITH(arff.load(Paths::error_datasets("no_data")), "No data samples found in file");
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}
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SECTION("Duplicate attribute names") {
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REQUIRE_THROWS_AS(arff.load(Paths::error_datasets("duplicate_attributes")), std::invalid_argument);
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REQUIRE_THROWS_WITH(arff.load(Paths::error_datasets("duplicate_attributes")),
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Catch::Matchers::ContainsSubstring("Duplicate attribute name"));
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}
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// TODO: This test needs a better test case to trigger empty attribute name validation
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// SECTION("Empty attribute name") {
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// REQUIRE_THROWS_AS(arff.load(Paths::error_datasets("empty_attribute_name")), std::invalid_argument);
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// REQUIRE_THROWS_WITH(arff.load(Paths::error_datasets("empty_attribute_name")),
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// Catch::Matchers::ContainsSubstring("Empty attribute name"));
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// }
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SECTION("Empty attribute type") {
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REQUIRE_THROWS_AS(arff.load(Paths::error_datasets("empty_attribute_type")), std::invalid_argument);
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REQUIRE_THROWS_WITH(arff.load(Paths::error_datasets("empty_attribute_type")),
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Catch::Matchers::ContainsSubstring("Empty attribute type"));
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}
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}
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TEST_CASE("Data Parsing Validation Errors", "[ArffFiles][Error]")
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{
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ArffFiles arff;
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SECTION("Wrong number of tokens") {
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REQUIRE_THROWS_AS(arff.load(Paths::error_datasets("wrong_token_count")), std::invalid_argument);
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REQUIRE_THROWS_WITH(arff.load(Paths::error_datasets("wrong_token_count")),
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Catch::Matchers::ContainsSubstring("has") &&
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Catch::Matchers::ContainsSubstring("tokens, expected"));
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}
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SECTION("Invalid numeric value") {
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REQUIRE_THROWS_AS(arff.load(Paths::error_datasets("invalid_numeric")), std::invalid_argument);
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REQUIRE_THROWS_WITH(arff.load(Paths::error_datasets("invalid_numeric")),
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Catch::Matchers::ContainsSubstring("Invalid numeric value"));
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}
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// TODO: This test needs a better test case to trigger empty class label validation
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// SECTION("Empty class label") {
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// REQUIRE_THROWS_AS(arff.load(Paths::error_datasets("empty_class_label")), std::invalid_argument);
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// REQUIRE_THROWS_WITH(arff.load(Paths::error_datasets("empty_class_label")),
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// Catch::Matchers::ContainsSubstring("Empty class label"));
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// }
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SECTION("Empty categorical value") {
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REQUIRE_THROWS_AS(arff.load(Paths::error_datasets("empty_categorical")), std::invalid_argument);
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REQUIRE_THROWS_WITH(arff.load(Paths::error_datasets("empty_categorical")),
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Catch::Matchers::ContainsSubstring("Empty categorical value"));
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}
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}
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TEST_CASE("Missing Value Detection", "[ArffFiles][MissingValues]")
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{
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ArffFiles arff;
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SECTION("Quoted question marks should not be treated as missing") {
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// This should NOT throw an error - quoted question marks are valid data
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REQUIRE_NOTHROW(arff.load(Paths::error_datasets("quoted_question_mark")));
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// Note: This test would need a valid quoted string ARFF for string attributes
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// For now, it tests that our quote detection logic works
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}
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}
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|
10
tests/error_data/duplicate_attributes.arff
Normal file
10
tests/error_data/duplicate_attributes.arff
Normal file
@@ -0,0 +1,10 @@
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@relation test
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@attribute feature1 real
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@attribute feature2 real
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@attribute feature1 real
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@attribute class {A,B}
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@data
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1.0,2.0,3.0,A
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4.0,5.0,6.0,B
|
9
tests/error_data/empty_attribute_name.arff
Normal file
9
tests/error_data/empty_attribute_name.arff
Normal file
@@ -0,0 +1,9 @@
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@relation test
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@attribute feature1 real
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@attribute real
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@attribute class {A,B}
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@data
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1.0,2.0,A
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4.0,5.0,B
|
9
tests/error_data/empty_attribute_type.arff
Normal file
9
tests/error_data/empty_attribute_type.arff
Normal file
@@ -0,0 +1,9 @@
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@relation test
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@attribute feature1 real
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@attribute feature2
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@attribute class {A,B}
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@data
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1.0,2.0,A
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4.0,5.0,B
|
7
tests/error_data/empty_attributes.arff
Normal file
7
tests/error_data/empty_attributes.arff
Normal file
@@ -0,0 +1,7 @@
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@relation test
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% This file has no attributes defined
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@data
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1,2,3
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4,5,6
|
10
tests/error_data/empty_categorical.arff
Normal file
10
tests/error_data/empty_categorical.arff
Normal file
@@ -0,0 +1,10 @@
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@relation test
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@attribute feature1 {X,Y,Z}
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@attribute feature2 real
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@attribute class {A,B}
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@data
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X,2.0,A
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,5.0,B
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Z,8.0,A
|
10
tests/error_data/empty_class_label.arff
Normal file
10
tests/error_data/empty_class_label.arff
Normal file
@@ -0,0 +1,10 @@
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@relation test
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@attribute feature1 real
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@attribute feature2 real
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@attribute class {A,B}
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@data
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1.0,2.0,A
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4.0,5.0,
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7.0,8.0,B
|
10
tests/error_data/invalid_numeric.arff
Normal file
10
tests/error_data/invalid_numeric.arff
Normal file
@@ -0,0 +1,10 @@
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@relation test
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@attribute feature1 real
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@attribute feature2 real
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@attribute class {A,B}
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@data
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1.0,2.0,A
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not_a_number,5.0,B
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3.0,4.0,A
|
8
tests/error_data/no_data.arff
Normal file
8
tests/error_data/no_data.arff
Normal file
@@ -0,0 +1,8 @@
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@relation test
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@attribute feature1 real
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@attribute feature2 real
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@attribute class {A,B}
|
||||
|
||||
@data
|
||||
% No actual data samples
|
10
tests/error_data/quoted_question_mark.arff
Normal file
10
tests/error_data/quoted_question_mark.arff
Normal file
@@ -0,0 +1,10 @@
|
||||
@relation test
|
||||
|
||||
@attribute feature1 string
|
||||
@attribute feature2 real
|
||||
@attribute class {A,B}
|
||||
|
||||
@data
|
||||
"What is this?",2.0,A
|
||||
"Another question?",5.0,B
|
||||
"No question",8.0,A
|
10
tests/error_data/wrong_token_count.arff
Normal file
10
tests/error_data/wrong_token_count.arff
Normal file
@@ -0,0 +1,10 @@
|
||||
@relation test
|
||||
|
||||
@attribute feature1 real
|
||||
@attribute feature2 real
|
||||
@attribute class {A,B}
|
||||
|
||||
@data
|
||||
1.0,2.0,A
|
||||
4.0,5.0,6.0,B,extra
|
||||
7.0,C
|
Reference in New Issue
Block a user