diff --git a/.gitignore b/.gitignore index b6e4761..b96c188 100644 --- a/.gitignore +++ b/.gitignore @@ -1,129 +1,6 @@ -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -pip-wheel-metadata/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -.python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv +defects4j/ +sources/ env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ +*.iml +.idea/ +__pycache__/ \ No newline at end of file diff --git a/evaluate_classifiers.py b/evaluate_classifiers.py old mode 100644 new mode 100755 index e69de29..6b0791c --- a/evaluate_classifiers.py +++ b/evaluate_classifiers.py @@ -0,0 +1,61 @@ +#!/usr/bin/env python3 +import os +import pandas as pd +import glob +from train_classifiers import perform_grid_search, load_dataset + + +DIR: str = os.path.dirname(os.path.realpath(__file__)) +OUT_DIR: str = DIR + '/models' + +RANDOM_STATES: list[int] = [ + 0xDEADB017, + 0xDEADBEEF, + 4, # chosen by a fair dice roll + 0xDECAFBAD, + 0x000FF1CE, + 8451, + 42, + 2056, + 25, + 6 // 2, + 91, + 7, # Where is Cherapunji? + 115, + 65, + 76, + 85, + 83, + 111, + 110, + 101, +] + + +def clean_output(): + filelist = glob.glob(OUT_DIR + '/models.csv') + for f in filelist: + os.remove(f) + + +def main(): + if not os.path.exists(OUT_DIR + '/evaluation.csv'): + X, y = load_dataset() + + dfs: list[pd.DataFrame] = [] + + for i, state in enumerate(RANDOM_STATES): + print("Iteration " + str(i + 1) + " of " + str(len(RANDOM_STATES)) + "...") + dfs.append(perform_grid_search(X, y, state)) + + # concatenate all runs in single dataframe + df = pd.concat(dfs, ignore_index=True) + df.to_csv(OUT_DIR + '/evaluation.csv', index=False) + else: + df = pd.read_csv(OUT_DIR + '/evaluation.csv') + + # TODO: statistical analysis + + +if __name__ == '__main__': + main() diff --git a/extract_feature_vectors.py b/extract_feature_vectors.py old mode 100644 new mode 100755 index e69de29..b196b4c --- a/extract_feature_vectors.py +++ b/extract_feature_vectors.py @@ -0,0 +1,135 @@ +#!/usr/bin/env python3 +import javalang +import os +import pandas as pd +import glob +import re + +DIR: str = os.path.dirname(os.path.realpath(__file__)) +SOURCES: str = DIR + '/resources/defects4j-checkout-closure-1f/src/com/google/javascript/jscomp/' +OUT_DIR: str = DIR + '/metrics' + + +def clean_output(): + filelist = glob.glob(OUT_DIR + '/*.csv') + for f in filelist: + os.remove(f) + + +def count(node: javalang.tree.Node, the_filter) -> int: + i = 0 + for _, _ in node.filter(the_filter): + i += 1 + return i + + +def metrics(clazz: javalang.tree.ClassDeclaration) -> dict[str, str]: + # Method metrics + m = { + 'MTH': len(clazz.methods), + 'FLD': len(clazz.fields), + 'RFC': 0 + } + + # RFC: #Public methods + #Method invocations + for method in clazz.methods: + if 'public' in method.modifiers: + m['RFC'] += 1 + m['RFC'] += count(clazz, javalang.tree.MethodInvocation) + + # INT: #Implemented interfaces + m['INT'] = 0 if clazz.implements is None else len(clazz.implements) + + # Method metrics (max across methods) + sz = 0 + cpx = 0 + ex = 0 + ret = 0 + sum_m_name_len = 0 + for method in clazz.methods: + sum_m_name_len += len(method.name) + + # SZ: #Statements + sz = max(sz, count(method, javalang.tree.Statement)) + + # CPX: #CONDITIONAL + #LOOP statements + cpx = max(cpx, + count(method, javalang.tree.IfStatement) + + count(method, javalang.tree.TernaryExpression) + + count(method, javalang.tree.WhileStatement) + + count(method, javalang.tree.ForStatement)) + + # EX: #Exceptions in throws clause + ex = max(ex, 0 if method.throws is None else len(method.throws)) + + # RET: #Return points + ret = max(ret, count(method, javalang.tree.ReturnStatement)) + m['SZ'] = sz + m['CPX'] = cpx + m['EX'] = ex + m['RET'] = ret + + # NLP metrics + + # Average length of method names + l = len(clazz.methods) + m['NML'] = 0 if l == 0 else sum_m_name_len / l + + m['BCM'] = 0 + m['WRD'] = 0 + for _, node in clazz.filter(javalang.tree.Documented): + if node.documentation is not None: + # BCM: #block comments + m['BCM'] += 1 + + # #Words (the longest alphanumeric substrings) in block comments + m['WRD'] += len(re.findall('\\w+', node.documentation)) + + # #Words in comments / #Statements + s = count(clazz, javalang.tree.Statement) + m['DCM'] = 0 if s == 0 else m['WRD'] / s + + return m + + +def create_df(root) -> pd.DataFrame: + df = pd.DataFrame(columns=['class_name', 'MTH', 'FLD', 'RFC', + 'INT', 'SZ', 'CPX', 'EX', 'RET', 'BCM', 'NML', 'WRD', 'DCM']) + + i: int = 0 + for path, dirs, files in os.walk(root): + for f in files: + if f.endswith('.java'): + # Get the AST of the file + with open(path + '/' + f) as file: + data = file.read() + tree = javalang.parse.parse(data) + + # Fetch package name from package declaration + # if node is missing, assuming default package ('') + package_name = '' + for _, node in tree.filter(javalang.tree.PackageDeclaration): + package_name = node.name + break + + # Get all classes and number of methods for each one + for _, node in tree.filter(javalang.tree.ClassDeclaration): + fqdn = package_name + '.' + node.name + + df.loc[i, 'class_name'] = fqdn + m = metrics(node) + for metric in m: + df.loc[i, metric] = m[metric] + i += 1 + + return df + + +def main(): + clean_output() + df = create_df(SOURCES) + df.to_csv(OUT_DIR + '/feature_vectors.csv', index=False) + + +if __name__ == '__main__': + main() diff --git a/label_feature_vectors.py b/label_feature_vectors.py old mode 100644 new mode 100755 index e69de29..e5f0daf --- a/label_feature_vectors.py +++ b/label_feature_vectors.py @@ -0,0 +1,47 @@ +#!/usr/bin/env python3 +import glob +import os +import re + +import javalang +import pandas as pd + +# God class if: +# |M(C)| > E(M) + 6*V(M) +# (number of methods greater than average across all classes plus 6 times the +# standard deviation) + +DIR: str = os.path.dirname(os.path.realpath(__file__)) +LABEL_DIR: str = DIR + '/resources/modified_classes' +IN_DIR: str = DIR + '/metrics' +OUT_DIR: str = DIR + '/metrics' + + +def clean_output(): + filelist = glob.glob(OUT_DIR + '/*_labeled.csv') + for f in filelist: + os.remove(f) + + +def get_is_buggy_set() -> set[str]: + lines: set[str] = set() + + filelist = glob.glob(LABEL_DIR + '/*.src') + for f in filelist: + with open(f, 'r') as file_obj: + for line in file_obj.readlines(): + lines.add(line.strip().strip('\n')) + + return lines + + +def main(): + is_buggy_set = get_is_buggy_set() + df = pd.read_csv(IN_DIR + '/feature_vectors.csv') + df['buggy'] = df['class_name'].apply( + lambda fqdn: 1 if fqdn in is_buggy_set else 0) + df.to_csv(OUT_DIR + '/feature_vectors_labeled.csv', index=False) + + +if __name__ == '__main__': + main() diff --git a/metrics/feature_vectors.csv b/metrics/feature_vectors.csv new file mode 100644 index 0000000..443896c --- /dev/null +++ b/metrics/feature_vectors.csv @@ -0,0 +1,748 @@ +class_name,MTH,FLD,RFC,INT,SZ,CPX,EX,RET,BCM,NML,WRD,DCM +com.google.javascript.jscomp.PeepholeSimplifyRegExp,1,0,29,0,18,8,0,2,1,15.0,12,0.6666666666666666 +com.google.javascript.jscomp.MinimizeExitPoints,6,1,91,1,49,14,0,4,5,13.833333333333334,324,2.8672566371681416 +com.google.javascript.jscomp.RenameLabels,1,3,51,1,1,0,0,0,8,7.0,336,6.588235294117647 +com.google.javascript.jscomp.DefaultNameSupplier,1,1,2,1,1,0,0,1,0,3.0,0,0.0 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--git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..f2c0d97 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,3 @@ +javalang==0.13.0 +pandas==1.5.2 +scikit_learn==1.2.1 diff --git a/train_classifiers.py b/train_classifiers.py old mode 100644 new mode 100755 index e69de29..80038a3 --- a/train_classifiers.py +++ b/train_classifiers.py @@ -0,0 +1,103 @@ +#!/usr/bin/env python3 +import os +import pandas as pd +import glob + +from sklearn import preprocessing +from sklearn.metrics import f1_score, precision_score, recall_score, make_scorer +from sklearn.model_selection import GridSearchCV +from sklearn.utils import shuffle + +from sklearn.neural_network import MLPClassifier +from sklearn.naive_bayes import GaussianNB +from sklearn.svm import SVC +from sklearn.tree import DecisionTreeClassifier +from sklearn.ensemble import RandomForestClassifier + +DIR: str = os.path.dirname(os.path.realpath(__file__)) +IN_DIR: str = DIR + '/metrics' +OUT_DIR: str = DIR + '/models' + + +def clean_output(): + filelist = glob.glob(OUT_DIR + '/models.csv') + for f in filelist: + os.remove(f) + + +def get_classifiers() -> list[tuple[any, dict[str, list[str]]]]: + return [ + (GaussianNB(), {}), + (SVC(), { + 'kernel': ['linear', 'poly', 'rbf', 'sigmoid'], + 'gamma': ['scale', 'auto'] + }), + (DecisionTreeClassifier(), { + 'criterion': ['gini', 'entropy'], + 'splitter': ['best', 'random'] + }), + (RandomForestClassifier(), { + 'criterion': ['gini', 'entropy'], + 'max_features': ['sqrt', 'log2'], + 'class_weight': ['balanced', 'balanced_subsample'] + }), + (MLPClassifier(), { + 'max_iter': [10000], + 'hidden_layer_sizes': [(10,), (50,), (100, 20,)], + 'activation': ['identity', 'logistic', 'tanh', 'relu'], + 'solver': ['lbfgs', 'sgd', 'adam'], + 'learning_rate': ['constant', 'invscaling', 'adaptive'] + }) + ] + + +def perform_grid_search(X_scaled, y, random_state: int) -> pd.DataFrame: + # Shuffle according to given random state. This allows for multiple runs + # of grid search that have a deterministic output for a given random_state + X_shuffled, y_shuffled = shuffle(X_scaled, y, random_state=random_state) + + dfs: list[pd.DataFrame] = [] + + for classifier, grid in get_classifiers(): + # cross-validation splits are same across calls as data is not shuffled + # see: https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html + clf = GridSearchCV(classifier, grid, cv=5, n_jobs=-1, scoring={ + 'precision': make_scorer(precision_score, average='binary', zero_division=0), + 'recall': make_scorer(recall_score, average='binary'), + 'f1': make_scorer(f1_score, average='binary') + }, refit='f1') + + clf.fit(X_shuffled, y_shuffled) + + df_classifier = pd.DataFrame(clf.cv_results_) + df_classifier['classifier'] = type(classifier).__name__ + + dfs.append(df_classifier) + + return pd.concat(dfs, ignore_index=True) + + +def load_dataset() -> tuple[any, any]: + df = pd.read_csv(IN_DIR + '/feature_vectors_labeled.csv') + df = df.drop('class_name', axis=1) + + X = df.iloc[:, :-1].to_numpy() + y = df.iloc[:, -1].to_numpy() + + scaler = preprocessing.StandardScaler().fit(X) + X_scaled = scaler.transform(X) + + return (X_scaled, y) + + +def main(): + clean_output() + + X, y = load_dataset() + df = perform_grid_search(X, y, 0xDEADB017) + + df.to_csv(OUT_DIR + '/models.csv', index=False) + + +if __name__ == '__main__': + main()