diff --git a/bug-2022/.gitignore b/bug-2022/.gitignore index 8718483..b96c188 100644 --- a/bug-2022/.gitignore +++ b/bug-2022/.gitignore @@ -2,4 +2,5 @@ defects4j/ sources/ env/ *.iml -.idea/ \ No newline at end of file +.idea/ +__pycache__/ \ No newline at end of file diff --git a/bug-2022/evaluate_classifiers.py b/bug-2022/evaluate_classifiers.py new file mode 100755 index 0000000..845cdb3 --- /dev/null +++ b/bug-2022/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, + 2976579770 - 5, + 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 " + 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/bug-2022/models/evaluation.csv b/bug-2022/models/evaluation.csv new file mode 100644 index 0000000..03a519f --- /dev/null +++ b/bug-2022/models/evaluation.csv @@ -0,0 +1,2581 @@ 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'lbfgs'}",0.5,0.29411764705882354,0.6428571428571429,0.4166666666666667,0.5555555555555556,0.4818394024276378,0.1193126432483211,65,0.4,0.3333333333333333,0.6,0.3333333333333333,0.6666666666666666,0.4666666666666667,0.1398411797560202,15,0.4444444444444445,0.3125,0.6206896551724138,0.3703703703703704,0.606060606060606,0.470813015209567,0.12377556725686674,13,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,2000,lbfgs +0.12501974105834962,0.035473541131846364,0.0033659934997558594,6.674817569198053e-05,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 2000, 'solver': 'sgd'}",0.0,0.0,0.04838709677419355,0.42857142857142855,0.07352941176470588,0.11009758742206559,0.16174916453302443,101,0.0,0.0,0.2,0.2,0.6666666666666666,0.21333333333333332,0.2436755584332942,96,0.0,0.0,0.07792207792207792,0.27272727272727276,0.13245033112582782,0.0966199363550357,0.1013094716460769,103,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,2000,sgd 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mean_fit_time,std_fit_time,mean_score_time,std_score_time,params,split0_test_precision,split1_test_precision,split2_test_precision,split3_test_precision,split4_test_precision,mean_test_precision,std_test_precision,rank_test_precision,split0_test_recall,split1_test_recall,split2_test_recall,split3_test_recall,split4_test_recall,mean_test_recall,std_test_recall,rank_test_recall,split0_test_f1,split1_test_f1,split2_test_f1,split3_test_f1,split4_test_f1,mean_test_f1,std_test_f1,rank_test_f1,classifier,param_gamma,param_kernel,param_criterion,param_splitter,param_class_weight,param_max_features,param_activation,param_hidden_layer_sizes,param_learning_rate,param_max_iter,param_solver 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import RandomForestClassifier DIR: str = os.path.dirname(os.path.realpath(__file__)) IN_DIR: str = DIR + '/metrics' OUT_DIR: str = DIR + '/models' -RANDOM: int = 42 def clean_output(): @@ -25,7 +25,7 @@ def clean_output(): os.remove(f) -def get_classifiers() -> list: +def get_classifiers() -> list[tuple[any, dict[str, list[str]]]]: return [ (GaussianNB(), {}), (SVC(), { @@ -51,20 +51,12 @@ def get_classifiers() -> list: ] -def main(): - clean_output() +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) - # load dataset - 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) - - df = None + dfs: list[pd.DataFrame] = [] for classifier, grid in get_classifiers(): # cross-validation splits are same across calls as data is not shuffled @@ -75,13 +67,34 @@ def main(): 'f1': make_scorer(f1_score, average='binary') }, refit='f1') - clf.fit(X_scaled, y) + clf.fit(X_shuffled, y_shuffled) df_classifier = pd.DataFrame(clf.cv_results_) df_classifier['classifier'] = type(classifier).__name__ - df = df_classifier if df is None else pd.concat( - [df, df_classifier], ignore_index=True) + 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)