Download training_results.json from Rthur2003/auris-models: direct link, hf CLI and curl.
- Browser
- Download file 6 kB
-
https://huggingface.co/Rthur2003/auris-models/resolve/main/training_results.json
- Command line
-
hf download hf://Rthur2003/auris-models/training_results.json
-
curl -L -o training_results.json https://huggingface.co/Rthur2003/auris-models/resolve/main/training_results.json
6 kB
| { | |
| "Logistic Regression": { | |
| "accuracy": 0.7779, | |
| "precision": 0.6983, | |
| "recall": 0.7848, | |
| "f1": 0.739, | |
| "roc_auc": 0.8511, | |
| "validation_auc": 0.8383, | |
| "selection_time_sec": 0.21, | |
| "train_time_sec": 0.3, | |
| "selected_params": { | |
| "C": 2.0, | |
| "class_weight": "balanced", | |
| "max_iter": 2500 | |
| }, | |
| "optimal_threshold": 0.5 | |
| }, | |
| "Random Forest": { | |
| "accuracy": 0.8604, | |
| "precision": 0.8554, | |
| "recall": 0.7843, | |
| "f1": 0.8183, | |
| "roc_auc": 0.9393, | |
| "validation_auc": 0.9302, | |
| "selection_time_sec": 4.74, | |
| "train_time_sec": 9.4, | |
| "selected_params": { | |
| "n_estimators": 500, | |
| "max_depth": null, | |
| "min_samples_leaf": 1, | |
| "min_samples_split": 2, | |
| "class_weight": "balanced_subsample", | |
| "max_features": "log2" | |
| }, | |
| "optimal_threshold": 0.5 | |
| }, | |
| "Gradient Boosting": { | |
| "accuracy": 0.8685, | |
| "precision": 0.8454, | |
| "recall": 0.8223, | |
| "f1": 0.8337, | |
| "roc_auc": 0.9406, | |
| "validation_auc": 0.9297, | |
| "selection_time_sec": 18.64, | |
| "train_time_sec": 33.84, | |
| "selected_params": { | |
| "n_estimators": 180, | |
| "max_depth": 4, | |
| "learning_rate": 0.07, | |
| "subsample": 0.75, | |
| "min_samples_leaf": 8, | |
| "min_samples_split": 16 | |
| }, | |
| "optimal_threshold": 0.5 | |
| }, | |
| "SVM (RBF)": { | |
| "accuracy": 0.8612, | |
| "precision": 0.8331, | |
| "recall": 0.8175, | |
| "f1": 0.8252, | |
| "roc_auc": 0.9347, | |
| "validation_auc": 0.9336, | |
| "selection_time_sec": 13.73, | |
| "train_time_sec": 19.79, | |
| "selected_params": { | |
| "C": 10.0, | |
| "gamma": 0.05, | |
| "class_weight": "balanced" | |
| }, | |
| "optimal_threshold": 0.5 | |
| }, | |
| "MLP Neural Network": { | |
| "accuracy": 0.8545, | |
| "precision": 0.8169, | |
| "recall": 0.8208, | |
| "f1": 0.8189, | |
| "roc_auc": 0.9258, | |
| "validation_auc": 0.9278, | |
| "selection_time_sec": 4.72, | |
| "train_time_sec": 7.49, | |
| "selected_params": { | |
| "hidden_layer_sizes": [ | |
| 192, | |
| 96, | |
| 32 | |
| ], | |
| "alpha": 0.001, | |
| "max_iter": 600, | |
| "validation_fraction": 0.15 | |
| }, | |
| "optimal_threshold": 0.5 | |
| }, | |
| "XGBoost": { | |
| "accuracy": 0.8735, | |
| "precision": 0.8512, | |
| "recall": 0.8295, | |
| "f1": 0.8402, | |
| "roc_auc": 0.9463, | |
| "validation_auc": 0.9376, | |
| "selection_time_sec": 1.44, | |
| "train_time_sec": 2.1, | |
| "selected_params": { | |
| "n_estimators": 240, | |
| "max_depth": 5, | |
| "learning_rate": 0.06, | |
| "subsample": 0.75, | |
| "colsample_bytree": 0.75, | |
| "min_child_weight": 6, | |
| "reg_alpha": 0.4, | |
| "reg_lambda": 1.5, | |
| "gamma": 0.2 | |
| }, | |
| "optimal_threshold": 0.5 | |
| }, | |
| "LightGBM": { | |
| "accuracy": 0.8839, | |
| "precision": 0.8441, | |
| "recall": 0.8713, | |
| "f1": 0.8575, | |
| "roc_auc": 0.9549, | |
| "validation_auc": 0.9472, | |
| "selection_time_sec": 3.25, | |
| "train_time_sec": 2.95, | |
| "selected_params": { | |
| "n_estimators": 300, | |
| "max_depth": -1, | |
| "learning_rate": 0.05, | |
| "num_leaves": 31, | |
| "subsample": 0.8, | |
| "colsample_bytree": 0.8, | |
| "min_child_samples": 20, | |
| "reg_alpha": 0.1, | |
| "reg_lambda": 1.0 | |
| }, | |
| "optimal_threshold": 0.431577 | |
| }, | |
| "_best_model": "LightGBM", | |
| "_n_samples": 5195, | |
| "_n_features": 47, | |
| "_n_folds": 5, | |
| "_dataset_path": "d:\\CrownCode\\DataSet\\features.csv", | |
| "_class_balance": { | |
| "ai": 2082, | |
| "human": 3113 | |
| }, | |
| "_data_leakage_fix": "duration_sec and sample_rate removed from features; scaler fitted per fold during CV", | |
| "_model_paths": { | |
| "Logistic Regression": "d:\\CrownCode\\hf-crowncode-backend\\models\\model_logistic_regression.pkl", | |
| "Random Forest": "d:\\CrownCode\\hf-crowncode-backend\\models\\model_random_forest.pkl", | |
| "Gradient Boosting": "d:\\CrownCode\\hf-crowncode-backend\\models\\model_gradient_boosting.pkl", | |
| "SVM (RBF)": "d:\\CrownCode\\hf-crowncode-backend\\models\\model_svm_rbf.pkl", | |
| "MLP Neural Network": "d:\\CrownCode\\hf-crowncode-backend\\models\\model_mlp_neural_network.pkl", | |
| "XGBoost": "d:\\CrownCode\\hf-crowncode-backend\\models\\model_xgboost.pkl", | |
| "LightGBM": "d:\\CrownCode\\hf-crowncode-backend\\models\\model_lightgbm.pkl" | |
| }, | |
| "_feature_importance": { | |
| "spectral_flatness_std": 0.061889, | |
| "spectral_contrast_mean": 0.046667, | |
| "rms_energy": 0.045556, | |
| "onset_strength_std": 0.038778, | |
| "spectral_flatness_mean": 0.037, | |
| "rms_dynamic_range": 0.034556, | |
| "onset_strength_mean": 0.033222, | |
| "rms_std": 0.029778, | |
| "beat_count": 0.029778, | |
| "mfcc_delta_var": 0.028889, | |
| "chroma_std": 0.028111, | |
| "mfcc_variance": 0.027889, | |
| "tonnetz_std": 0.027333, | |
| "chroma_entropy": 0.022333, | |
| "tempo_cv": 0.022222, | |
| "zero_crossing_rate": 0.021333, | |
| "spectral_bandwidth_std": 0.020444, | |
| "breath_pattern_score": 0.020444, | |
| "mel_flatness": 0.020333, | |
| "spectral_centroid_mean": 0.019222, | |
| "formant_consistency_score": 0.019222, | |
| "vocal_energy_ratio": 0.019111, | |
| "harmonic_ratio": 0.017889, | |
| "zero_crossing_std": 0.017556, | |
| "pitch_std_cents": 0.017333, | |
| "harmonic_structure": 0.017222, | |
| "vocal_harmonic_ratio": 0.017222, | |
| "tempo_stability": 0.016444, | |
| "chroma_transition_rate": 0.016444, | |
| "spectral_contrast_std": 0.016333, | |
| "pitch_mean_hz": 0.016222, | |
| "spectral_regularity": 0.015889, | |
| "vibrato_regularity_score": 0.015889, | |
| "vibrato_extent_cents": 0.015889, | |
| "spectral_bandwidth_mean": 0.014667, | |
| "spectral_rolloff_std": 0.014, | |
| "tempo_bpm": 0.014, | |
| "temporal_patterns": 0.013556, | |
| "mfcc_delta2_var": 0.013111, | |
| "vocal_ai_score": 0.012667, | |
| "spectral_centroid_std": 0.012556, | |
| "pitch_stability_score": 0.011556, | |
| "spectral_rolloff_mean": 0.010889, | |
| "vibrato_rate_hz": 0.010333, | |
| "vocal_texture_score": 0.009556, | |
| "vocal_confidence": 0.008667, | |
| "has_vocals": 0.0 | |
| } | |
| } |