{ "metadata_path": "/home/mkamol/lamda-class-il/metadata.csv", "data_root": "/home/shared-datasets/LAMDA/LAMDA_Feature_extraction/data_file_by_year", "output_root": "/home/mkamol/lamda-class-il/prepared_class_il_vt", "protocol": { "malware_only": true, "vt_detection_condition": "> 3.0", "family_count_scope": "global_across_all_years", "family_count_condition": "> 100", "excluded_family_names": [ "missing_or_empty", "unknown", "prefix:singleton" ], "split": "family-stratified random split independently within each year", "task_composition": "all eligible samples observed in each year, including old and new families" }, "num_usable_samples": 204556, "num_classes": 145, "years": [ 2013, 2014, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025 ], "num_tasks": 12, "mode_summaries": { "global": { "mode": "global", "vocabulary_size": 1160804, "final_feature_dimension": 4709, "variance_threshold_used": true, "selector_fit_years": [ 2013, 2014, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025 ], "years": [ 2013, 2014, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025 ] } } }