{ "model": { "kind": "char_cnn_transformer", "initialization": "random_weights", "parameters": 1959361, "config": { "max_length": 1000, "embed_dim": 128, "width": 192, "layers": 4, "heads": 8, "dropout": 0.1 }, "device": "cuda", "epochs": 12, "best_epoch": 10, "batch_size": 128, "learning_rate": 0.0006, "seed": 42, "temperature": 1.6057, "training_seconds": 322.2, "torch_version": "2.11.0+cu128" }, "threshold": 0.5241324296053946, "target_fpr": 0.001, "rows": 96822, "sources": [ "agent_attack_line", "agent_attack_request", "agent_attack_value", "agent_line", "agent_multilingual", "agent_other_attack", "agent_request", "agent_value", "mereani", "synthetic", "twin_urls" ], "cleaning": { "input_rows": 96835, "empty_rows": 0, "conflicting_texts": 0, "duplicate_rows": 0, "output_rows": 96835, "challenge_overlap_rows_removed": 13 }, "held_out_test": { "samples": 14524, "roc_auc": 0.99995, "pr_auc": 0.99986, "detection_at_1pct_false_alarms": 0.9982, "detection_at_0.1pct_false_alarms": 0.9971, "threshold": 0.5241, "detection_rate": 0.9953, "false_alarm_rate": 0.0001, "precision": 0.9997, "confusion": { "tp": 3392, "fp": 1, "fn": 16, "tn": 11115 }, "by_source": { "agent_attack_line": { "attacks": 544, "caught": 539, "benign": 0, "false_alarms": 0 }, "agent_attack_request": { "attacks": 311, "caught": 311, "benign": 0, "false_alarms": 0 }, "agent_attack_value": { "attacks": 398, "caught": 398, "benign": 0, "false_alarms": 0 }, "agent_line": { "attacks": 0, "caught": 0, "benign": 693, "false_alarms": 0 }, "agent_multilingual": { "attacks": 0, "caught": 0, "benign": 450, "false_alarms": 0 }, "agent_other_attack": { "attacks": 0, "caught": 0, "benign": 333, "false_alarms": 0 }, "agent_request": { "attacks": 0, "caught": 0, "benign": 832, "false_alarms": 0 }, "agent_value": { "attacks": 0, "caught": 0, "benign": 723, "false_alarms": 0 }, "mereani": { "attacks": 2155, "caught": 2144, "benign": 4210, "false_alarms": 1 }, "synthetic": { "attacks": 0, "caught": 0, "benign": 1860, "false_alarms": 0 }, "twin_urls": { "attacks": 0, "caught": 0, "benign": 2015, "false_alarms": 0 } } }, "challenge_set": { "attacks": 60, "caught": 60, "missed": [], "benign": 80, "false_alarms": [] }, "external_benchmark": { "attack_sources": { "seclists_brutelogic": { "attacks": 101, "caught": 89, "unseen_attacks": 99, "unseen_caught": 87 }, "seclists_jhaddix": { "attacks": 106, "caught": 92, "unseen_attacks": 64, "unseen_caught": 50 }, "seclists_mario": { "attacks": 137, "caught": 115, "unseen_attacks": 135, "unseen_caught": 113 }, "seclists_ofjaaah": { "attacks": 198, "caught": 171, "unseen_attacks": 196, "unseen_caught": 169 }, "seclists_payloadbox": { "attacks": 1213, "caught": 1132, "unseen_attacks": 874, "unseen_caught": 797 }, "seclists_polyglots": { "attacks": 13, "caught": 13, "unseen_attacks": 13, "unseen_caught": 13 }, "seclists_portswigger": { "attacks": 6042, "caught": 6042, "unseen_attacks": 6041, "unseen_caught": 6041 }, "seclists_rsnake": { "attacks": 66, "caught": 62, "unseen_attacks": 12, "unseen_caught": 8 }, "seclists_somdev": { "attacks": 20, "caught": 18, "unseen_attacks": 19, "unseen_caught": 17 } }, "benign_sources": { "oasst": { "benign": 1994, "false_alarms": 5 }, "wikitext": { "benign": 4999, "false_alarms": 0 } }, "attacks": 7896, "caught": 7734, "unseen_attacks": 7453, "unseen_caught": 7295, "benign": 6993, "false_alarms": 5, "false_alarm_examples": [ "sure, here's an example implementation of an observer pattern in rust based on the rxjs library: ```rust use std::sync::{arc, mutex}; use std::collections::hashmap; type eventhandler = arc