{ "epoch": 3.0, "eval_attackID_f1": 1.0, "eval_attackID_number": 6, "eval_attackID_precision": 1.0, "eval_attackID_recall": 1.0, "eval_cve_f1": 0.8695652173913043, "eval_cve_number": 11, "eval_cve_precision": 0.8333333333333334, "eval_cve_recall": 0.9090909090909091, "eval_defenderThreat_f1": 0.0, "eval_defenderThreat_number": 2, "eval_defenderThreat_precision": 0.0, "eval_defenderThreat_recall": 0.0, "eval_domain_f1": 0.782608695652174, "eval_domain_number": 23, "eval_domain_precision": 0.782608695652174, "eval_domain_recall": 0.782608695652174, "eval_email_f1": 0.6666666666666666, "eval_email_number": 3, "eval_email_precision": 0.6666666666666666, "eval_email_recall": 0.6666666666666666, "eval_filepath_f1": 0.7431693989071038, "eval_filepath_number": 165, "eval_filepath_precision": 0.6766169154228856, "eval_filepath_recall": 0.8242424242424242, "eval_hostname_f1": 0.9565217391304348, "eval_hostname_number": 12, "eval_hostname_precision": 1.0, "eval_hostname_recall": 0.9166666666666666, "eval_ipv4_f1": 0.8333333333333334, "eval_ipv4_number": 12, "eval_ipv4_precision": 0.8333333333333334, "eval_ipv4_recall": 0.8333333333333334, "eval_loss": 0.12905733287334442, "eval_md5_f1": 0.8264462809917356, "eval_md5_number": 52, "eval_md5_precision": 0.7246376811594203, "eval_md5_recall": 0.9615384615384616, "eval_overall_accuracy": 0.9725221641282109, "eval_overall_f1": 0.7583444592790387, "eval_overall_precision": 0.6909975669099757, "eval_overall_recall": 0.8402366863905325, "eval_runtime": 134.4538, "eval_samples": 1334, "eval_samples_per_second": 9.922, "eval_sha1_f1": 0.09090909090909091, "eval_sha1_number": 7, "eval_sha1_precision": 0.06666666666666667, "eval_sha1_recall": 0.14285714285714285, "eval_sha256_f1": 0.7766990291262135, "eval_sha256_number": 44, "eval_sha256_precision": 0.6779661016949152, "eval_sha256_recall": 0.9090909090909091, "eval_steps_per_second": 1.242, "eval_uri_f1": 0.0, "eval_uri_number": 1, "eval_uri_precision": 0.0, "eval_uri_recall": 0.0, "predict_attackID_f1": 0.56, "predict_attackID_number": 7, "predict_attackID_precision": 0.3888888888888889, "predict_attackID_recall": 1.0, "predict_bitcoinAddr_f1": 0.0, "predict_bitcoinAddr_number": 1, "predict_bitcoinAddr_precision": 0.0, "predict_bitcoinAddr_recall": 0.0, "predict_cve_f1": 1.0, "predict_cve_number": 4, "predict_cve_precision": 1.0, "predict_cve_recall": 1.0, "predict_domain_f1": 0.8108108108108109, "predict_domain_number": 16, "predict_domain_precision": 0.7142857142857143, "predict_domain_recall": 0.9375, "predict_email_f1": 0.9333333333333333, "predict_email_number": 7, "predict_email_precision": 0.875, "predict_email_recall": 1.0, "predict_filepath_f1": 0.6628571428571429, "predict_filepath_number": 149, "predict_filepath_precision": 0.5771144278606966, "predict_filepath_recall": 0.7785234899328859, "predict_hostname_f1": 0.7500000000000001, "predict_hostname_number": 11, "predict_hostname_precision": 0.6923076923076923, "predict_hostname_recall": 0.8181818181818182, "predict_ipv4_f1": 0.9090909090909091, "predict_ipv4_number": 16, "predict_ipv4_precision": 0.8823529411764706, "predict_ipv4_recall": 0.9375, "predict_ipv6_f1": 0.0, "predict_ipv6_number": 1, "predict_ipv6_precision": 0.0, "predict_ipv6_recall": 0.0, "predict_loss": 0.12927669286727905, "predict_md5_f1": 0.8541666666666667, "predict_md5_number": 43, "predict_md5_precision": 0.7735849056603774, "predict_md5_recall": 0.9534883720930233, "predict_overall_accuracy": 0.9694030870099714, "predict_overall_f1": 0.7312138728323699, "predict_overall_precision": 0.6537467700258398, "predict_overall_recall": 0.8295081967213115, "predict_runtime": 152.1358, "predict_samples_per_second": 8.768, "predict_sha1_f1": 0.0, "predict_sha1_number": 4, "predict_sha1_precision": 0.0, "predict_sha1_recall": 0.0, "predict_sha256_f1": 0.8666666666666666, "predict_sha256_number": 43, "predict_sha256_precision": 0.8297872340425532, "predict_sha256_recall": 0.9069767441860465, "predict_steps_per_second": 1.098, "predict_uri_f1": 0.0, "predict_uri_number": 3, "predict_uri_precision": 0.0, "predict_uri_recall": 0.0, "train_loss": 0.14999645981176205, "train_runtime": 15237.6945, "train_samples": 10671, "train_samples_per_second": 2.101, "train_steps_per_second": 0.263 }