|
{ |
|
"best_metric": 0.034229379147291183, |
|
"best_model_checkpoint": "/content/drive/MyDrive/report_to_stix/training/checkpoint-39000", |
|
"epoch": 3.0, |
|
"global_step": 40020, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.04, |
|
"learning_rate": 4.937531234382809e-05, |
|
"loss": 0.4668, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 0.04, |
|
"eval_attackID_f1": 0.0, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.0, |
|
"eval_attackID_recall": 0.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.0, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.0, |
|
"eval_cve_recall": 0.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.0, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.0, |
|
"eval_domain_recall": 0.0, |
|
"eval_email_f1": 0.0, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.0, |
|
"eval_email_recall": 0.0, |
|
"eval_filepath_f1": 0.3046028880866426, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.24298056155507558, |
|
"eval_filepath_recall": 0.40810157194679564, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.0, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.0, |
|
"eval_hostname_recall": 0.0, |
|
"eval_ipv4_f1": 0.1457831325301205, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.08126259234385494, |
|
"eval_ipv4_recall": 0.7076023391812866, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.3396519124507904, |
|
"eval_md5_f1": 0.0, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.0, |
|
"eval_md5_recall": 0.0, |
|
"eval_overall_accuracy": 0.909232101028618, |
|
"eval_overall_f1": 0.2777290661990355, |
|
"eval_overall_precision": 0.21844827586206897, |
|
"eval_overall_recall": 0.38116726835138387, |
|
"eval_runtime": 100.8011, |
|
"eval_samples_per_second": 132.34, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.4654150197628459, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.30724070450097846, |
|
"eval_sha256_recall": 0.9592668024439919, |
|
"eval_steps_per_second": 16.547, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 0.07, |
|
"learning_rate": 4.8750624687656176e-05, |
|
"loss": 0.3019, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 0.07, |
|
"eval_attackID_f1": 0.0, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.0, |
|
"eval_attackID_recall": 0.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.3375, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.27835051546391754, |
|
"eval_cve_recall": 0.42857142857142855, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.0, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.0, |
|
"eval_domain_recall": 0.0, |
|
"eval_email_f1": 0.0, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.0, |
|
"eval_email_recall": 0.0, |
|
"eval_filepath_f1": 0.4399152991000529, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.3912429378531073, |
|
"eval_filepath_recall": 0.5024183796856106, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.4838709677419354, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.3409090909090909, |
|
"eval_hostname_recall": 0.8333333333333334, |
|
"eval_ipv4_f1": 0.4007561436672968, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.29608938547486036, |
|
"eval_ipv4_recall": 0.6198830409356725, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.27306294441223145, |
|
"eval_md5_f1": 0.011787819253438114, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.03409090909090909, |
|
"eval_md5_recall": 0.007125890736342043, |
|
"eval_overall_accuracy": 0.9248028199296149, |
|
"eval_overall_f1": 0.4063567113212503, |
|
"eval_overall_precision": 0.3606060606060606, |
|
"eval_overall_recall": 0.46540312876052947, |
|
"eval_runtime": 94.8377, |
|
"eval_samples_per_second": 140.661, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.5221339387060159, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.3619197482297404, |
|
"eval_sha256_recall": 0.9368635437881874, |
|
"eval_steps_per_second": 17.588, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 0.11, |
|
"learning_rate": 4.8125937031484256e-05, |
|
"loss": 0.2221, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 0.11, |
|
"eval_attackID_f1": 0.36781609195402304, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.45714285714285713, |
|
"eval_attackID_recall": 0.3076923076923077, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.7599999999999999, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.6551724137931034, |
|
"eval_cve_recall": 0.9047619047619048, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.5382059800664453, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.4090909090909091, |
|
"eval_domain_recall": 0.7864077669902912, |
|
"eval_email_f1": 0.0, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.0, |
|
"eval_email_recall": 0.0, |
|
"eval_filepath_f1": 0.6191846522781775, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.5131160572337043, |
|
"eval_filepath_recall": 0.7805320435308344, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.0071174377224199285, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.0072992700729927005, |
|
"eval_hostname_recall": 0.006944444444444444, |
|
"eval_ipv4_f1": 0.7315634218289085, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.7380952380952381, |
|
"eval_ipv4_recall": 0.7251461988304093, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.18375304341316223, |
|
"eval_md5_f1": 0.64, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.5631768953068592, |
|
"eval_md5_recall": 0.7410926365795725, |
|
"eval_overall_accuracy": 0.9542327234047369, |
|
"eval_overall_f1": 0.6168295468968144, |
|
"eval_overall_precision": 0.5334796926454446, |
|
"eval_overall_recall": 0.7310469314079422, |
|
"eval_runtime": 95.4243, |
|
"eval_samples_per_second": 139.797, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.8100607111882047, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.7054380664652568, |
|
"eval_sha256_recall": 0.9511201629327902, |
|
"eval_steps_per_second": 17.48, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 0.15, |
|
"learning_rate": 4.750124937531234e-05, |
|
"loss": 0.1604, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 0.15, |
|
"eval_attackID_f1": 0.5111111111111111, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.6052631578947368, |
|
"eval_attackID_recall": 0.4423076923076923, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.7792207792207793, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.6593406593406593, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.5831622176591376, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.505338078291815, |
|
"eval_domain_recall": 0.6893203883495146, |
|
"eval_email_f1": 0.017857142857142856, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.014492753623188406, |
|
"eval_email_recall": 0.023255813953488372, |
|
"eval_filepath_f1": 0.7328519855595668, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.6389388489208633, |
|
"eval_filepath_recall": 0.8591293833131801, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.5408163265306123, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.4274193548387097, |
|
"eval_hostname_recall": 0.7361111111111112, |
|
"eval_ipv4_f1": 0.6858316221765914, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.5284810126582279, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.18507149815559387, |
|
"eval_md5_f1": 0.2701612903225806, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.23467600700525393, |
|
"eval_md5_recall": 0.3182897862232779, |
|
"eval_overall_accuracy": 0.9523005284539046, |
|
"eval_overall_f1": 0.639099645928174, |
|
"eval_overall_precision": 0.5512652705061082, |
|
"eval_overall_recall": 0.7602286401925391, |
|
"eval_runtime": 95.116, |
|
"eval_samples_per_second": 140.25, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.7647534357316087, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.6340482573726541, |
|
"eval_sha256_recall": 0.9633401221995926, |
|
"eval_steps_per_second": 17.536, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 0.19, |
|
"learning_rate": 4.687656171914043e-05, |
|
"loss": 0.1648, |
|
"step": 2500 |
|
}, |
|
{ |
|
"epoch": 0.19, |
|
"eval_attackID_f1": 0.7786259541984732, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.6455696202531646, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8630136986301369, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7590361445783133, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.5720430107526882, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.5135135135135135, |
|
"eval_domain_recall": 0.6456310679611651, |
|
"eval_email_f1": 0.01680672268907563, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.013157894736842105, |
|
"eval_email_recall": 0.023255813953488372, |
|
"eval_filepath_f1": 0.7675507020280811, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.6733576642335767, |
|
"eval_filepath_recall": 0.8923821039903265, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.5107692307692306, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.4585635359116022, |
|
"eval_hostname_recall": 0.5763888888888888, |
|
"eval_ipv4_f1": 0.8617886178861788, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.803030303030303, |
|
"eval_ipv4_recall": 0.9298245614035088, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.14626215398311615, |
|
"eval_md5_f1": 0.785350966429298, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.6868327402135231, |
|
"eval_md5_recall": 0.9168646080760094, |
|
"eval_overall_accuracy": 0.9659673422276539, |
|
"eval_overall_f1": 0.7510963455149502, |
|
"eval_overall_precision": 0.6726969769102594, |
|
"eval_overall_recall": 0.8501805054151624, |
|
"eval_runtime": 94.9137, |
|
"eval_samples_per_second": 140.549, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.8926553672316383, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.830122591943958, |
|
"eval_sha256_recall": 0.9653767820773931, |
|
"eval_steps_per_second": 17.574, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 2500 |
|
}, |
|
{ |
|
"epoch": 0.22, |
|
"learning_rate": 4.625187406296852e-05, |
|
"loss": 0.1393, |
|
"step": 3000 |
|
}, |
|
{ |
|
"epoch": 0.22, |
|
"eval_attackID_f1": 0.5977011494252873, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.4262295081967213, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.9197080291970803, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8513513513513513, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.7543424317617866, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.7715736040609137, |
|
"eval_domain_recall": 0.7378640776699029, |
|
"eval_email_f1": 0.4186046511627907, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.4186046511627907, |
|
"eval_email_recall": 0.4186046511627907, |
|
"eval_filepath_f1": 0.7483934750370738, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.632943143812709, |
|
"eval_filepath_recall": 0.9153567110036276, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.7711598746081505, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7028571428571428, |
|
"eval_hostname_recall": 0.8541666666666666, |
|
"eval_ipv4_f1": 0.6786632390745501, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.6055045871559633, |
|
"eval_ipv4_recall": 0.7719298245614035, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.14638245105743408, |
|
"eval_md5_f1": 0.7337278106508877, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.627318718381113, |
|
"eval_md5_recall": 0.8836104513064132, |
|
"eval_overall_accuracy": 0.9629516470335291, |
|
"eval_overall_f1": 0.7328907048008172, |
|
"eval_overall_precision": 0.6366459627329193, |
|
"eval_overall_recall": 0.8634175691937425, |
|
"eval_runtime": 95.0341, |
|
"eval_samples_per_second": 140.371, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.7493670886075949, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.6397694524495677, |
|
"eval_sha256_recall": 0.9042769857433809, |
|
"eval_steps_per_second": 17.552, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 3000 |
|
}, |
|
{ |
|
"epoch": 0.26, |
|
"learning_rate": 4.56271864067966e-05, |
|
"loss": 0.1347, |
|
"step": 3500 |
|
}, |
|
{ |
|
"epoch": 0.26, |
|
"eval_attackID_f1": 0.7522935779816514, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.7192982456140351, |
|
"eval_attackID_recall": 0.7884615384615384, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8368794326241135, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7564102564102564, |
|
"eval_cve_recall": 0.9365079365079365, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.696969696969697, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.62890625, |
|
"eval_domain_recall": 0.7815533980582524, |
|
"eval_email_f1": 0.3529411764705882, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.23622047244094488, |
|
"eval_email_recall": 0.6976744186046512, |
|
"eval_filepath_f1": 0.7790802524797114, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.7746563060370592, |
|
"eval_filepath_recall": 0.7835550181378477, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.5672877846790889, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.40412979351032446, |
|
"eval_hostname_recall": 0.9513888888888888, |
|
"eval_ipv4_f1": 0.7644230769230769, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.6489795918367347, |
|
"eval_ipv4_recall": 0.9298245614035088, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.2830524444580078, |
|
"eval_md5_f1": 0.5722543352601156, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.7306273062730627, |
|
"eval_md5_recall": 0.47030878859857483, |
|
"eval_overall_accuracy": 0.9469311199375361, |
|
"eval_overall_f1": 0.6944140197152245, |
|
"eval_overall_precision": 0.6371859296482412, |
|
"eval_overall_recall": 0.762936221419976, |
|
"eval_runtime": 95.8127, |
|
"eval_samples_per_second": 139.23, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.6385964912280702, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.487152034261242, |
|
"eval_sha256_recall": 0.9266802443991853, |
|
"eval_steps_per_second": 17.409, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 3500 |
|
}, |
|
{ |
|
"epoch": 0.3, |
|
"learning_rate": 4.500249875062469e-05, |
|
"loss": 0.1446, |
|
"step": 4000 |
|
}, |
|
{ |
|
"epoch": 0.3, |
|
"eval_attackID_f1": 0.8188976377952756, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.6933333333333334, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8550724637681159, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7866666666666666, |
|
"eval_cve_recall": 0.9365079365079365, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.7619047619047619, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9006622516556292, |
|
"eval_domain_recall": 0.6601941747572816, |
|
"eval_email_f1": 0.7499999999999999, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6792452830188679, |
|
"eval_email_recall": 0.8372093023255814, |
|
"eval_filepath_f1": 0.8071724137931034, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.7422628107559615, |
|
"eval_filepath_recall": 0.8845223700120919, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.7724137931034483, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7671232876712328, |
|
"eval_hostname_recall": 0.7777777777777778, |
|
"eval_ipv4_f1": 0.8308457711442786, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.7229437229437229, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.15168343484401703, |
|
"eval_md5_f1": 0.6659919028340081, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.5802469135802469, |
|
"eval_md5_recall": 0.7814726840855107, |
|
"eval_overall_accuracy": 0.9652940444263389, |
|
"eval_overall_f1": 0.7814881529721491, |
|
"eval_overall_precision": 0.7243770870793732, |
|
"eval_overall_recall": 0.8483754512635379, |
|
"eval_runtime": 95.1235, |
|
"eval_samples_per_second": 140.239, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.8358744394618834, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.7467948717948718, |
|
"eval_sha256_recall": 0.9490835030549898, |
|
"eval_steps_per_second": 17.535, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 4000 |
|
}, |
|
{ |
|
"epoch": 0.34, |
|
"learning_rate": 4.437781109445278e-05, |
|
"loss": 0.1432, |
|
"step": 4500 |
|
}, |
|
{ |
|
"epoch": 0.34, |
|
"eval_attackID_f1": 0.854368932038835, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8627450980392157, |
|
"eval_attackID_recall": 0.8461538461538461, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.898550724637681, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8266666666666667, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.7884615384615384, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.780952380952381, |
|
"eval_domain_recall": 0.7961165048543689, |
|
"eval_email_f1": 0.7169811320754716, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6031746031746031, |
|
"eval_email_recall": 0.8837209302325582, |
|
"eval_filepath_f1": 0.7674691720493246, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.7460045662100456, |
|
"eval_filepath_recall": 0.7902055622732769, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8431372549019608, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7962962962962963, |
|
"eval_hostname_recall": 0.8958333333333334, |
|
"eval_ipv4_f1": 0.9064327485380118, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9064327485380117, |
|
"eval_ipv4_recall": 0.9064327485380117, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.1731463372707367, |
|
"eval_md5_f1": 0.7265725288831835, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.7905027932960894, |
|
"eval_md5_recall": 0.672209026128266, |
|
"eval_overall_accuracy": 0.963715472270315, |
|
"eval_overall_f1": 0.7643495817709834, |
|
"eval_overall_precision": 0.7340720221606648, |
|
"eval_overall_recall": 0.7972322503008423, |
|
"eval_runtime": 96.6189, |
|
"eval_samples_per_second": 138.068, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.7434471803018269, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.609375, |
|
"eval_sha256_recall": 0.9531568228105907, |
|
"eval_steps_per_second": 17.264, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 4500 |
|
}, |
|
{ |
|
"epoch": 0.37, |
|
"learning_rate": 4.3753123438280864e-05, |
|
"loss": 0.15, |
|
"step": 5000 |
|
}, |
|
{ |
|
"epoch": 0.37, |
|
"eval_attackID_f1": 0.5473684210526316, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.37681159420289856, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8333333333333334, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7407407407407407, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.723404255319149, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8, |
|
"eval_domain_recall": 0.6601941747572816, |
|
"eval_email_f1": 0.6271186440677966, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.49333333333333335, |
|
"eval_email_recall": 0.8604651162790697, |
|
"eval_filepath_f1": 0.7823240589198036, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.7127236580516899, |
|
"eval_filepath_recall": 0.8669891172914147, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.7753846153846153, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.6961325966850829, |
|
"eval_hostname_recall": 0.875, |
|
"eval_ipv4_f1": 0.8184143222506395, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.7272727272727273, |
|
"eval_ipv4_recall": 0.935672514619883, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.13486245274543762, |
|
"eval_md5_f1": 0.8371584699453551, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.7753036437246964, |
|
"eval_md5_recall": 0.9097387173396675, |
|
"eval_overall_accuracy": 0.9680494732434849, |
|
"eval_overall_f1": 0.7777626379615751, |
|
"eval_overall_precision": 0.7108343711083437, |
|
"eval_overall_recall": 0.858604091456077, |
|
"eval_runtime": 94.9437, |
|
"eval_samples_per_second": 140.504, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.8211453744493392, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.7236024844720497, |
|
"eval_sha256_recall": 0.9490835030549898, |
|
"eval_steps_per_second": 17.568, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 5000 |
|
}, |
|
{ |
|
"epoch": 0.41, |
|
"learning_rate": 4.312843578210895e-05, |
|
"loss": 0.1143, |
|
"step": 5500 |
|
}, |
|
{ |
|
"epoch": 0.41, |
|
"eval_attackID_f1": 0.8547008547008548, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.7692307692307693, |
|
"eval_attackID_recall": 0.9615384615384616, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8391608391608391, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.75, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8346055979643764, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8770053475935828, |
|
"eval_domain_recall": 0.7961165048543689, |
|
"eval_email_f1": 0.693877551020408, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6181818181818182, |
|
"eval_email_recall": 0.7906976744186046, |
|
"eval_filepath_f1": 0.7983343248066627, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.7857142857142857, |
|
"eval_filepath_recall": 0.81136638452237, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8421052631578948, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8, |
|
"eval_hostname_recall": 0.8888888888888888, |
|
"eval_ipv4_f1": 0.912568306010929, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8564102564102564, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.1366952359676361, |
|
"eval_md5_f1": 0.8413361169102296, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.750465549348231, |
|
"eval_md5_recall": 0.9572446555819477, |
|
"eval_overall_accuracy": 0.9678118387253737, |
|
"eval_overall_f1": 0.8160116448326055, |
|
"eval_overall_precision": 0.790468133107727, |
|
"eval_overall_recall": 0.8432611311672683, |
|
"eval_runtime": 95.3301, |
|
"eval_samples_per_second": 139.935, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.8666666666666667, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.813953488372093, |
|
"eval_sha256_recall": 0.9266802443991853, |
|
"eval_steps_per_second": 17.497, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 5500 |
|
}, |
|
{ |
|
"epoch": 0.45, |
|
"learning_rate": 4.250374812593703e-05, |
|
"loss": 0.1248, |
|
"step": 6000 |
|
}, |
|
{ |
|
"epoch": 0.45, |
|
"eval_attackID_f1": 0.9607843137254902, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.98, |
|
"eval_attackID_recall": 0.9423076923076923, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8714285714285714, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7922077922077922, |
|
"eval_cve_recall": 0.9682539682539683, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.7999999999999999, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.7377049180327869, |
|
"eval_domain_recall": 0.8737864077669902, |
|
"eval_email_f1": 0.7450980392156863, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6440677966101694, |
|
"eval_email_recall": 0.8837209302325582, |
|
"eval_filepath_f1": 0.8300635534678088, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.7643765903307888, |
|
"eval_filepath_recall": 0.9081015719467956, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8445945945945945, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8223684210526315, |
|
"eval_hostname_recall": 0.8680555555555556, |
|
"eval_ipv4_f1": 0.9249249249249248, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9506172839506173, |
|
"eval_ipv4_recall": 0.9005847953216374, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.1468784660100937, |
|
"eval_md5_f1": 0.8200238379022646, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8229665071770335, |
|
"eval_md5_recall": 0.8171021377672208, |
|
"eval_overall_accuracy": 0.9668867614941553, |
|
"eval_overall_f1": 0.815968841285297, |
|
"eval_overall_precision": 0.7588615782664941, |
|
"eval_overall_recall": 0.8823706377858003, |
|
"eval_runtime": 95.0581, |
|
"eval_samples_per_second": 140.335, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.7811228641171684, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.6504065040650406, |
|
"eval_sha256_recall": 0.9775967413441955, |
|
"eval_steps_per_second": 17.547, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 6000 |
|
}, |
|
{ |
|
"epoch": 0.49, |
|
"learning_rate": 4.187906046976512e-05, |
|
"loss": 0.114, |
|
"step": 6500 |
|
}, |
|
{ |
|
"epoch": 0.49, |
|
"eval_attackID_f1": 0.7819548872180451, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.6419753086419753, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.7999999999999999, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.6896551724137931, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8154897494305238, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.7682403433476395, |
|
"eval_domain_recall": 0.8689320388349514, |
|
"eval_email_f1": 0.6949152542372881, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.5466666666666666, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.8003341687552213, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.7418688693856479, |
|
"eval_filepath_recall": 0.8688029020556227, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.710182767624021, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.5690376569037657, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.7412935323383084, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.645021645021645, |
|
"eval_ipv4_recall": 0.8713450292397661, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.15148134529590607, |
|
"eval_md5_f1": 0.8456221198156681, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8210290827740492, |
|
"eval_md5_recall": 0.8717339667458432, |
|
"eval_overall_accuracy": 0.9646122596779486, |
|
"eval_overall_f1": 0.76982131039047, |
|
"eval_overall_precision": 0.6873079650200898, |
|
"eval_overall_recall": 0.8748495788206979, |
|
"eval_runtime": 94.9199, |
|
"eval_samples_per_second": 140.54, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.699712643678161, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.5405105438401776, |
|
"eval_sha256_recall": 0.9918533604887984, |
|
"eval_steps_per_second": 17.573, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 6500 |
|
}, |
|
{ |
|
"epoch": 0.52, |
|
"learning_rate": 4.1254372813593204e-05, |
|
"loss": 0.1155, |
|
"step": 7000 |
|
}, |
|
{ |
|
"epoch": 0.52, |
|
"eval_attackID_f1": 0.7927927927927929, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.7457627118644068, |
|
"eval_attackID_recall": 0.8461538461538461, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8854961832061068, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8529411764705882, |
|
"eval_cve_recall": 0.9206349206349206, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8161209068010076, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8481675392670157, |
|
"eval_domain_recall": 0.7864077669902912, |
|
"eval_email_f1": 0.6818181818181818, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6666666666666666, |
|
"eval_email_recall": 0.6976744186046512, |
|
"eval_filepath_f1": 0.8257191201353639, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.773784355179704, |
|
"eval_filepath_recall": 0.8851269649334945, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.7809523809523811, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7192982456140351, |
|
"eval_hostname_recall": 0.8541666666666666, |
|
"eval_ipv4_f1": 0.8713450292397662, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8713450292397661, |
|
"eval_ipv4_recall": 0.8713450292397661, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.1072247177362442, |
|
"eval_md5_f1": 0.8649237472766884, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.7987927565392354, |
|
"eval_md5_recall": 0.9429928741092637, |
|
"eval_overall_accuracy": 0.9749550191805004, |
|
"eval_overall_f1": 0.8268029528676888, |
|
"eval_overall_precision": 0.7827956989247312, |
|
"eval_overall_recall": 0.8760529482551144, |
|
"eval_runtime": 95.0141, |
|
"eval_samples_per_second": 140.4, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.8683974932855865, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.7747603833865815, |
|
"eval_sha256_recall": 0.9877800407331976, |
|
"eval_steps_per_second": 17.555, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 7000 |
|
}, |
|
{ |
|
"epoch": 0.56, |
|
"learning_rate": 4.062968515742129e-05, |
|
"loss": 0.114, |
|
"step": 7500 |
|
}, |
|
{ |
|
"epoch": 0.56, |
|
"eval_attackID_f1": 0.8547008547008548, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.7692307692307693, |
|
"eval_attackID_recall": 0.9615384615384616, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8529411764705882, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7945205479452054, |
|
"eval_cve_recall": 0.9206349206349206, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8564231738035265, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8900523560209425, |
|
"eval_domain_recall": 0.8252427184466019, |
|
"eval_email_f1": 0.8, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7017543859649122, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8563520619983394, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.7896886166411434, |
|
"eval_filepath_recall": 0.9353083434099153, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.838709677419355, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7831325301204819, |
|
"eval_hostname_recall": 0.9027777777777778, |
|
"eval_ipv4_f1": 0.8404907975460123, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8838709677419355, |
|
"eval_ipv4_recall": 0.8011695906432749, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.1009669378399849, |
|
"eval_md5_f1": 0.8773072747014116, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.808, |
|
"eval_md5_recall": 0.9596199524940617, |
|
"eval_overall_accuracy": 0.9785959194758461, |
|
"eval_overall_f1": 0.8515104240533257, |
|
"eval_overall_precision": 0.8054735712369198, |
|
"eval_overall_recall": 0.9031287605294825, |
|
"eval_runtime": 95.153, |
|
"eval_samples_per_second": 140.195, |
|
"eval_sha1_f1": 0.031746031746031744, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.07142857142857142, |
|
"eval_sha1_recall": 0.02040816326530612, |
|
"eval_sha256_f1": 0.8959537572254335, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.850091407678245, |
|
"eval_sha256_recall": 0.9470468431771895, |
|
"eval_steps_per_second": 17.53, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 7500 |
|
}, |
|
{ |
|
"epoch": 0.6, |
|
"learning_rate": 4.000499750124938e-05, |
|
"loss": 0.0875, |
|
"step": 8000 |
|
}, |
|
{ |
|
"epoch": 0.6, |
|
"eval_attackID_f1": 0.8712871287128713, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8979591836734694, |
|
"eval_attackID_recall": 0.8461538461538461, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.2878787878787879, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.2753623188405797, |
|
"eval_cve_recall": 0.30158730158730157, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8403755868544601, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8136363636363636, |
|
"eval_domain_recall": 0.8689320388349514, |
|
"eval_email_f1": 0.7766990291262136, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6666666666666666, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8320090805902383, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.7839572192513369, |
|
"eval_filepath_recall": 0.8863361547762999, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.869281045751634, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8209876543209876, |
|
"eval_hostname_recall": 0.9236111111111112, |
|
"eval_ipv4_f1": 0.8901734104046243, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.88, |
|
"eval_ipv4_recall": 0.9005847953216374, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.10462218523025513, |
|
"eval_md5_f1": 0.82765737874097, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.7317518248175182, |
|
"eval_md5_recall": 0.9524940617577197, |
|
"eval_overall_accuracy": 0.9727625578526893, |
|
"eval_overall_f1": 0.8244296443247838, |
|
"eval_overall_precision": 0.7792660058933834, |
|
"eval_overall_recall": 0.8751504211793021, |
|
"eval_runtime": 94.8465, |
|
"eval_samples_per_second": 140.648, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.8841121495327103, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8169257340241797, |
|
"eval_sha256_recall": 0.9633401221995926, |
|
"eval_steps_per_second": 17.586, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 8000 |
|
}, |
|
{ |
|
"epoch": 0.64, |
|
"learning_rate": 3.9380309845077464e-05, |
|
"loss": 0.1037, |
|
"step": 8500 |
|
}, |
|
{ |
|
"epoch": 0.64, |
|
"eval_attackID_f1": 0.9272727272727272, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8793103448275862, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.7972972972972974, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.6941176470588235, |
|
"eval_cve_recall": 0.9365079365079365, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.7824267782426778, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.6875, |
|
"eval_domain_recall": 0.9077669902912622, |
|
"eval_email_f1": 0.8842105263157894, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8076923076923077, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.814268142681427, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8285356695869838, |
|
"eval_filepath_recall": 0.8004836759371221, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8395061728395062, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7555555555555555, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9035812672176308, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8541666666666666, |
|
"eval_ipv4_recall": 0.9590643274853801, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.11597330868244171, |
|
"eval_md5_f1": 0.8876651982378854, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8275154004106776, |
|
"eval_md5_recall": 0.9572446555819477, |
|
"eval_overall_accuracy": 0.976816489572371, |
|
"eval_overall_f1": 0.8183649971214738, |
|
"eval_overall_precision": 0.7844922737306843, |
|
"eval_overall_recall": 0.855294825511432, |
|
"eval_runtime": 95.149, |
|
"eval_samples_per_second": 140.201, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.801007556675063, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.6814285714285714, |
|
"eval_sha256_recall": 0.9714867617107943, |
|
"eval_steps_per_second": 17.53, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 8500 |
|
}, |
|
{ |
|
"epoch": 0.67, |
|
"learning_rate": 3.875562218890555e-05, |
|
"loss": 0.1209, |
|
"step": 9000 |
|
}, |
|
{ |
|
"epoch": 0.67, |
|
"eval_attackID_f1": 0.8125000000000001, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.6842105263157895, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8750000000000001, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7777777777777778, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.838709677419355, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8578680203045685, |
|
"eval_domain_recall": 0.8203883495145631, |
|
"eval_email_f1": 0.5346534653465347, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.46551724137931033, |
|
"eval_email_recall": 0.627906976744186, |
|
"eval_filepath_f1": 0.8644859813084113, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8361581920903954, |
|
"eval_filepath_recall": 0.8948004836759371, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8874172185430463, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8481012658227848, |
|
"eval_hostname_recall": 0.9305555555555556, |
|
"eval_ipv4_f1": 0.9595375722543353, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9485714285714286, |
|
"eval_ipv4_recall": 0.9707602339181286, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.09189096093177795, |
|
"eval_md5_f1": 0.8491379310344828, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.777120315581854, |
|
"eval_md5_recall": 0.9358669833729216, |
|
"eval_overall_accuracy": 0.9783894037636781, |
|
"eval_overall_f1": 0.8425085130533485, |
|
"eval_overall_precision": 0.7972610096670247, |
|
"eval_overall_recall": 0.8932009626955475, |
|
"eval_runtime": 95.1305, |
|
"eval_samples_per_second": 140.228, |
|
"eval_sha1_f1": 0.01801801801801802, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.016129032258064516, |
|
"eval_sha1_recall": 0.02040816326530612, |
|
"eval_sha256_f1": 0.8640429338103758, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.7703349282296651, |
|
"eval_sha256_recall": 0.9837067209775967, |
|
"eval_steps_per_second": 17.534, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 9000 |
|
}, |
|
{ |
|
"epoch": 0.71, |
|
"learning_rate": 3.813093453273364e-05, |
|
"loss": 0.0902, |
|
"step": 9500 |
|
}, |
|
{ |
|
"epoch": 0.71, |
|
"eval_attackID_f1": 0.5591397849462366, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.3880597014925373, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.14545454545454542, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.1702127659574468, |
|
"eval_cve_recall": 0.12698412698412698, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8249400479616307, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8151658767772512, |
|
"eval_domain_recall": 0.8349514563106796, |
|
"eval_email_f1": 0.6956521739130435, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.5555555555555556, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8454277286135693, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8254608294930875, |
|
"eval_filepath_recall": 0.8663845223700121, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8338762214983715, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7852760736196319, |
|
"eval_hostname_recall": 0.8888888888888888, |
|
"eval_ipv4_f1": 0.8759894459102903, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.7980769230769231, |
|
"eval_ipv4_recall": 0.9707602339181286, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.11478610336780548, |
|
"eval_md5_f1": 0.8722280887011616, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.785171102661597, |
|
"eval_md5_recall": 0.9809976247030879, |
|
"eval_overall_accuracy": 0.976658066560297, |
|
"eval_overall_f1": 0.8309150984054016, |
|
"eval_overall_precision": 0.7951608468518009, |
|
"eval_overall_recall": 0.8700361010830325, |
|
"eval_runtime": 96.305, |
|
"eval_samples_per_second": 138.518, |
|
"eval_sha1_f1": 0.0, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.0, |
|
"eval_sha1_recall": 0.0, |
|
"eval_sha256_f1": 0.9311348205625606, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8888888888888888, |
|
"eval_sha256_recall": 0.9775967413441955, |
|
"eval_steps_per_second": 17.32, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 9500 |
|
}, |
|
{ |
|
"epoch": 0.75, |
|
"learning_rate": 3.7506246876561725e-05, |
|
"loss": 0.1048, |
|
"step": 10000 |
|
}, |
|
{ |
|
"epoch": 0.75, |
|
"eval_attackID_f1": 0.8524590163934427, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.7428571428571429, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8285714285714286, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7532467532467533, |
|
"eval_cve_recall": 0.9206349206349206, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.87, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8969072164948454, |
|
"eval_domain_recall": 0.8446601941747572, |
|
"eval_email_f1": 0.8247422680412371, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7407407407407407, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8660919540229886, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8253012048192772, |
|
"eval_filepath_recall": 0.9111245465538089, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.7987421383647799, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7298850574712644, |
|
"eval_hostname_recall": 0.8819444444444444, |
|
"eval_ipv4_f1": 0.8341708542713567, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.7312775330396476, |
|
"eval_ipv4_recall": 0.9707602339181286, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.0955723226070404, |
|
"eval_md5_f1": 0.8321013727560718, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.7490494296577946, |
|
"eval_md5_recall": 0.9358669833729216, |
|
"eval_overall_accuracy": 0.9776029466680246, |
|
"eval_overall_f1": 0.8392484342379958, |
|
"eval_overall_precision": 0.7808857808857809, |
|
"eval_overall_recall": 0.9070397111913358, |
|
"eval_runtime": 94.9685, |
|
"eval_samples_per_second": 140.468, |
|
"eval_sha1_f1": 0.21951219512195122, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.1565217391304348, |
|
"eval_sha1_recall": 0.3673469387755102, |
|
"eval_sha256_f1": 0.8797061524334252, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8010033444816054, |
|
"eval_sha256_recall": 0.9755600814663951, |
|
"eval_steps_per_second": 17.564, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 10000 |
|
}, |
|
{ |
|
"epoch": 0.79, |
|
"learning_rate": 3.6881559220389805e-05, |
|
"loss": 0.0827, |
|
"step": 10500 |
|
}, |
|
{ |
|
"epoch": 0.79, |
|
"eval_attackID_f1": 0.9090909090909091, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8620689655172413, |
|
"eval_attackID_recall": 0.9615384615384616, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8148148148148149, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7638888888888888, |
|
"eval_cve_recall": 0.873015873015873, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.7678958785249457, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.6941176470588235, |
|
"eval_domain_recall": 0.8592233009708737, |
|
"eval_email_f1": 0.7037037037037038, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.5846153846153846, |
|
"eval_email_recall": 0.8837209302325582, |
|
"eval_filepath_f1": 0.8569787478460655, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8161925601750547, |
|
"eval_filepath_recall": 0.9020556227327691, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8023598820058996, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.6974358974358974, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9054441260744985, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8876404494382022, |
|
"eval_ipv4_recall": 0.9239766081871345, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.08996650576591492, |
|
"eval_md5_f1": 0.8805460750853242, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8449781659388647, |
|
"eval_md5_recall": 0.9192399049881235, |
|
"eval_overall_accuracy": 0.9810741080218623, |
|
"eval_overall_f1": 0.8444257231114856, |
|
"eval_overall_precision": 0.7917324907846235, |
|
"eval_overall_recall": 0.9046329723225031, |
|
"eval_runtime": 95.1445, |
|
"eval_samples_per_second": 140.208, |
|
"eval_sha1_f1": 0.4366197183098592, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.3333333333333333, |
|
"eval_sha1_recall": 0.6326530612244898, |
|
"eval_sha256_f1": 0.9053420805998125, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8385416666666666, |
|
"eval_sha256_recall": 0.9837067209775967, |
|
"eval_steps_per_second": 17.531, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 10500 |
|
}, |
|
{ |
|
"epoch": 0.82, |
|
"learning_rate": 3.625687156421789e-05, |
|
"loss": 0.1153, |
|
"step": 11000 |
|
}, |
|
{ |
|
"epoch": 0.82, |
|
"eval_attackID_f1": 0.8292682926829269, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.7183098591549296, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.7894736842105263, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.6741573033707865, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.7854077253218885, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.7038461538461539, |
|
"eval_domain_recall": 0.8883495145631068, |
|
"eval_email_f1": 0.7961165048543688, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6833333333333333, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.865985401459854, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8373800112930547, |
|
"eval_filepath_recall": 0.8966142684401451, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.877742946708464, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9279538904899136, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9147727272727273, |
|
"eval_ipv4_recall": 0.9415204678362573, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.10415036231279373, |
|
"eval_md5_f1": 0.9046015712682379, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8574468085106383, |
|
"eval_md5_recall": 0.9572446555819477, |
|
"eval_overall_accuracy": 0.9812693078045965, |
|
"eval_overall_f1": 0.85819835180449, |
|
"eval_overall_precision": 0.8131394722670975, |
|
"eval_overall_recall": 0.9085439229843562, |
|
"eval_runtime": 94.9351, |
|
"eval_samples_per_second": 140.517, |
|
"eval_sha1_f1": 0.43181818181818177, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.48717948717948717, |
|
"eval_sha1_recall": 0.3877551020408163, |
|
"eval_sha256_f1": 0.897003745318352, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.830155979202773, |
|
"eval_sha256_recall": 0.9755600814663951, |
|
"eval_steps_per_second": 17.57, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 11000 |
|
}, |
|
{ |
|
"epoch": 0.86, |
|
"learning_rate": 3.563218390804598e-05, |
|
"loss": 0.0794, |
|
"step": 11500 |
|
}, |
|
{ |
|
"epoch": 0.86, |
|
"eval_attackID_f1": 0.8188976377952756, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.6933333333333334, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.0, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.0, |
|
"eval_cve_recall": 0.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8571428571428572, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8860103626943006, |
|
"eval_domain_recall": 0.8300970873786407, |
|
"eval_email_f1": 0.8791208791208791, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8333333333333334, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8916833380965992, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8455284552845529, |
|
"eval_filepath_recall": 0.9431680773881499, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9036544850498339, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8662420382165605, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9226519337016573, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8743455497382199, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.07953201234340668, |
|
"eval_md5_f1": 0.9021739130434783, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8316633266533067, |
|
"eval_md5_recall": 0.9857482185273159, |
|
"eval_overall_accuracy": 0.9824603093775107, |
|
"eval_overall_f1": 0.8790380993770823, |
|
"eval_overall_precision": 0.8477228276054763, |
|
"eval_overall_recall": 0.9127557160048135, |
|
"eval_runtime": 95.9563, |
|
"eval_samples_per_second": 139.022, |
|
"eval_sha1_f1": 0.3291139240506329, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.43333333333333335, |
|
"eval_sha1_recall": 0.2653061224489796, |
|
"eval_sha256_f1": 0.9411764705882353, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9073724007561437, |
|
"eval_sha256_recall": 0.9775967413441955, |
|
"eval_steps_per_second": 17.383, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 11500 |
|
}, |
|
{ |
|
"epoch": 0.9, |
|
"learning_rate": 3.5007496251874065e-05, |
|
"loss": 0.0887, |
|
"step": 12000 |
|
}, |
|
{ |
|
"epoch": 0.9, |
|
"eval_attackID_f1": 0.787878787878788, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.65, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.7875000000000001, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.6494845360824743, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8916256157635468, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.905, |
|
"eval_domain_recall": 0.8786407766990292, |
|
"eval_email_f1": 0.7192982456140351, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.5774647887323944, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.8986604542807222, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8668539325842697, |
|
"eval_filepath_recall": 0.9328899637243047, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8662420382165604, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.3625730994152046, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.36257309941520466, |
|
"eval_ipv4_recall": 0.36257309941520466, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.10012608021497726, |
|
"eval_md5_f1": 0.8850174216027876, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.865909090909091, |
|
"eval_md5_recall": 0.9049881235154394, |
|
"eval_overall_accuracy": 0.9761771395593577, |
|
"eval_overall_f1": 0.8016632016632017, |
|
"eval_overall_precision": 0.7432536622976099, |
|
"eval_overall_recall": 0.8700361010830325, |
|
"eval_runtime": 94.8559, |
|
"eval_samples_per_second": 140.634, |
|
"eval_sha1_f1": 0.5503355704697986, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.41, |
|
"eval_sha1_recall": 0.8367346938775511, |
|
"eval_sha256_f1": 0.6431501230516817, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.5384615384615384, |
|
"eval_sha256_recall": 0.7983706720977597, |
|
"eval_steps_per_second": 17.585, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 12000 |
|
}, |
|
{ |
|
"epoch": 0.94, |
|
"learning_rate": 3.4382808595702145e-05, |
|
"loss": 0.0674, |
|
"step": 12500 |
|
}, |
|
{ |
|
"epoch": 0.94, |
|
"eval_attackID_f1": 0.9615384615384616, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9615384615384616, |
|
"eval_attackID_recall": 0.9615384615384616, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.9333333333333333, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.875, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8425925925925926, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8053097345132744, |
|
"eval_domain_recall": 0.883495145631068, |
|
"eval_email_f1": 0.8041237113402061, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7222222222222222, |
|
"eval_email_recall": 0.9069767441860465, |
|
"eval_filepath_f1": 0.8542372881355932, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8711502199874293, |
|
"eval_filepath_recall": 0.837968561064087, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.7459459459459459, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.6106194690265486, |
|
"eval_hostname_recall": 0.9583333333333334, |
|
"eval_ipv4_f1": 0.9271137026239067, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9244186046511628, |
|
"eval_ipv4_recall": 0.9298245614035088, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.08071523159742355, |
|
"eval_md5_f1": 0.9080717488789237, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8598726114649682, |
|
"eval_md5_recall": 0.9619952494061758, |
|
"eval_overall_accuracy": 0.9825253759717555, |
|
"eval_overall_f1": 0.8583565255602754, |
|
"eval_overall_precision": 0.8364259206394519, |
|
"eval_overall_recall": 0.881468110709988, |
|
"eval_runtime": 97.8389, |
|
"eval_samples_per_second": 136.347, |
|
"eval_sha1_f1": 0.5535714285714285, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.49206349206349204, |
|
"eval_sha1_recall": 0.6326530612244898, |
|
"eval_sha256_f1": 0.9173076923076923, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8688524590163934, |
|
"eval_sha256_recall": 0.9714867617107943, |
|
"eval_steps_per_second": 17.048, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 12500 |
|
}, |
|
{ |
|
"epoch": 0.97, |
|
"learning_rate": 3.375812093953024e-05, |
|
"loss": 0.0774, |
|
"step": 13000 |
|
}, |
|
{ |
|
"epoch": 0.97, |
|
"eval_attackID_f1": 0.8031496062992126, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.68, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8378378378378377, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.7294117647058823, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8598130841121495, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8288288288288288, |
|
"eval_domain_recall": 0.8932038834951457, |
|
"eval_email_f1": 0.888888888888889, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.851063829787234, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8960367604824814, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8533916849015317, |
|
"eval_filepath_recall": 0.9431680773881499, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8733333333333333, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8397435897435898, |
|
"eval_hostname_recall": 0.9097222222222222, |
|
"eval_ipv4_f1": 0.8832807570977917, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.958904109589041, |
|
"eval_ipv4_recall": 0.8187134502923976, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.07933042198419571, |
|
"eval_md5_f1": 0.8939051918735892, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8516129032258064, |
|
"eval_md5_recall": 0.9406175771971497, |
|
"eval_overall_accuracy": 0.9824065587126999, |
|
"eval_overall_f1": 0.8787487444396613, |
|
"eval_overall_precision": 0.8400548696844993, |
|
"eval_overall_recall": 0.9211793020457281, |
|
"eval_runtime": 95.1617, |
|
"eval_samples_per_second": 140.182, |
|
"eval_sha1_f1": 0.282051282051282, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.3793103448275862, |
|
"eval_sha1_recall": 0.22448979591836735, |
|
"eval_sha256_f1": 0.9085820895522388, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8382099827882961, |
|
"eval_sha256_recall": 0.9918533604887984, |
|
"eval_steps_per_second": 17.528, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 13000 |
|
}, |
|
{ |
|
"epoch": 1.01, |
|
"learning_rate": 3.3133433283358325e-05, |
|
"loss": 0.0772, |
|
"step": 13500 |
|
}, |
|
{ |
|
"epoch": 1.01, |
|
"eval_attackID_f1": 0.0, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.0, |
|
"eval_attackID_recall": 0.0, |
|
"eval_bitcoinAddr_f1": 0.5714285714285714, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.42857142857142855, |
|
"eval_bitcoinAddr_recall": 0.8571428571428571, |
|
"eval_cve_f1": 0.8759124087591241, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8108108108108109, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.859122401847575, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8193832599118943, |
|
"eval_domain_recall": 0.9029126213592233, |
|
"eval_email_f1": 0.6371681415929202, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.5142857142857142, |
|
"eval_email_recall": 0.8372093023255814, |
|
"eval_filepath_f1": 0.874750356633381, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8282009724473258, |
|
"eval_filepath_recall": 0.9268440145102781, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8535825545171339, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7740112994350282, |
|
"eval_hostname_recall": 0.9513888888888888, |
|
"eval_ipv4_f1": 0.8184143222506395, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.7272727272727273, |
|
"eval_ipv4_recall": 0.935672514619883, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.08237670361995697, |
|
"eval_md5_f1": 0.9074285714285715, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8744493392070485, |
|
"eval_md5_recall": 0.9429928741092637, |
|
"eval_overall_accuracy": 0.9807289721741296, |
|
"eval_overall_f1": 0.8515045486354094, |
|
"eval_overall_precision": 0.7961266684114107, |
|
"eval_overall_recall": 0.9151624548736462, |
|
"eval_runtime": 95.0176, |
|
"eval_samples_per_second": 140.395, |
|
"eval_sha1_f1": 0.7207207207207208, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.6451612903225806, |
|
"eval_sha1_recall": 0.8163265306122449, |
|
"eval_sha256_f1": 0.8874656907593779, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8056478405315615, |
|
"eval_sha256_recall": 0.9877800407331976, |
|
"eval_steps_per_second": 17.555, |
|
"eval_uri_f1": 0.05194805194805195, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.030303030303030304, |
|
"eval_uri_recall": 0.18181818181818182, |
|
"step": 13500 |
|
}, |
|
{ |
|
"epoch": 1.05, |
|
"learning_rate": 3.250874562718641e-05, |
|
"loss": 0.057, |
|
"step": 14000 |
|
}, |
|
{ |
|
"epoch": 1.05, |
|
"eval_attackID_f1": 0.7222222222222222, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.5652173913043478, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.8571428571428571, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.8571428571428571, |
|
"eval_bitcoinAddr_recall": 0.8571428571428571, |
|
"eval_cve_f1": 0.8450704225352113, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.759493670886076, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.9043927648578811, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9668508287292817, |
|
"eval_domain_recall": 0.8495145631067961, |
|
"eval_email_f1": 0.7959183673469388, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7090909090909091, |
|
"eval_email_recall": 0.9069767441860465, |
|
"eval_filepath_f1": 0.8840579710144927, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8491091314031181, |
|
"eval_filepath_recall": 0.9220072551390568, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8734177215189873, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8023255813953488, |
|
"eval_hostname_recall": 0.9583333333333334, |
|
"eval_ipv4_f1": 0.8715083798882681, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8342245989304813, |
|
"eval_ipv4_recall": 0.9122807017543859, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.07900121808052063, |
|
"eval_md5_f1": 0.9237770193401591, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8864628820960698, |
|
"eval_md5_recall": 0.9643705463182898, |
|
"eval_overall_accuracy": 0.9834334793088231, |
|
"eval_overall_f1": 0.8786539284186511, |
|
"eval_overall_precision": 0.835185687178097, |
|
"eval_overall_recall": 0.9268953068592057, |
|
"eval_runtime": 95.1971, |
|
"eval_samples_per_second": 140.13, |
|
"eval_sha1_f1": 0.7254901960784315, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.6981132075471698, |
|
"eval_sha1_recall": 0.7551020408163265, |
|
"eval_sha256_f1": 0.9010175763182238, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8254237288135593, |
|
"eval_sha256_recall": 0.9918533604887984, |
|
"eval_steps_per_second": 17.522, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 14000 |
|
}, |
|
{ |
|
"epoch": 1.09, |
|
"learning_rate": 3.188405797101449e-05, |
|
"loss": 0.0581, |
|
"step": 14500 |
|
}, |
|
{ |
|
"epoch": 1.09, |
|
"eval_attackID_f1": 0.9714285714285713, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9622641509433962, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.7999999999999999, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.75, |
|
"eval_bitcoinAddr_recall": 0.8571428571428571, |
|
"eval_cve_f1": 0.9197080291970803, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8513513513513513, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.889423076923077, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8809523809523809, |
|
"eval_domain_recall": 0.8980582524271845, |
|
"eval_email_f1": 0.761904761904762, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6451612903225806, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8963004484304933, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.835423197492163, |
|
"eval_filepath_recall": 0.9667472793228536, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8673139158576052, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8121212121212121, |
|
"eval_hostname_recall": 0.9305555555555556, |
|
"eval_ipv4_f1": 0.9151515151515152, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.949685534591195, |
|
"eval_ipv4_recall": 0.8830409356725146, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.06905487179756165, |
|
"eval_md5_f1": 0.9303370786516854, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8827292110874201, |
|
"eval_md5_recall": 0.9833729216152018, |
|
"eval_overall_accuracy": 0.9854929784657863, |
|
"eval_overall_f1": 0.8953356086461888, |
|
"eval_overall_precision": 0.8489751887810141, |
|
"eval_overall_recall": 0.9470517448856799, |
|
"eval_runtime": 94.9306, |
|
"eval_samples_per_second": 140.524, |
|
"eval_sha1_f1": 0.6987951807228915, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.8529411764705882, |
|
"eval_sha1_recall": 0.5918367346938775, |
|
"eval_sha256_f1": 0.9278752436647174, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8897196261682243, |
|
"eval_sha256_recall": 0.9694501018329938, |
|
"eval_steps_per_second": 17.571, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 14500 |
|
}, |
|
{ |
|
"epoch": 1.12, |
|
"learning_rate": 3.125937031484258e-05, |
|
"loss": 0.0671, |
|
"step": 15000 |
|
}, |
|
{ |
|
"epoch": 1.12, |
|
"eval_attackID_f1": 0.9026548672566372, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8360655737704918, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.923076923076923, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8955223880597015, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8871794871794871, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9402173913043478, |
|
"eval_domain_recall": 0.8398058252427184, |
|
"eval_email_f1": 0.54014598540146, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.39361702127659576, |
|
"eval_email_recall": 0.8604651162790697, |
|
"eval_filepath_f1": 0.9224465905765291, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.893930799773114, |
|
"eval_filepath_recall": 0.9528415961305925, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9066666666666667, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8717948717948718, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.967930029154519, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9651162790697675, |
|
"eval_ipv4_recall": 0.9707602339181286, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.07354125380516052, |
|
"eval_md5_f1": 0.9457900807381777, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9192825112107623, |
|
"eval_md5_recall": 0.9738717339667459, |
|
"eval_overall_accuracy": 0.9856825202838035, |
|
"eval_overall_f1": 0.9040345821325648, |
|
"eval_overall_precision": 0.8675331858407079, |
|
"eval_overall_recall": 0.9437424789410349, |
|
"eval_runtime": 94.9503, |
|
"eval_samples_per_second": 140.495, |
|
"eval_sha1_f1": 0.5714285714285714, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.43956043956043955, |
|
"eval_sha1_recall": 0.8163265306122449, |
|
"eval_sha256_f1": 0.9361702127659576, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8913443830570903, |
|
"eval_sha256_recall": 0.9857433808553971, |
|
"eval_steps_per_second": 17.567, |
|
"eval_uri_f1": 0.24242424242424246, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.18181818181818182, |
|
"eval_uri_recall": 0.36363636363636365, |
|
"step": 15000 |
|
}, |
|
{ |
|
"epoch": 1.16, |
|
"learning_rate": 3.0634682658670666e-05, |
|
"loss": 0.0507, |
|
"step": 15500 |
|
}, |
|
{ |
|
"epoch": 1.16, |
|
"eval_attackID_f1": 0.9714285714285713, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9622641509433962, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.18181818181818182, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.13333333333333333, |
|
"eval_bitcoinAddr_recall": 0.2857142857142857, |
|
"eval_cve_f1": 0.9402985074626865, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8873239436619719, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8935064935064935, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9608938547486033, |
|
"eval_domain_recall": 0.8349514563106796, |
|
"eval_email_f1": 0.851063829787234, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7843137254901961, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8892561983471073, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8168016194331984, |
|
"eval_filepath_recall": 0.9758162031438936, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.912751677852349, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8831168831168831, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9507246376811593, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9425287356321839, |
|
"eval_ipv4_recall": 0.9590643274853801, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.07604563981294632, |
|
"eval_md5_f1": 0.9160671462829736, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9249394673123487, |
|
"eval_md5_recall": 0.9073634204275535, |
|
"eval_overall_accuracy": 0.9833146620497675, |
|
"eval_overall_f1": 0.8880723572639909, |
|
"eval_overall_precision": 0.8374200426439232, |
|
"eval_overall_recall": 0.9452466907340553, |
|
"eval_runtime": 95.1274, |
|
"eval_samples_per_second": 140.233, |
|
"eval_sha1_f1": 0.5522388059701493, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.43529411764705883, |
|
"eval_sha1_recall": 0.7551020408163265, |
|
"eval_sha256_f1": 0.896421845574388, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8336252189141856, |
|
"eval_sha256_recall": 0.9694501018329938, |
|
"eval_steps_per_second": 17.534, |
|
"eval_uri_f1": 0.47619047619047616, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.5, |
|
"eval_uri_recall": 0.45454545454545453, |
|
"step": 15500 |
|
}, |
|
{ |
|
"epoch": 1.2, |
|
"learning_rate": 3.0009995002498753e-05, |
|
"loss": 0.0714, |
|
"step": 16000 |
|
}, |
|
{ |
|
"epoch": 1.2, |
|
"eval_attackID_f1": 0.9541284403669724, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9122807017543859, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.9037037037037037, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8472222222222222, |
|
"eval_cve_recall": 0.9682539682539683, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.9182692307692307, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9095238095238095, |
|
"eval_domain_recall": 0.9271844660194175, |
|
"eval_email_f1": 0.8210526315789475, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.75, |
|
"eval_email_recall": 0.9069767441860465, |
|
"eval_filepath_f1": 0.8949745906267645, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8395127118644068, |
|
"eval_filepath_recall": 0.9582829504232164, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8832807570977919, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8092485549132948, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9560117302052785, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9588235294117647, |
|
"eval_ipv4_recall": 0.9532163742690059, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.0814313143491745, |
|
"eval_md5_f1": 0.8355739400206825, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.73992673992674, |
|
"eval_md5_recall": 0.9596199524940617, |
|
"eval_overall_accuracy": 0.9807374591212049, |
|
"eval_overall_f1": 0.8739825989334831, |
|
"eval_overall_precision": 0.8190426091530774, |
|
"eval_overall_recall": 0.9368231046931408, |
|
"eval_runtime": 96.6466, |
|
"eval_samples_per_second": 138.029, |
|
"eval_sha1_f1": 0.2608695652173913, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.22727272727272727, |
|
"eval_sha1_recall": 0.30612244897959184, |
|
"eval_sha256_f1": 0.8796208530805687, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8226950354609929, |
|
"eval_sha256_recall": 0.945010183299389, |
|
"eval_steps_per_second": 17.259, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 16000 |
|
}, |
|
{ |
|
"epoch": 1.24, |
|
"learning_rate": 2.938530734632684e-05, |
|
"loss": 0.0551, |
|
"step": 16500 |
|
}, |
|
{ |
|
"epoch": 1.24, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.588235294117647, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.5, |
|
"eval_bitcoinAddr_recall": 0.7142857142857143, |
|
"eval_cve_f1": 0.8076923076923077, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.6774193548387096, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.869158878504673, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8378378378378378, |
|
"eval_domain_recall": 0.9029126213592233, |
|
"eval_email_f1": 0.851063829787234, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7843137254901961, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8966148215919487, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9046153846153846, |
|
"eval_filepath_recall": 0.8887545344619106, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8187134502923977, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7070707070707071, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.949438202247191, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9135135135135135, |
|
"eval_ipv4_recall": 0.9883040935672515, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.06906380504369736, |
|
"eval_md5_f1": 0.9347319347319347, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9176201372997712, |
|
"eval_md5_recall": 0.9524940617577197, |
|
"eval_overall_accuracy": 0.9856627174072943, |
|
"eval_overall_f1": 0.8967439131710179, |
|
"eval_overall_precision": 0.8749284487693189, |
|
"eval_overall_recall": 0.9196750902527075, |
|
"eval_runtime": 95.0059, |
|
"eval_samples_per_second": 140.412, |
|
"eval_sha1_f1": 0.7964601769911506, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.703125, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.9474708171206225, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9068901303538175, |
|
"eval_sha256_recall": 0.9918533604887984, |
|
"eval_steps_per_second": 17.557, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 16500 |
|
}, |
|
{ |
|
"epoch": 1.27, |
|
"learning_rate": 2.8760619690154923e-05, |
|
"loss": 0.0511, |
|
"step": 17000 |
|
}, |
|
{ |
|
"epoch": 1.27, |
|
"eval_attackID_f1": 0.9345794392523366, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9090909090909091, |
|
"eval_attackID_recall": 0.9615384615384616, |
|
"eval_bitcoinAddr_f1": 0.5, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.4444444444444444, |
|
"eval_bitcoinAddr_recall": 0.5714285714285714, |
|
"eval_cve_f1": 0.9242424242424243, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8840579710144928, |
|
"eval_cve_recall": 0.9682539682539683, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8817733990147784, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.895, |
|
"eval_domain_recall": 0.8689320388349514, |
|
"eval_email_f1": 0.8602150537634408, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.9145470134324093, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8672086720867209, |
|
"eval_filepath_recall": 0.9673518742442564, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9036544850498339, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8662420382165605, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9495548961424332, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.963855421686747, |
|
"eval_ipv4_recall": 0.935672514619883, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.07972726225852966, |
|
"eval_md5_f1": 0.8843683083511776, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8050682261208577, |
|
"eval_md5_recall": 0.9809976247030879, |
|
"eval_overall_accuracy": 0.9835296647090108, |
|
"eval_overall_f1": 0.9011494252873564, |
|
"eval_overall_precision": 0.8624862486248625, |
|
"eval_overall_recall": 0.9434416365824309, |
|
"eval_runtime": 97.581, |
|
"eval_samples_per_second": 136.707, |
|
"eval_sha1_f1": 0.2816901408450704, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.45454545454545453, |
|
"eval_sha1_recall": 0.20408163265306123, |
|
"eval_sha256_f1": 0.9341085271317829, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8909426987060998, |
|
"eval_sha256_recall": 0.9816700610997964, |
|
"eval_steps_per_second": 17.093, |
|
"eval_uri_f1": 0.09999999999999999, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.1111111111111111, |
|
"eval_uri_recall": 0.09090909090909091, |
|
"step": 17000 |
|
}, |
|
{ |
|
"epoch": 1.31, |
|
"learning_rate": 2.813593203398301e-05, |
|
"loss": 0.0632, |
|
"step": 17500 |
|
}, |
|
{ |
|
"epoch": 1.31, |
|
"eval_attackID_f1": 0.9009009009009009, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.847457627118644, |
|
"eval_attackID_recall": 0.9615384615384616, |
|
"eval_bitcoinAddr_f1": 0.18181818181818182, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.25, |
|
"eval_bitcoinAddr_recall": 0.14285714285714285, |
|
"eval_cve_f1": 0.9268292682926829, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.95, |
|
"eval_cve_recall": 0.9047619047619048, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8888888888888888, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8846153846153846, |
|
"eval_domain_recall": 0.8932038834951457, |
|
"eval_email_f1": 0.875, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7924528301886793, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9210759680756725, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9010989010989011, |
|
"eval_filepath_recall": 0.9419588875453446, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.888888888888889, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8395061728395061, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9766081871345029, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9766081871345029, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.06233163923025131, |
|
"eval_md5_f1": 0.928888888888889, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.872651356993737, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9865198990619094, |
|
"eval_overall_f1": 0.9170203424557295, |
|
"eval_overall_precision": 0.8928469649472784, |
|
"eval_overall_recall": 0.9425391095066186, |
|
"eval_runtime": 94.8412, |
|
"eval_samples_per_second": 140.656, |
|
"eval_sha1_f1": 0.826086956521739, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.8837209302325582, |
|
"eval_sha1_recall": 0.7755102040816326, |
|
"eval_sha256_f1": 0.9376218323586745, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8990654205607477, |
|
"eval_sha256_recall": 0.9796334012219959, |
|
"eval_steps_per_second": 17.587, |
|
"eval_uri_f1": 0.11764705882352942, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.16666666666666666, |
|
"eval_uri_recall": 0.09090909090909091, |
|
"step": 17500 |
|
}, |
|
{ |
|
"epoch": 1.35, |
|
"learning_rate": 2.7511244377811096e-05, |
|
"loss": 0.0613, |
|
"step": 18000 |
|
}, |
|
{ |
|
"epoch": 1.35, |
|
"eval_attackID_f1": 0.9107142857142857, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.85, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.588235294117647, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.5, |
|
"eval_bitcoinAddr_recall": 0.7142857142857143, |
|
"eval_cve_f1": 0.9185185185185185, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8611111111111112, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8872901678657074, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8767772511848341, |
|
"eval_domain_recall": 0.8980582524271845, |
|
"eval_email_f1": 0.875, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7924528301886793, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9020915428917854, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9045592705167174, |
|
"eval_filepath_recall": 0.8996372430471584, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8553846153846154, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7679558011049724, |
|
"eval_hostname_recall": 0.9652777777777778, |
|
"eval_ipv4_f1": 0.9329608938547486, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.893048128342246, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.06275280565023422, |
|
"eval_md5_f1": 0.9308035714285714, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8778947368421053, |
|
"eval_md5_recall": 0.9904988123515439, |
|
"eval_overall_accuracy": 0.9859541025902162, |
|
"eval_overall_f1": 0.8986269354367513, |
|
"eval_overall_precision": 0.8733674048835889, |
|
"eval_overall_recall": 0.9253910950661853, |
|
"eval_runtime": 94.8173, |
|
"eval_samples_per_second": 140.692, |
|
"eval_sha1_f1": 0.6666666666666666, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.5967741935483871, |
|
"eval_sha1_recall": 0.7551020408163265, |
|
"eval_sha256_f1": 0.9217391304347826, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8768382352941176, |
|
"eval_sha256_recall": 0.9714867617107943, |
|
"eval_steps_per_second": 17.592, |
|
"eval_uri_f1": 0.4799999999999999, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.42857142857142855, |
|
"eval_uri_recall": 0.5454545454545454, |
|
"step": 18000 |
|
}, |
|
{ |
|
"epoch": 1.39, |
|
"learning_rate": 2.6886556721639183e-05, |
|
"loss": 0.0634, |
|
"step": 18500 |
|
}, |
|
{ |
|
"epoch": 1.39, |
|
"eval_attackID_f1": 0.9714285714285713, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9622641509433962, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8571428571428571, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.8571428571428571, |
|
"eval_bitcoinAddr_recall": 0.8571428571428571, |
|
"eval_cve_f1": 0.9402985074626865, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8873239436619719, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8693467336683417, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9010416666666666, |
|
"eval_domain_recall": 0.8398058252427184, |
|
"eval_email_f1": 0.8631578947368421, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7884615384615384, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.8935294117647058, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8699885452462772, |
|
"eval_filepath_recall": 0.9183796856106409, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8983606557377048, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8509316770186336, |
|
"eval_hostname_recall": 0.9513888888888888, |
|
"eval_ipv4_f1": 0.9046321525885558, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8469387755102041, |
|
"eval_ipv4_recall": 0.9707602339181286, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.07233458012342453, |
|
"eval_md5_f1": 0.898360655737705, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8319838056680162, |
|
"eval_md5_recall": 0.9762470308788599, |
|
"eval_overall_accuracy": 0.9851591585474873, |
|
"eval_overall_f1": 0.890502468777229, |
|
"eval_overall_precision": 0.8607523862998315, |
|
"eval_overall_recall": 0.9223826714801444, |
|
"eval_runtime": 95.004, |
|
"eval_samples_per_second": 140.415, |
|
"eval_sha1_f1": 0.5977011494252874, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.6842105263157895, |
|
"eval_sha1_recall": 0.5306122448979592, |
|
"eval_sha256_f1": 0.902415458937198, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8584558823529411, |
|
"eval_sha256_recall": 0.9511201629327902, |
|
"eval_steps_per_second": 17.557, |
|
"eval_uri_f1": 0.631578947368421, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.75, |
|
"eval_uri_recall": 0.5454545454545454, |
|
"step": 18500 |
|
}, |
|
{ |
|
"epoch": 1.42, |
|
"learning_rate": 2.6261869065467267e-05, |
|
"loss": 0.042, |
|
"step": 19000 |
|
}, |
|
{ |
|
"epoch": 1.42, |
|
"eval_attackID_f1": 0.9043478260869565, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8253968253968254, |
|
"eval_attackID_recall": 1.0, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.8571428571428571, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8571428571428571, |
|
"eval_cve_recall": 0.8571428571428571, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.9041769041769042, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9154228855721394, |
|
"eval_domain_recall": 0.8932038834951457, |
|
"eval_email_f1": 0.7766990291262136, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6666666666666666, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.8716384807319102, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.804915514592934, |
|
"eval_filepath_recall": 0.9504232164449818, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8974358974358975, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8333333333333334, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9418282548476454, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8947368421052632, |
|
"eval_ipv4_recall": 0.9941520467836257, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.06898213177919388, |
|
"eval_md5_f1": 0.9395667046750285, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9035087719298246, |
|
"eval_md5_recall": 0.9786223277909739, |
|
"eval_overall_accuracy": 0.9838238788742913, |
|
"eval_overall_f1": 0.8781028983497433, |
|
"eval_overall_precision": 0.8145099048109081, |
|
"eval_overall_recall": 0.9524669073405535, |
|
"eval_runtime": 94.6353, |
|
"eval_samples_per_second": 140.962, |
|
"eval_sha1_f1": 0.7572815533980582, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.7222222222222222, |
|
"eval_sha1_recall": 0.7959183673469388, |
|
"eval_sha256_f1": 0.8670212765957448, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.7676609105180534, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.626, |
|
"eval_uri_f1": 0.358974358974359, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.25, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 19000 |
|
}, |
|
{ |
|
"epoch": 1.46, |
|
"learning_rate": 2.5637181409295353e-05, |
|
"loss": 0.0781, |
|
"step": 19500 |
|
}, |
|
{ |
|
"epoch": 1.46, |
|
"eval_attackID_f1": 0.8360655737704917, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.7285714285714285, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.9333333333333333, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.875, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9022556390977443, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8571428571428571, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.9086419753086421, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9246231155778895, |
|
"eval_domain_recall": 0.8932038834951457, |
|
"eval_email_f1": 0.7777777777777778, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6461538461538462, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9072046109510087, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8667400881057269, |
|
"eval_filepath_recall": 0.9516324062877872, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8676923076923078, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7790055248618785, |
|
"eval_hostname_recall": 0.9791666666666666, |
|
"eval_ipv4_f1": 0.9710982658959537, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.96, |
|
"eval_ipv4_recall": 0.9824561403508771, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.06536626070737839, |
|
"eval_md5_f1": 0.933179723502304, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9060402684563759, |
|
"eval_md5_recall": 0.9619952494061758, |
|
"eval_overall_accuracy": 0.9825140600423216, |
|
"eval_overall_f1": 0.8948114544939041, |
|
"eval_overall_precision": 0.8461126005361931, |
|
"eval_overall_recall": 0.9494584837545126, |
|
"eval_runtime": 97.557, |
|
"eval_samples_per_second": 136.741, |
|
"eval_sha1_f1": 0.702127659574468, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.7333333333333333, |
|
"eval_sha1_recall": 0.673469387755102, |
|
"eval_sha256_f1": 0.8884826325411334, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8059701492537313, |
|
"eval_sha256_recall": 0.9898167006109979, |
|
"eval_steps_per_second": 17.098, |
|
"eval_uri_f1": 0.21276595744680854, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.1388888888888889, |
|
"eval_uri_recall": 0.45454545454545453, |
|
"step": 19500 |
|
}, |
|
{ |
|
"epoch": 1.5, |
|
"learning_rate": 2.501249375312344e-05, |
|
"loss": 0.0763, |
|
"step": 20000 |
|
}, |
|
{ |
|
"epoch": 1.5, |
|
"eval_attackID_f1": 0.8571428571428572, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.7611940298507462, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.9197080291970803, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8513513513513513, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8478260869565217, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.7677165354330708, |
|
"eval_domain_recall": 0.9466019417475728, |
|
"eval_email_f1": 0.6176470588235293, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.45161290322580644, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9099045346062052, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8981154299175501, |
|
"eval_filepath_recall": 0.9220072551390568, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.84472049689441, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7640449438202247, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9794721407624634, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9823529411764705, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.05688800662755966, |
|
"eval_md5_f1": 0.8908296943231441, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8242424242424242, |
|
"eval_md5_recall": 0.9691211401425178, |
|
"eval_overall_accuracy": 0.9862228559142705, |
|
"eval_overall_f1": 0.8801693719124911, |
|
"eval_overall_precision": 0.829034831161925, |
|
"eval_overall_recall": 0.9380264741275571, |
|
"eval_runtime": 95.061, |
|
"eval_samples_per_second": 140.331, |
|
"eval_sha1_f1": 0.7307692307692308, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.6909090909090909, |
|
"eval_sha1_recall": 0.7755102040816326, |
|
"eval_sha256_f1": 0.8862602365787079, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8009868421052632, |
|
"eval_sha256_recall": 0.9918533604887984, |
|
"eval_steps_per_second": 17.547, |
|
"eval_uri_f1": 0.2727272727272727, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.18181818181818182, |
|
"eval_uri_recall": 0.5454545454545454, |
|
"step": 20000 |
|
}, |
|
{ |
|
"epoch": 1.54, |
|
"learning_rate": 2.4387806096951527e-05, |
|
"loss": 0.0497, |
|
"step": 20500 |
|
}, |
|
{ |
|
"epoch": 1.54, |
|
"eval_attackID_f1": 0.78125, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.6578947368421053, |
|
"eval_attackID_recall": 0.9615384615384616, |
|
"eval_bitcoinAddr_f1": 0.6363636363636364, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.4666666666666667, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.8905109489051095, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8243243243243243, |
|
"eval_cve_recall": 0.9682539682539683, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8839506172839506, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8994974874371859, |
|
"eval_domain_recall": 0.8689320388349514, |
|
"eval_email_f1": 0.8817204301075269, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.82, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.8973004694835681, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8717217787913341, |
|
"eval_filepath_recall": 0.9244256348246674, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8745980707395499, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8143712574850299, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.918918918918919, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8542713567839196, |
|
"eval_ipv4_recall": 0.9941520467836257, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.06775886565446854, |
|
"eval_md5_f1": 0.8965517241379309, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8685968819599109, |
|
"eval_md5_recall": 0.9263657957244655, |
|
"eval_overall_accuracy": 0.9848706023469238, |
|
"eval_overall_f1": 0.8851100314375536, |
|
"eval_overall_precision": 0.8429504627109418, |
|
"eval_overall_recall": 0.9317087845968712, |
|
"eval_runtime": 94.7905, |
|
"eval_samples_per_second": 140.731, |
|
"eval_sha1_f1": 0.8148148148148148, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.7457627118644068, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.926923076923077, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8779599271402551, |
|
"eval_sha256_recall": 0.9816700610997964, |
|
"eval_steps_per_second": 17.597, |
|
"eval_uri_f1": 0.24615384615384614, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.14814814814814814, |
|
"eval_uri_recall": 0.7272727272727273, |
|
"step": 20500 |
|
}, |
|
{ |
|
"epoch": 1.57, |
|
"learning_rate": 2.376311844077961e-05, |
|
"loss": 0.0623, |
|
"step": 21000 |
|
}, |
|
{ |
|
"epoch": 1.57, |
|
"eval_attackID_f1": 0.9272727272727272, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8793103448275862, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9473684210526316, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.86, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8865979381443299, |
|
"eval_domain_recall": 0.8349514563106796, |
|
"eval_email_f1": 0.8478260869565216, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7959183673469388, |
|
"eval_email_recall": 0.9069767441860465, |
|
"eval_filepath_f1": 0.9190120620333142, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.87527352297593, |
|
"eval_filepath_recall": 0.9673518742442564, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8918918918918918, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.868421052631579, |
|
"eval_hostname_recall": 0.9166666666666666, |
|
"eval_ipv4_f1": 0.9737609329446064, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9709302325581395, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.06121702492237091, |
|
"eval_md5_f1": 0.9380733944954128, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9068736141906873, |
|
"eval_md5_recall": 0.9714964370546318, |
|
"eval_overall_accuracy": 0.9860219981668195, |
|
"eval_overall_f1": 0.9113887692086743, |
|
"eval_overall_precision": 0.871942841439956, |
|
"eval_overall_recall": 0.9545728038507821, |
|
"eval_runtime": 96.9495, |
|
"eval_samples_per_second": 137.597, |
|
"eval_sha1_f1": 0.7238095238095238, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.6785714285714286, |
|
"eval_sha1_recall": 0.7755102040816326, |
|
"eval_sha256_f1": 0.912313432835821, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8416523235800344, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.205, |
|
"eval_uri_f1": 0.41379310344827586, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.3333333333333333, |
|
"eval_uri_recall": 0.5454545454545454, |
|
"step": 21000 |
|
}, |
|
{ |
|
"epoch": 1.61, |
|
"learning_rate": 2.3138430784607697e-05, |
|
"loss": 0.0536, |
|
"step": 21500 |
|
}, |
|
{ |
|
"epoch": 1.61, |
|
"eval_attackID_f1": 0.9532710280373831, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9272727272727272, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.4666666666666667, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.30434782608695654, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9402985074626865, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8873239436619719, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8953771289537714, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8975609756097561, |
|
"eval_domain_recall": 0.8932038834951457, |
|
"eval_email_f1": 0.9010989010989011, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8541666666666666, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.9151759953837276, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8752759381898455, |
|
"eval_filepath_recall": 0.9588875453446191, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8581081081081081, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8355263157894737, |
|
"eval_hostname_recall": 0.8819444444444444, |
|
"eval_ipv4_f1": 0.9575070821529745, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9285714285714286, |
|
"eval_ipv4_recall": 0.9883040935672515, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.05704953148961067, |
|
"eval_md5_f1": 0.970828471411902, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9541284403669725, |
|
"eval_md5_recall": 0.9881235154394299, |
|
"eval_overall_accuracy": 0.9876005703228434, |
|
"eval_overall_f1": 0.9138920780711826, |
|
"eval_overall_precision": 0.8737650933040615, |
|
"eval_overall_recall": 0.9578820697954272, |
|
"eval_runtime": 94.8068, |
|
"eval_samples_per_second": 140.707, |
|
"eval_sha1_f1": 0.9108910891089108, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.8846153846153846, |
|
"eval_sha1_recall": 0.9387755102040817, |
|
"eval_sha256_f1": 0.9267364414843007, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8696428571428572, |
|
"eval_sha256_recall": 0.9918533604887984, |
|
"eval_steps_per_second": 17.594, |
|
"eval_uri_f1": 0.4827586206896552, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.3888888888888889, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 21500 |
|
}, |
|
{ |
|
"epoch": 1.65, |
|
"learning_rate": 2.2513743128435784e-05, |
|
"loss": 0.0546, |
|
"step": 22000 |
|
}, |
|
{ |
|
"epoch": 1.65, |
|
"eval_attackID_f1": 0.51, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.34459459459459457, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.819672131147541, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.847457627118644, |
|
"eval_cve_recall": 0.7936507936507936, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.9238578680203046, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9680851063829787, |
|
"eval_domain_recall": 0.883495145631068, |
|
"eval_email_f1": 0.8764044943820224, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8478260869565217, |
|
"eval_email_recall": 0.9069767441860465, |
|
"eval_filepath_f1": 0.9064874342489772, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.877262443438914, |
|
"eval_filepath_recall": 0.937726723095526, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8354430379746837, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.7674418604651163, |
|
"eval_hostname_recall": 0.9166666666666666, |
|
"eval_ipv4_f1": 0.8808290155440415, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.7906976744186046, |
|
"eval_ipv4_recall": 0.9941520467836257, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.060493726283311844, |
|
"eval_md5_f1": 0.9528193325661679, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9241071428571429, |
|
"eval_md5_recall": 0.9833729216152018, |
|
"eval_overall_accuracy": 0.987014970974641, |
|
"eval_overall_f1": 0.8920966128340717, |
|
"eval_overall_precision": 0.8497141301388511, |
|
"eval_overall_recall": 0.9389290012033694, |
|
"eval_runtime": 94.7705, |
|
"eval_samples_per_second": 140.761, |
|
"eval_sha1_f1": 0.9361702127659575, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9777777777777777, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9411764705882353, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8937728937728938, |
|
"eval_sha256_recall": 0.9938900203665988, |
|
"eval_steps_per_second": 17.6, |
|
"eval_uri_f1": 0.0, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.0, |
|
"eval_uri_recall": 0.0, |
|
"step": 22000 |
|
}, |
|
{ |
|
"epoch": 1.69, |
|
"learning_rate": 2.188905547226387e-05, |
|
"loss": 0.0542, |
|
"step": 22500 |
|
}, |
|
{ |
|
"epoch": 1.69, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.5, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.4444444444444444, |
|
"eval_bitcoinAddr_recall": 0.5714285714285714, |
|
"eval_cve_f1": 0.9457364341085271, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9242424242424242, |
|
"eval_cve_recall": 0.9682539682539683, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.888888888888889, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9502762430939227, |
|
"eval_domain_recall": 0.8349514563106796, |
|
"eval_email_f1": 0.8387096774193548, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.78, |
|
"eval_email_recall": 0.9069767441860465, |
|
"eval_filepath_f1": 0.9196951934349354, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8924914675767918, |
|
"eval_filepath_recall": 0.9486094316807738, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9023569023569024, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8758169934640523, |
|
"eval_hostname_recall": 0.9305555555555556, |
|
"eval_ipv4_f1": 0.9655172413793103, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9491525423728814, |
|
"eval_ipv4_recall": 0.9824561403508771, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.0694553330540657, |
|
"eval_md5_f1": 0.936374549819928, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9466019417475728, |
|
"eval_md5_recall": 0.9263657957244655, |
|
"eval_overall_accuracy": 0.9863501601204014, |
|
"eval_overall_f1": 0.9156025245853515, |
|
"eval_overall_precision": 0.8939524218973918, |
|
"eval_overall_recall": 0.9383273164861613, |
|
"eval_runtime": 97.8598, |
|
"eval_samples_per_second": 136.318, |
|
"eval_sha1_f1": 0.7627118644067796, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.6521739130434783, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.9329446064139941, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8921933085501859, |
|
"eval_sha256_recall": 0.9775967413441955, |
|
"eval_steps_per_second": 17.045, |
|
"eval_uri_f1": 0.631578947368421, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.75, |
|
"eval_uri_recall": 0.5454545454545454, |
|
"step": 22500 |
|
}, |
|
{ |
|
"epoch": 1.72, |
|
"learning_rate": 2.1264367816091954e-05, |
|
"loss": 0.0482, |
|
"step": 23000 |
|
}, |
|
{ |
|
"epoch": 1.72, |
|
"eval_attackID_f1": 0.9523809523809524, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9433962264150944, |
|
"eval_attackID_recall": 0.9615384615384616, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.9465648854961831, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9117647058823529, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.900243309002433, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9024390243902439, |
|
"eval_domain_recall": 0.8980582524271845, |
|
"eval_email_f1": 0.8863636363636364, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8666666666666667, |
|
"eval_email_recall": 0.9069767441860465, |
|
"eval_filepath_f1": 0.9223880597014925, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9109669811320755, |
|
"eval_filepath_recall": 0.93409915356711, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9251700680272109, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9066666666666666, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9217877094972067, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8823529411764706, |
|
"eval_ipv4_recall": 0.9649122807017544, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.05665000155568123, |
|
"eval_md5_f1": 0.9686411149825784, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9477272727272728, |
|
"eval_md5_recall": 0.9904988123515439, |
|
"eval_overall_accuracy": 0.9883672245419878, |
|
"eval_overall_f1": 0.9241419944027103, |
|
"eval_overall_precision": 0.9053391053391053, |
|
"eval_overall_recall": 0.9437424789410349, |
|
"eval_runtime": 94.9507, |
|
"eval_samples_per_second": 140.494, |
|
"eval_sha1_f1": 0.8543689320388349, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.8148148148148148, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9485935984481088, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9055555555555556, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.567, |
|
"eval_uri_f1": 0.41666666666666663, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.38461538461538464, |
|
"eval_uri_recall": 0.45454545454545453, |
|
"step": 23000 |
|
}, |
|
{ |
|
"epoch": 1.76, |
|
"learning_rate": 2.063968015992004e-05, |
|
"loss": 0.034, |
|
"step": 23500 |
|
}, |
|
{ |
|
"epoch": 1.76, |
|
"eval_attackID_f1": 0.918918918918919, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.864406779661017, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8955223880597014, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8450704225352113, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.888888888888889, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8495575221238938, |
|
"eval_domain_recall": 0.9320388349514563, |
|
"eval_email_f1": 0.8842105263157894, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8076923076923077, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9166666666666666, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8847019122609674, |
|
"eval_filepath_recall": 0.9510278113663845, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8990228013029316, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8466257668711656, |
|
"eval_hostname_recall": 0.9583333333333334, |
|
"eval_ipv4_f1": 0.9712643678160918, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9548022598870056, |
|
"eval_ipv4_recall": 0.9883040935672515, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.05284477770328522, |
|
"eval_md5_f1": 0.9457900807381777, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9192825112107623, |
|
"eval_md5_recall": 0.9738717339667459, |
|
"eval_overall_accuracy": 0.988095642235575, |
|
"eval_overall_f1": 0.913956834532374, |
|
"eval_overall_precision": 0.875896304467733, |
|
"eval_overall_recall": 0.9554753309265944, |
|
"eval_runtime": 94.8996, |
|
"eval_samples_per_second": 140.57, |
|
"eval_sha1_f1": 0.8598130841121495, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.7931034482758621, |
|
"eval_sha1_recall": 0.9387755102040817, |
|
"eval_sha256_f1": 0.9485935984481088, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9055555555555556, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.576, |
|
"eval_uri_f1": 0.30769230769230765, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.21428571428571427, |
|
"eval_uri_recall": 0.5454545454545454, |
|
"step": 23500 |
|
}, |
|
{ |
|
"epoch": 1.8, |
|
"learning_rate": 2.0014992503748124e-05, |
|
"loss": 0.0586, |
|
"step": 24000 |
|
}, |
|
{ |
|
"epoch": 1.8, |
|
"eval_attackID_f1": 0.9272727272727272, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8793103448275862, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.0, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.0, |
|
"eval_bitcoinAddr_recall": 0.0, |
|
"eval_cve_f1": 0.8923076923076922, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8656716417910447, |
|
"eval_cve_recall": 0.9206349206349206, |
|
"eval_defenderThreat_f1": 0.14285714285714285, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.14285714285714285, |
|
"eval_defenderThreat_recall": 0.14285714285714285, |
|
"eval_domain_f1": 0.8734491315136476, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8934010152284264, |
|
"eval_domain_recall": 0.8543689320388349, |
|
"eval_email_f1": 0.896551724137931, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8863636363636364, |
|
"eval_email_recall": 0.9069767441860465, |
|
"eval_filepath_f1": 0.9263892929880712, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.8928771733034212, |
|
"eval_filepath_recall": 0.9625151148730351, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9379310344827586, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9315068493150684, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9633802816901409, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9293478260869565, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.05693080648779869, |
|
"eval_md5_f1": 0.9345372460496614, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.8903225806451613, |
|
"eval_md5_recall": 0.9833729216152018, |
|
"eval_overall_accuracy": 0.987306356157563, |
|
"eval_overall_f1": 0.920968212306795, |
|
"eval_overall_precision": 0.8936049801924165, |
|
"eval_overall_recall": 0.9500601684717208, |
|
"eval_runtime": 94.9829, |
|
"eval_samples_per_second": 140.446, |
|
"eval_sha1_f1": 0.7157894736842104, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.7391304347826086, |
|
"eval_sha1_recall": 0.6938775510204082, |
|
"eval_sha256_f1": 0.9489194499017681, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9165085388994307, |
|
"eval_sha256_recall": 0.9837067209775967, |
|
"eval_steps_per_second": 17.561, |
|
"eval_uri_f1": 0.33333333333333326, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.42857142857142855, |
|
"eval_uri_recall": 0.2727272727272727, |
|
"step": 24000 |
|
}, |
|
{ |
|
"epoch": 1.84, |
|
"learning_rate": 1.9390304847576214e-05, |
|
"loss": 0.0415, |
|
"step": 24500 |
|
}, |
|
{ |
|
"epoch": 1.84, |
|
"eval_attackID_f1": 0.9259259259259259, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8928571428571429, |
|
"eval_attackID_recall": 0.9615384615384616, |
|
"eval_bitcoinAddr_f1": 0.75, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.6666666666666666, |
|
"eval_bitcoinAddr_recall": 0.8571428571428571, |
|
"eval_cve_f1": 0.9393939393939393, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8985507246376812, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.2222222222222222, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.18181818181818182, |
|
"eval_defenderThreat_recall": 0.2857142857142857, |
|
"eval_domain_f1": 0.9273182957393483, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9585492227979274, |
|
"eval_domain_recall": 0.8980582524271845, |
|
"eval_email_f1": 0.8, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7017543859649122, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.9430267062314539, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.925990675990676, |
|
"eval_filepath_recall": 0.9607013301088271, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.903225806451613, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8433734939759037, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9855907780979827, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9715909090909091, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.0478803887963295, |
|
"eval_md5_f1": 0.9500580720092915, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9295454545454546, |
|
"eval_md5_recall": 0.9714964370546318, |
|
"eval_overall_accuracy": 0.9890942730081135, |
|
"eval_overall_f1": 0.9350725487322291, |
|
"eval_overall_precision": 0.911689054015433, |
|
"eval_overall_recall": 0.9596871239470517, |
|
"eval_runtime": 94.6645, |
|
"eval_samples_per_second": 140.919, |
|
"eval_sha1_f1": 0.888888888888889, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.88, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9431051108968178, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8956043956043956, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.62, |
|
"eval_uri_f1": 0.39999999999999997, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.75, |
|
"eval_uri_recall": 0.2727272727272727, |
|
"step": 24500 |
|
}, |
|
{ |
|
"epoch": 1.87, |
|
"learning_rate": 1.87656171914043e-05, |
|
"loss": 0.0243, |
|
"step": 25000 |
|
}, |
|
{ |
|
"epoch": 1.87, |
|
"eval_attackID_f1": 0.9532710280373831, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9272727272727272, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.5714285714285714, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.42857142857142855, |
|
"eval_bitcoinAddr_recall": 0.8571428571428571, |
|
"eval_cve_f1": 0.9465648854961831, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9117647058823529, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.0, |
|
"eval_defenderThreat_recall": 0.0, |
|
"eval_domain_f1": 0.8919540229885058, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8471615720524017, |
|
"eval_domain_recall": 0.941747572815534, |
|
"eval_email_f1": 0.8421052631578948, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7692307692307693, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.9379269379269379, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9217746643315821, |
|
"eval_filepath_recall": 0.9546553808948005, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8628762541806021, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.832258064516129, |
|
"eval_hostname_recall": 0.8958333333333334, |
|
"eval_ipv4_f1": 0.9794721407624634, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9823529411764705, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.05294596031308174, |
|
"eval_md5_f1": 0.9696969696969697, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9519450800915332, |
|
"eval_md5_recall": 0.9881235154394299, |
|
"eval_overall_accuracy": 0.9886048590600989, |
|
"eval_overall_f1": 0.9308580616868879, |
|
"eval_overall_precision": 0.9053170315609895, |
|
"eval_overall_recall": 0.9578820697954272, |
|
"eval_runtime": 95.1244, |
|
"eval_samples_per_second": 140.237, |
|
"eval_sha1_f1": 0.9247311827956989, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9772727272727273, |
|
"eval_sha1_recall": 0.8775510204081632, |
|
"eval_sha256_f1": 0.9431051108968178, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8956043956043956, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.535, |
|
"eval_uri_f1": 0.5161290322580645, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.4, |
|
"eval_uri_recall": 0.7272727272727273, |
|
"step": 25000 |
|
}, |
|
{ |
|
"epoch": 1.91, |
|
"learning_rate": 1.8140929535232385e-05, |
|
"loss": 0.0334, |
|
"step": 25500 |
|
}, |
|
{ |
|
"epoch": 1.91, |
|
"eval_attackID_f1": 0.9532710280373831, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9272727272727272, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.6250000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.5555555555555556, |
|
"eval_bitcoinAddr_recall": 0.7142857142857143, |
|
"eval_cve_f1": 0.888888888888889, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8333333333333334, |
|
"eval_cve_recall": 0.9523809523809523, |
|
"eval_defenderThreat_f1": 0.2857142857142857, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.2857142857142857, |
|
"eval_defenderThreat_recall": 0.2857142857142857, |
|
"eval_domain_f1": 0.9082125603864736, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9038461538461539, |
|
"eval_domain_recall": 0.912621359223301, |
|
"eval_email_f1": 0.7920792079207921, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.6896551724137931, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.9330605086232096, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9032258064516129, |
|
"eval_filepath_recall": 0.9649334945586457, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8974358974358975, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8333333333333334, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9714285714285714, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9497206703910615, |
|
"eval_ipv4_recall": 0.9941520467836257, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.05310638248920441, |
|
"eval_md5_f1": 0.95, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9106753812636166, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9886444648131174, |
|
"eval_overall_f1": 0.9246940244780417, |
|
"eval_overall_precision": 0.8867716100524717, |
|
"eval_overall_recall": 0.9660048134777377, |
|
"eval_runtime": 94.9461, |
|
"eval_samples_per_second": 140.501, |
|
"eval_sha1_f1": 0.8799999999999999, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.8627450980392157, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9295238095238094, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8729874776386404, |
|
"eval_sha256_recall": 0.9938900203665988, |
|
"eval_steps_per_second": 17.568, |
|
"eval_uri_f1": 0.5294117647058824, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.391304347826087, |
|
"eval_uri_recall": 0.8181818181818182, |
|
"step": 25500 |
|
}, |
|
{ |
|
"epoch": 1.95, |
|
"learning_rate": 1.751624187906047e-05, |
|
"loss": 0.0586, |
|
"step": 26000 |
|
}, |
|
{ |
|
"epoch": 1.95, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.7000000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.5384615384615384, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9538461538461538, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9253731343283582, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.923076923076923, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 0.8571428571428571, |
|
"eval_domain_f1": 0.9253731343283583, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9489795918367347, |
|
"eval_domain_recall": 0.9029126213592233, |
|
"eval_email_f1": 0.8941176470588236, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.9047619047619048, |
|
"eval_email_recall": 0.8837209302325582, |
|
"eval_filepath_f1": 0.9294012511170688, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.916030534351145, |
|
"eval_filepath_recall": 0.9431680773881499, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9306930693069307, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8867924528301887, |
|
"eval_hostname_recall": 0.9791666666666666, |
|
"eval_ipv4_f1": 0.9362880886426593, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8894736842105263, |
|
"eval_ipv4_recall": 0.9883040935672515, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.042279429733753204, |
|
"eval_md5_f1": 0.9486887115165336, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9122807017543859, |
|
"eval_md5_recall": 0.9881235154394299, |
|
"eval_overall_accuracy": 0.9891876294259428, |
|
"eval_overall_f1": 0.9317847691855335, |
|
"eval_overall_precision": 0.9111558366877516, |
|
"eval_overall_recall": 0.9533694344163658, |
|
"eval_runtime": 96.9508, |
|
"eval_samples_per_second": 137.596, |
|
"eval_sha1_f1": 0.9148936170212767, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9555555555555556, |
|
"eval_sha1_recall": 0.8775510204081632, |
|
"eval_sha256_f1": 0.9521951219512195, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9138576779026217, |
|
"eval_sha256_recall": 0.9938900203665988, |
|
"eval_steps_per_second": 17.205, |
|
"eval_uri_f1": 0.23529411764705885, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.3333333333333333, |
|
"eval_uri_recall": 0.18181818181818182, |
|
"step": 26000 |
|
}, |
|
{ |
|
"epoch": 1.99, |
|
"learning_rate": 1.6891554222888555e-05, |
|
"loss": 0.039, |
|
"step": 26500 |
|
}, |
|
{ |
|
"epoch": 1.99, |
|
"eval_attackID_f1": 0.9532710280373831, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9272727272727272, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.14285714285714288, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.07692307692307693, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9402985074626865, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8873239436619719, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.42857142857142855, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.42857142857142855, |
|
"eval_defenderThreat_recall": 0.42857142857142855, |
|
"eval_domain_f1": 0.941747572815534, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.941747572815534, |
|
"eval_domain_recall": 0.941747572815534, |
|
"eval_email_f1": 0.875, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7924528301886793, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.932282545242265, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9012415349887133, |
|
"eval_filepath_recall": 0.9655380894800484, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8838709677419355, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8253012048192772, |
|
"eval_hostname_recall": 0.9513888888888888, |
|
"eval_ipv4_f1": 0.9467787114845938, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9086021505376344, |
|
"eval_ipv4_recall": 0.9883040935672515, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.0696006715297699, |
|
"eval_md5_f1": 0.972972972972973, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9627906976744186, |
|
"eval_md5_recall": 0.9833729216152018, |
|
"eval_overall_accuracy": 0.9853487003655045, |
|
"eval_overall_f1": 0.9172563176895306, |
|
"eval_overall_precision": 0.8819772285476256, |
|
"eval_overall_recall": 0.9554753309265944, |
|
"eval_runtime": 95.0256, |
|
"eval_samples_per_second": 140.383, |
|
"eval_sha1_f1": 0.13114754098360654, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.3333333333333333, |
|
"eval_sha1_recall": 0.08163265306122448, |
|
"eval_sha256_f1": 0.9531250000000001, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9155722326454033, |
|
"eval_sha256_recall": 0.9938900203665988, |
|
"eval_steps_per_second": 17.553, |
|
"eval_uri_f1": 0.56, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.5, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 26500 |
|
}, |
|
{ |
|
"epoch": 2.02, |
|
"learning_rate": 1.626686656671664e-05, |
|
"loss": 0.0333, |
|
"step": 27000 |
|
}, |
|
{ |
|
"epoch": 2.02, |
|
"eval_attackID_f1": 0.9714285714285713, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9622641509433962, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.6666666666666666, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.5, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9465648854961831, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9117647058823529, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.926470588235294, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9356435643564357, |
|
"eval_domain_recall": 0.9174757281553398, |
|
"eval_email_f1": 0.9111111111111112, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8723404255319149, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.9401408450704226, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9133409350057012, |
|
"eval_filepath_recall": 0.9685610640870617, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8990228013029316, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8466257668711656, |
|
"eval_hostname_recall": 0.9583333333333334, |
|
"eval_ipv4_f1": 0.9768786127167629, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9657142857142857, |
|
"eval_ipv4_recall": 0.9883040935672515, |
|
"eval_ipv6_f1": 0.0, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.0, |
|
"eval_ipv6_recall": 0.0, |
|
"eval_loss": 0.04999581724405289, |
|
"eval_md5_f1": 0.960919540229885, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9309576837416481, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9894959885030157, |
|
"eval_overall_f1": 0.9360836722835559, |
|
"eval_overall_precision": 0.9050561797752809, |
|
"eval_overall_recall": 0.9693140794223827, |
|
"eval_runtime": 94.9375, |
|
"eval_samples_per_second": 140.514, |
|
"eval_sha1_f1": 0.8571428571428571, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.8571428571428571, |
|
"eval_sha1_recall": 0.8571428571428571, |
|
"eval_sha256_f1": 0.9403846153846154, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.8907103825136612, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.569, |
|
"eval_uri_f1": 0.43749999999999994, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.3333333333333333, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 27000 |
|
}, |
|
{ |
|
"epoch": 2.06, |
|
"learning_rate": 1.564217891054473e-05, |
|
"loss": 0.0318, |
|
"step": 27500 |
|
}, |
|
{ |
|
"epoch": 2.06, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.9333333333333333, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.875, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9323308270676691, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8857142857142857, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.23529411764705882, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.2, |
|
"eval_defenderThreat_recall": 0.2857142857142857, |
|
"eval_domain_f1": 0.9111617312072894, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.8583690987124464, |
|
"eval_domain_recall": 0.970873786407767, |
|
"eval_email_f1": 0.875, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7924528301886793, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9398451459201905, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.926056338028169, |
|
"eval_filepath_recall": 0.9540507859733979, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8859934853420196, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8343558282208589, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9737609329446064, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9709302325581395, |
|
"eval_ipv4_recall": 0.9766081871345029, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.0555211640894413, |
|
"eval_md5_f1": 0.9641618497109826, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9391891891891891, |
|
"eval_md5_recall": 0.9904988123515439, |
|
"eval_overall_accuracy": 0.9891027599551889, |
|
"eval_overall_f1": 0.9361204502265751, |
|
"eval_overall_precision": 0.91043502985499, |
|
"eval_overall_recall": 0.9632972322503008, |
|
"eval_runtime": 94.8595, |
|
"eval_samples_per_second": 140.629, |
|
"eval_sha1_f1": 0.875, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.8936170212765957, |
|
"eval_sha1_recall": 0.8571428571428571, |
|
"eval_sha256_f1": 0.9540566959921799, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9172932330827067, |
|
"eval_sha256_recall": 0.9938900203665988, |
|
"eval_steps_per_second": 17.584, |
|
"eval_uri_f1": 0.4242424242424242, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.3181818181818182, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 27500 |
|
}, |
|
{ |
|
"epoch": 2.1, |
|
"learning_rate": 1.5017491254372815e-05, |
|
"loss": 0.0291, |
|
"step": 28000 |
|
}, |
|
{ |
|
"epoch": 2.1, |
|
"eval_attackID_f1": 0.9532710280373831, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9272727272727272, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8235294117647058, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9333333333333333, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.875, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.39999999999999997, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.375, |
|
"eval_defenderThreat_recall": 0.42857142857142855, |
|
"eval_domain_f1": 0.9268292682926829, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9313725490196079, |
|
"eval_domain_recall": 0.9223300970873787, |
|
"eval_email_f1": 0.9010989010989011, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8541666666666666, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.9478701221328568, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9342337052260716, |
|
"eval_filepath_recall": 0.9619105199516325, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8770764119601329, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8407643312101911, |
|
"eval_hostname_recall": 0.9166666666666666, |
|
"eval_ipv4_f1": 0.9883040935672515, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9883040935672515, |
|
"eval_ipv4_recall": 0.9883040935672515, |
|
"eval_ipv6_f1": 0.6666666666666666, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.5, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.051058948040008545, |
|
"eval_md5_f1": 0.9596309111880046, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9327354260089686, |
|
"eval_md5_recall": 0.9881235154394299, |
|
"eval_overall_accuracy": 0.9893290785438662, |
|
"eval_overall_f1": 0.9443298969072166, |
|
"eval_overall_precision": 0.9249855741488748, |
|
"eval_overall_recall": 0.9645006016847172, |
|
"eval_runtime": 94.812, |
|
"eval_samples_per_second": 140.7, |
|
"eval_sha1_f1": 0.9247311827956989, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9772727272727273, |
|
"eval_sha1_recall": 0.8775510204081632, |
|
"eval_sha256_f1": 0.9616519174041298, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9296577946768061, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.593, |
|
"eval_uri_f1": 0.5925925925925926, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.5, |
|
"eval_uri_recall": 0.7272727272727273, |
|
"step": 28000 |
|
}, |
|
{ |
|
"epoch": 2.14, |
|
"learning_rate": 1.4392803598200899e-05, |
|
"loss": 0.0359, |
|
"step": 28500 |
|
}, |
|
{ |
|
"epoch": 2.14, |
|
"eval_attackID_f1": 0.9714285714285713, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9622641509433962, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.9333333333333333, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.875, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9253731343283582, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8732394366197183, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.8235294117647058, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.7, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9227053140096619, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9182692307692307, |
|
"eval_domain_recall": 0.9271844660194175, |
|
"eval_email_f1": 0.9010989010989011, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8541666666666666, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.9374438790781203, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9282750444576171, |
|
"eval_filepath_recall": 0.9467956469165659, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9455782312925171, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9266666666666666, |
|
"eval_hostname_recall": 0.9652777777777778, |
|
"eval_ipv4_f1": 0.938888888888889, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8941798941798942, |
|
"eval_ipv4_recall": 0.9883040935672515, |
|
"eval_ipv6_f1": 0.6666666666666666, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.5, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.04468613862991333, |
|
"eval_md5_f1": 0.971896955503513, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9584295612009238, |
|
"eval_md5_recall": 0.9857482185273159, |
|
"eval_overall_accuracy": 0.9899146778920687, |
|
"eval_overall_f1": 0.9416112342941612, |
|
"eval_overall_precision": 0.9256030223772159, |
|
"eval_overall_recall": 0.9581829121540313, |
|
"eval_runtime": 97.3587, |
|
"eval_samples_per_second": 137.019, |
|
"eval_sha1_f1": 0.9473684210526316, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9782608695652174, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.951628825271471, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9233716475095786, |
|
"eval_sha256_recall": 0.9816700610997964, |
|
"eval_steps_per_second": 17.133, |
|
"eval_uri_f1": 0.6666666666666666, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.7, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 28500 |
|
}, |
|
{ |
|
"epoch": 2.17, |
|
"learning_rate": 1.3768115942028985e-05, |
|
"loss": 0.0349, |
|
"step": 29000 |
|
}, |
|
{ |
|
"epoch": 2.17, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.9333333333333333, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.875, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9402985074626865, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8873239436619719, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9289099526066351, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9074074074074074, |
|
"eval_domain_recall": 0.9514563106796117, |
|
"eval_email_f1": 0.8631578947368421, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7884615384615384, |
|
"eval_email_recall": 0.9534883720930233, |
|
"eval_filepath_f1": 0.9433512224209898, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9305882352941176, |
|
"eval_filepath_recall": 0.9564691656590084, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9281045751633987, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8765432098765432, |
|
"eval_hostname_recall": 0.9861111111111112, |
|
"eval_ipv4_f1": 0.918918918918919, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.8542713567839196, |
|
"eval_ipv4_recall": 0.9941520467836257, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.04617159813642502, |
|
"eval_md5_f1": 0.9719626168224299, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9563218390804598, |
|
"eval_md5_recall": 0.9881235154394299, |
|
"eval_overall_accuracy": 0.9895214493442419, |
|
"eval_overall_f1": 0.943661971830986, |
|
"eval_overall_precision": 0.9209621993127147, |
|
"eval_overall_recall": 0.9675090252707581, |
|
"eval_runtime": 95.0393, |
|
"eval_samples_per_second": 140.363, |
|
"eval_sha1_f1": 0.9148936170212767, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9555555555555556, |
|
"eval_sha1_recall": 0.8775510204081632, |
|
"eval_sha256_f1": 0.9588235294117647, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9243856332703214, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.551, |
|
"eval_uri_f1": 0.6, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.6666666666666666, |
|
"eval_uri_recall": 0.5454545454545454, |
|
"step": 29000 |
|
}, |
|
{ |
|
"epoch": 2.21, |
|
"learning_rate": 1.3143428285857074e-05, |
|
"loss": 0.0337, |
|
"step": 29500 |
|
}, |
|
{ |
|
"epoch": 2.21, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.358974358974359, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.21875, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9064748201438849, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8289473684210527, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.9333333333333333, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.875, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9364705882352942, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.908675799086758, |
|
"eval_domain_recall": 0.9660194174757282, |
|
"eval_email_f1": 0.9032258064516129, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.84, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9458010720667065, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.931924882629108, |
|
"eval_filepath_recall": 0.9600967351874244, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9090909090909091, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8536585365853658, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.994186046511628, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9884393063583815, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.04982685670256615, |
|
"eval_md5_f1": 0.971896955503513, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9584295612009238, |
|
"eval_md5_recall": 0.9857482185273159, |
|
"eval_overall_accuracy": 0.9892611829672631, |
|
"eval_overall_f1": 0.9409017948343791, |
|
"eval_overall_precision": 0.9135732502125248, |
|
"eval_overall_recall": 0.9699157641395909, |
|
"eval_runtime": 94.9583, |
|
"eval_samples_per_second": 140.483, |
|
"eval_sha1_f1": 0.8936170212765957, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9333333333333333, |
|
"eval_sha1_recall": 0.8571428571428571, |
|
"eval_sha256_f1": 0.9394812680115274, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.889090909090909, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.566, |
|
"eval_uri_f1": 0.5185185185185185, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.4375, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 29500 |
|
}, |
|
{ |
|
"epoch": 2.25, |
|
"learning_rate": 1.2518740629685157e-05, |
|
"loss": 0.0379, |
|
"step": 30000 |
|
}, |
|
{ |
|
"epoch": 2.25, |
|
"eval_attackID_f1": 0.9272727272727272, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.8793103448275862, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.43750000000000006, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.28, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9402985074626865, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8873239436619719, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.7142857142857143, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.7142857142857143, |
|
"eval_defenderThreat_recall": 0.7142857142857143, |
|
"eval_domain_f1": 0.9263657957244654, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9069767441860465, |
|
"eval_domain_recall": 0.9466019417475728, |
|
"eval_email_f1": 0.875, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7924528301886793, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9457547169811321, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9228998849252014, |
|
"eval_filepath_recall": 0.969770253929867, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.8974358974358975, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8333333333333334, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9590643274853801, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9590643274853801, |
|
"eval_ipv4_recall": 0.9590643274853801, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.04382823035120964, |
|
"eval_md5_f1": 0.9660818713450293, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9516129032258065, |
|
"eval_md5_recall": 0.9809976247030879, |
|
"eval_overall_accuracy": 0.9892724988966969, |
|
"eval_overall_f1": 0.941914769410391, |
|
"eval_overall_precision": 0.9146825396825397, |
|
"eval_overall_recall": 0.9708182912154031, |
|
"eval_runtime": 95.0185, |
|
"eval_samples_per_second": 140.394, |
|
"eval_sha1_f1": 0.8653846153846154, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.8181818181818182, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.9654491609081935, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9367816091954023, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.554, |
|
"eval_uri_f1": 0.7058823529411764, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 1.0, |
|
"eval_uri_recall": 0.5454545454545454, |
|
"step": 30000 |
|
}, |
|
{ |
|
"epoch": 2.29, |
|
"learning_rate": 1.1894052973513244e-05, |
|
"loss": 0.0338, |
|
"step": 30500 |
|
}, |
|
{ |
|
"epoch": 2.29, |
|
"eval_attackID_f1": 0.9444444444444444, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9107142857142857, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.33333333333333337, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.2, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9465648854961831, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9117647058823529, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 0.7692307692307692, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.8333333333333334, |
|
"eval_defenderThreat_recall": 0.7142857142857143, |
|
"eval_domain_f1": 0.9301204819277109, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9234449760765551, |
|
"eval_domain_recall": 0.9368932038834952, |
|
"eval_email_f1": 0.9032258064516129, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.84, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9424052521635333, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9304655274012964, |
|
"eval_filepath_recall": 0.9546553808948005, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.919093851132686, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8606060606060606, |
|
"eval_hostname_recall": 0.9861111111111112, |
|
"eval_ipv4_f1": 0.9770114942528735, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.96045197740113, |
|
"eval_ipv4_recall": 0.9941520467836257, |
|
"eval_ipv6_f1": 0.6666666666666666, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6666666666666666, |
|
"eval_ipv6_recall": 0.6666666666666666, |
|
"eval_loss": 0.047608520835638046, |
|
"eval_md5_f1": 0.9765807962529273, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9630484988452656, |
|
"eval_md5_recall": 0.9904988123515439, |
|
"eval_overall_accuracy": 0.9897534258976362, |
|
"eval_overall_f1": 0.9415736934820905, |
|
"eval_overall_precision": 0.9194380733944955, |
|
"eval_overall_recall": 0.9648014440433214, |
|
"eval_runtime": 94.8957, |
|
"eval_samples_per_second": 140.575, |
|
"eval_sha1_f1": 0.9574468085106383, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.9466537342386033, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9037037037037037, |
|
"eval_sha256_recall": 0.9938900203665988, |
|
"eval_steps_per_second": 17.577, |
|
"eval_uri_f1": 0.5333333333333333, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 1.0, |
|
"eval_uri_recall": 0.36363636363636365, |
|
"step": 30500 |
|
}, |
|
{ |
|
"epoch": 2.32, |
|
"learning_rate": 1.126936531734133e-05, |
|
"loss": 0.0282, |
|
"step": 31000 |
|
}, |
|
{ |
|
"epoch": 2.32, |
|
"eval_attackID_f1": 0.9444444444444444, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9107142857142857, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.7000000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.5384615384615384, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9473684210526316, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.7999999999999999, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.75, |
|
"eval_defenderThreat_recall": 0.8571428571428571, |
|
"eval_domain_f1": 0.9379652605459057, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9593908629441624, |
|
"eval_domain_recall": 0.9174757281553398, |
|
"eval_email_f1": 0.888888888888889, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.851063829787234, |
|
"eval_email_recall": 0.9302325581395349, |
|
"eval_filepath_f1": 0.9527466036621381, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9312933025404158, |
|
"eval_filepath_recall": 0.975211608222491, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9411764705882353, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9379310344827586, |
|
"eval_hostname_recall": 0.9444444444444444, |
|
"eval_ipv4_f1": 0.9686609686609685, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9444444444444444, |
|
"eval_ipv4_recall": 0.9941520467836257, |
|
"eval_ipv6_f1": 0.6666666666666666, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6666666666666666, |
|
"eval_ipv6_recall": 0.6666666666666666, |
|
"eval_loss": 0.0418635755777359, |
|
"eval_md5_f1": 0.970828471411902, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9541284403669725, |
|
"eval_md5_recall": 0.9881235154394299, |
|
"eval_overall_accuracy": 0.9903050774575369, |
|
"eval_overall_f1": 0.9524230372661658, |
|
"eval_overall_precision": 0.933044733044733, |
|
"eval_overall_recall": 0.9726233453670277, |
|
"eval_runtime": 94.9394, |
|
"eval_samples_per_second": 140.511, |
|
"eval_sha1_f1": 0.9462365591397849, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9616519174041298, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9296577946768061, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.569, |
|
"eval_uri_f1": 0.7368421052631579, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.875, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 31000 |
|
}, |
|
{ |
|
"epoch": 2.36, |
|
"learning_rate": 1.0644677661169416e-05, |
|
"loss": 0.0427, |
|
"step": 31500 |
|
}, |
|
{ |
|
"epoch": 2.36, |
|
"eval_attackID_f1": 0.9444444444444444, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9107142857142857, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.4, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.6666666666666666, |
|
"eval_bitcoinAddr_recall": 0.2857142857142857, |
|
"eval_cve_f1": 0.9051094890510948, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8378378378378378, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9326923076923078, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9238095238095239, |
|
"eval_domain_recall": 0.941747572815534, |
|
"eval_email_f1": 0.875, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.7924528301886793, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9474320241691843, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9468599033816425, |
|
"eval_filepath_recall": 0.9480048367593712, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9230769230769231, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8903225806451613, |
|
"eval_hostname_recall": 0.9583333333333334, |
|
"eval_ipv4_f1": 0.9631728045325779, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9340659340659341, |
|
"eval_ipv4_recall": 0.9941520467836257, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.04645268991589546, |
|
"eval_md5_f1": 0.9710982658959538, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9459459459459459, |
|
"eval_md5_recall": 0.997624703087886, |
|
"eval_overall_accuracy": 0.9897505969152777, |
|
"eval_overall_f1": 0.945578231292517, |
|
"eval_overall_precision": 0.9299011052937755, |
|
"eval_overall_recall": 0.9617930204572804, |
|
"eval_runtime": 94.7443, |
|
"eval_samples_per_second": 140.8, |
|
"eval_sha1_f1": 0.9347826086956522, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.8775510204081632, |
|
"eval_sha256_f1": 0.95968534906588, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9277566539923955, |
|
"eval_sha256_recall": 0.9938900203665988, |
|
"eval_steps_per_second": 17.605, |
|
"eval_uri_f1": 0.5142857142857142, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.375, |
|
"eval_uri_recall": 0.8181818181818182, |
|
"step": 31500 |
|
}, |
|
{ |
|
"epoch": 2.4, |
|
"learning_rate": 1.0019990004997503e-05, |
|
"loss": 0.0401, |
|
"step": 32000 |
|
}, |
|
{ |
|
"epoch": 2.4, |
|
"eval_attackID_f1": 0.9444444444444444, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9107142857142857, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.6363636363636364, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.4666666666666667, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9692307692307692, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9402985074626866, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.8235294117647058, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.7, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9394673123486682, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9371980676328503, |
|
"eval_domain_recall": 0.941747572815534, |
|
"eval_email_f1": 0.923076923076923, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.875, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9502398081534772, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9423305588585018, |
|
"eval_filepath_recall": 0.9582829504232164, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.913907284768212, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8734177215189873, |
|
"eval_hostname_recall": 0.9583333333333334, |
|
"eval_ipv4_f1": 0.9799426934097422, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9606741573033708, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.25, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.2, |
|
"eval_ipv6_recall": 0.3333333333333333, |
|
"eval_loss": 0.04154091328382492, |
|
"eval_md5_f1": 0.9767441860465116, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9567198177676538, |
|
"eval_md5_recall": 0.997624703087886, |
|
"eval_overall_accuracy": 0.9913263400889432, |
|
"eval_overall_f1": 0.9521276595744681, |
|
"eval_overall_precision": 0.9355400696864111, |
|
"eval_overall_recall": 0.9693140794223827, |
|
"eval_runtime": 94.9118, |
|
"eval_samples_per_second": 140.552, |
|
"eval_sha1_f1": 0.9574468085106383, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.9635467980295567, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.933206106870229, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.574, |
|
"eval_uri_f1": 0.8571428571428572, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.9, |
|
"eval_uri_recall": 0.8181818181818182, |
|
"step": 32000 |
|
}, |
|
{ |
|
"epoch": 2.44, |
|
"learning_rate": 9.395302348825588e-06, |
|
"loss": 0.0269, |
|
"step": 32500 |
|
}, |
|
{ |
|
"epoch": 2.44, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9545454545454545, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9130434782608695, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9223300970873787, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9223300970873787, |
|
"eval_domain_recall": 0.9223300970873787, |
|
"eval_email_f1": 0.9130434782608695, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8571428571428571, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9448912719690199, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9312977099236641, |
|
"eval_filepath_recall": 0.9588875453446191, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9174917491749176, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8742138364779874, |
|
"eval_hostname_recall": 0.9652777777777778, |
|
"eval_ipv4_f1": 0.9824561403508771, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9824561403508771, |
|
"eval_ipv4_recall": 0.9824561403508771, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.037607718259096146, |
|
"eval_md5_f1": 0.9675925925925926, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9435665914221218, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9900674429394258, |
|
"eval_overall_f1": 0.9467176920812482, |
|
"eval_overall_precision": 0.9268011527377522, |
|
"eval_overall_recall": 0.9675090252707581, |
|
"eval_runtime": 97.7439, |
|
"eval_samples_per_second": 136.479, |
|
"eval_sha1_f1": 0.8598130841121495, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.7931034482758621, |
|
"eval_sha1_recall": 0.9387755102040817, |
|
"eval_sha256_f1": 0.9607072691552063, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9278937381404174, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.065, |
|
"eval_uri_f1": 0.6666666666666666, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.7, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 32500 |
|
}, |
|
{ |
|
"epoch": 2.47, |
|
"learning_rate": 8.770614692653675e-06, |
|
"loss": 0.0293, |
|
"step": 33000 |
|
}, |
|
{ |
|
"epoch": 2.47, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.7999999999999999, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.75, |
|
"eval_bitcoinAddr_recall": 0.8571428571428571, |
|
"eval_cve_f1": 0.9767441860465117, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9545454545454546, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9343065693430658, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9365853658536586, |
|
"eval_domain_recall": 0.9320388349514563, |
|
"eval_email_f1": 0.9032258064516129, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.84, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.948588410104012, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9327878433664524, |
|
"eval_filepath_recall": 0.9649334945586457, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9245901639344262, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8757763975155279, |
|
"eval_hostname_recall": 0.9791666666666666, |
|
"eval_ipv4_f1": 0.9186046511627907, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9132947976878613, |
|
"eval_ipv4_recall": 0.9239766081871345, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03833070769906044, |
|
"eval_md5_f1": 0.9766899766899767, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9588100686498856, |
|
"eval_md5_recall": 0.995249406175772, |
|
"eval_overall_accuracy": 0.9917506874427131, |
|
"eval_overall_f1": 0.9501474926253687, |
|
"eval_overall_precision": 0.9320023148148148, |
|
"eval_overall_recall": 0.9690132370637786, |
|
"eval_runtime": 94.7317, |
|
"eval_samples_per_second": 140.819, |
|
"eval_sha1_f1": 0.9690721649484536, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9791666666666666, |
|
"eval_sha1_recall": 0.9591836734693877, |
|
"eval_sha256_f1": 0.9644970414201184, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9349904397705545, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.608, |
|
"eval_uri_f1": 0.7368421052631579, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.875, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 33000 |
|
}, |
|
{ |
|
"epoch": 2.51, |
|
"learning_rate": 8.14592703648176e-06, |
|
"loss": 0.022, |
|
"step": 33500 |
|
}, |
|
{ |
|
"epoch": 2.51, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9473684210526316, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9349397590361446, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9282296650717703, |
|
"eval_domain_recall": 0.941747572815534, |
|
"eval_email_f1": 0.8484848484848485, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.75, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.942024632021628, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9361194029850747, |
|
"eval_filepath_recall": 0.9480048367593712, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9205298013245033, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.879746835443038, |
|
"eval_hostname_recall": 0.9652777777777778, |
|
"eval_ipv4_f1": 0.9795918367346939, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9767441860465116, |
|
"eval_ipv4_recall": 0.9824561403508771, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.039999205619096756, |
|
"eval_md5_f1": 0.974477958236659, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9523809523809523, |
|
"eval_md5_recall": 0.997624703087886, |
|
"eval_overall_accuracy": 0.9904861323284788, |
|
"eval_overall_f1": 0.9450095827804806, |
|
"eval_overall_precision": 0.9265683723619543, |
|
"eval_overall_recall": 0.9641997593261131, |
|
"eval_runtime": 94.8164, |
|
"eval_samples_per_second": 140.693, |
|
"eval_sha1_f1": 0.9574468085106383, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.9578844270323212, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9226415094339623, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.592, |
|
"eval_uri_f1": 0.46153846153846156, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.32142857142857145, |
|
"eval_uri_recall": 0.8181818181818182, |
|
"step": 33500 |
|
}, |
|
{ |
|
"epoch": 2.55, |
|
"learning_rate": 7.521239380309846e-06, |
|
"loss": 0.0221, |
|
"step": 34000 |
|
}, |
|
{ |
|
"epoch": 2.55, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.6363636363636364, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.4666666666666667, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9402985074626865, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8873239436619719, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9386792452830189, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9128440366972477, |
|
"eval_domain_recall": 0.9660194174757282, |
|
"eval_email_f1": 0.9032258064516129, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.84, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9486494508756307, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9317784256559767, |
|
"eval_filepath_recall": 0.966142684401451, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9306930693069307, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8867924528301887, |
|
"eval_hostname_recall": 0.9791666666666666, |
|
"eval_ipv4_f1": 0.9799426934097422, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9606741573033708, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.8571428571428571, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.75, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03773408755660057, |
|
"eval_md5_f1": 0.9824561403508771, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.967741935483871, |
|
"eval_md5_recall": 0.997624703087886, |
|
"eval_overall_accuracy": 0.9916686469543176, |
|
"eval_overall_f1": 0.9500658954458924, |
|
"eval_overall_precision": 0.9255349500713267, |
|
"eval_overall_recall": 0.9759326113116726, |
|
"eval_runtime": 97.2763, |
|
"eval_samples_per_second": 137.135, |
|
"eval_sha1_f1": 0.9361702127659575, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9777777777777777, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9664031620553359, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9385796545105566, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.147, |
|
"eval_uri_f1": 0.46153846153846156, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.32142857142857145, |
|
"eval_uri_recall": 0.8181818181818182, |
|
"step": 34000 |
|
}, |
|
{ |
|
"epoch": 2.59, |
|
"learning_rate": 6.896551724137932e-06, |
|
"loss": 0.0195, |
|
"step": 34500 |
|
}, |
|
{ |
|
"epoch": 2.59, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.7368421052631579, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.5833333333333334, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9545454545454545, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9130434782608695, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9414634146341464, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.946078431372549, |
|
"eval_domain_recall": 0.9368932038834952, |
|
"eval_email_f1": 0.9032258064516129, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.84, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9562109025915997, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9424544920728127, |
|
"eval_filepath_recall": 0.9703748488512697, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9395973154362416, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9090909090909091, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9883720930232557, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9826589595375722, |
|
"eval_ipv4_recall": 0.9941520467836257, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03662984073162079, |
|
"eval_md5_f1": 0.9801169590643274, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9654377880184332, |
|
"eval_md5_recall": 0.995249406175772, |
|
"eval_overall_accuracy": 0.9920364146609182, |
|
"eval_overall_f1": 0.9560601592450604, |
|
"eval_overall_precision": 0.9375361480624639, |
|
"eval_overall_recall": 0.9753309265944645, |
|
"eval_runtime": 96.5157, |
|
"eval_samples_per_second": 138.216, |
|
"eval_sha1_f1": 0.9072164948453607, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9166666666666666, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9625984251968505, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9314285714285714, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.282, |
|
"eval_uri_f1": 0.5806451612903226, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.45, |
|
"eval_uri_recall": 0.8181818181818182, |
|
"step": 34500 |
|
}, |
|
{ |
|
"epoch": 2.62, |
|
"learning_rate": 6.271864067966017e-06, |
|
"loss": 0.0181, |
|
"step": 35000 |
|
}, |
|
{ |
|
"epoch": 2.62, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9692307692307692, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9402985074626866, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 0.9333333333333333, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 0.875, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9271844660194175, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9271844660194175, |
|
"eval_domain_recall": 0.9271844660194175, |
|
"eval_email_f1": 0.9032258064516129, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.84, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.957453138946742, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.942589338019918, |
|
"eval_filepath_recall": 0.9727932285368803, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9400000000000001, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9038461538461539, |
|
"eval_hostname_recall": 0.9791666666666666, |
|
"eval_ipv4_f1": 0.9854227405247813, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9825581395348837, |
|
"eval_ipv4_recall": 0.9883040935672515, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03591734170913696, |
|
"eval_md5_f1": 0.9742388758782202, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9607390300230947, |
|
"eval_md5_recall": 0.9881235154394299, |
|
"eval_overall_accuracy": 0.9916573310248837, |
|
"eval_overall_f1": 0.956624372971378, |
|
"eval_overall_precision": 0.9386218876664737, |
|
"eval_overall_recall": 0.9753309265944645, |
|
"eval_runtime": 94.8762, |
|
"eval_samples_per_second": 140.604, |
|
"eval_sha1_f1": 0.9574468085106383, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.9616519174041298, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9296577946768061, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.581, |
|
"eval_uri_f1": 0.6666666666666666, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.5625, |
|
"eval_uri_recall": 0.8181818181818182, |
|
"step": 35000 |
|
}, |
|
{ |
|
"epoch": 2.66, |
|
"learning_rate": 5.6471764117941035e-06, |
|
"loss": 0.0313, |
|
"step": 35500 |
|
}, |
|
{ |
|
"epoch": 2.66, |
|
"eval_attackID_f1": 0.9714285714285713, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9622641509433962, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9545454545454545, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9130434782608695, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9253012048192771, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9186602870813397, |
|
"eval_domain_recall": 0.9320388349514563, |
|
"eval_email_f1": 0.9333333333333332, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8936170212765957, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9568580779529902, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9420035149384886, |
|
"eval_filepath_recall": 0.9721886336154776, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9470198675496688, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9050632911392406, |
|
"eval_hostname_recall": 0.9930555555555556, |
|
"eval_ipv4_f1": 0.994186046511628, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9884393063583815, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03514150530099869, |
|
"eval_md5_f1": 0.9847238542890716, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9744186046511628, |
|
"eval_md5_recall": 0.995249406175772, |
|
"eval_overall_accuracy": 0.9911283113238506, |
|
"eval_overall_f1": 0.9581120943952803, |
|
"eval_overall_precision": 0.9398148148148148, |
|
"eval_overall_recall": 0.9771359807460891, |
|
"eval_runtime": 94.7048, |
|
"eval_samples_per_second": 140.859, |
|
"eval_sha1_f1": 0.9574468085106383, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.9607072691552063, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9278937381404174, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.613, |
|
"eval_uri_f1": 0.5714285714285714, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.47058823529411764, |
|
"eval_uri_recall": 0.7272727272727273, |
|
"step": 35500 |
|
}, |
|
{ |
|
"epoch": 2.7, |
|
"learning_rate": 5.0224887556221895e-06, |
|
"loss": 0.0184, |
|
"step": 36000 |
|
}, |
|
{ |
|
"epoch": 2.7, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8235294117647058, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9538461538461538, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9253731343283582, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9445783132530121, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.937799043062201, |
|
"eval_domain_recall": 0.9514563106796117, |
|
"eval_email_f1": 0.9333333333333332, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8936170212765957, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9556354916067146, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9476813317479191, |
|
"eval_filepath_recall": 0.9637243047158404, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9556313993174061, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9395973154362416, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.994186046511628, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9884393063583815, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03502560779452324, |
|
"eval_md5_f1": 0.9858490566037735, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9789227166276346, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9924579330323297, |
|
"eval_overall_f1": 0.9599168646080759, |
|
"eval_overall_precision": 0.9475381008206331, |
|
"eval_overall_recall": 0.9726233453670277, |
|
"eval_runtime": 94.8329, |
|
"eval_samples_per_second": 140.668, |
|
"eval_sha1_f1": 0.9583333333333333, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9787234042553191, |
|
"eval_sha1_recall": 0.9387755102040817, |
|
"eval_sha256_f1": 0.9625984251968505, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9314285714285714, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.589, |
|
"eval_uri_f1": 0.6666666666666666, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.7, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 36000 |
|
}, |
|
{ |
|
"epoch": 2.74, |
|
"learning_rate": 4.3978010994502754e-06, |
|
"loss": 0.0308, |
|
"step": 36500 |
|
}, |
|
{ |
|
"epoch": 2.74, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8235294117647058, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9618320610687023, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9264705882352942, |
|
"eval_cve_recall": 1.0, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.943127962085308, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9212962962962963, |
|
"eval_domain_recall": 0.9660194174757282, |
|
"eval_email_f1": 0.9333333333333332, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8936170212765957, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9558256744737622, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9377545084351367, |
|
"eval_filepath_recall": 0.9746070133010882, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9523809523809524, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9333333333333333, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 1.0, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 1.0, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03577861562371254, |
|
"eval_md5_f1": 0.9800703399765532, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9675925925925926, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9911990358828122, |
|
"eval_overall_f1": 0.959740451260876, |
|
"eval_overall_precision": 0.9412785652299682, |
|
"eval_overall_recall": 0.9789410348977136, |
|
"eval_runtime": 95.1406, |
|
"eval_samples_per_second": 140.213, |
|
"eval_sha1_f1": 0.968421052631579, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.9387755102040817, |
|
"eval_sha256_f1": 0.961576354679803, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9312977099236641, |
|
"eval_sha256_recall": 0.9938900203665988, |
|
"eval_steps_per_second": 17.532, |
|
"eval_uri_f1": 0.7368421052631579, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.875, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 36500 |
|
}, |
|
{ |
|
"epoch": 2.77, |
|
"learning_rate": 3.773113443278361e-06, |
|
"loss": 0.0144, |
|
"step": 37000 |
|
}, |
|
{ |
|
"epoch": 2.77, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.7777777777777778, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.6363636363636364, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9538461538461538, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9253731343283582, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9501187648456058, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9302325581395349, |
|
"eval_domain_recall": 0.970873786407767, |
|
"eval_email_f1": 0.923076923076923, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.875, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9626977021784543, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9505008839127873, |
|
"eval_filepath_recall": 0.975211608222491, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9523809523809524, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9333333333333333, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9970845481049563, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9941860465116279, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03823569416999817, |
|
"eval_md5_f1": 0.9812646370023419, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9676674364896074, |
|
"eval_md5_recall": 0.995249406175772, |
|
"eval_overall_accuracy": 0.9912471285829062, |
|
"eval_overall_f1": 0.9625905663167234, |
|
"eval_overall_precision": 0.9464960744402443, |
|
"eval_overall_recall": 0.9792418772563177, |
|
"eval_runtime": 94.7604, |
|
"eval_samples_per_second": 140.776, |
|
"eval_sha1_f1": 0.9462365591397849, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9616519174041298, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9296577946768061, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.602, |
|
"eval_uri_f1": 0.6666666666666666, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 0.7, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 37000 |
|
}, |
|
{ |
|
"epoch": 2.81, |
|
"learning_rate": 3.1484257871064465e-06, |
|
"loss": 0.0414, |
|
"step": 37500 |
|
}, |
|
{ |
|
"epoch": 2.81, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.7777777777777778, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.6363636363636364, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9538461538461538, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9253731343283582, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9411764705882353, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.91324200913242, |
|
"eval_domain_recall": 0.970873786407767, |
|
"eval_email_f1": 0.9438202247191011, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.9130434782608695, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.954965702356099, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9423190111830488, |
|
"eval_filepath_recall": 0.967956469165659, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9337748344370861, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8924050632911392, |
|
"eval_hostname_recall": 0.9791666666666666, |
|
"eval_ipv4_f1": 0.9771428571428572, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9553072625698324, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03768313676118851, |
|
"eval_md5_f1": 0.9835294117647059, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9743589743589743, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9911537721650768, |
|
"eval_overall_f1": 0.9580502215657312, |
|
"eval_overall_precision": 0.941091120139292, |
|
"eval_overall_recall": 0.9756317689530686, |
|
"eval_runtime": 94.8762, |
|
"eval_samples_per_second": 140.604, |
|
"eval_sha1_f1": 0.9462365591397849, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9664031620553359, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9385796545105566, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.581, |
|
"eval_uri_f1": 0.7777777777777778, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 1.0, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 37500 |
|
}, |
|
{ |
|
"epoch": 2.85, |
|
"learning_rate": 2.523738130934533e-06, |
|
"loss": 0.0372, |
|
"step": 38000 |
|
}, |
|
{ |
|
"epoch": 2.85, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9393939393939393, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8985507246376812, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9473684210526316, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9339622641509434, |
|
"eval_domain_recall": 0.9611650485436893, |
|
"eval_email_f1": 0.9438202247191011, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.9130434782608695, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9614580221093517, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9503839338452451, |
|
"eval_filepath_recall": 0.9727932285368803, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9527027027027027, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9276315789473685, |
|
"eval_hostname_recall": 0.9791666666666666, |
|
"eval_ipv4_f1": 0.9970845481049563, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9941860465116279, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03505740687251091, |
|
"eval_md5_f1": 0.9823736780258518, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9720930232558139, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9913998936302634, |
|
"eval_overall_f1": 0.9636767976278725, |
|
"eval_overall_precision": 0.9500146156094709, |
|
"eval_overall_recall": 0.9777376654632972, |
|
"eval_runtime": 94.8398, |
|
"eval_samples_per_second": 140.658, |
|
"eval_sha1_f1": 0.9574468085106383, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.967359050445104, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9403846153846154, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.588, |
|
"eval_uri_f1": 0.7777777777777778, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 1.0, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 38000 |
|
}, |
|
{ |
|
"epoch": 2.89, |
|
"learning_rate": 1.899050474762619e-06, |
|
"loss": 0.0287, |
|
"step": 38500 |
|
}, |
|
{ |
|
"epoch": 2.89, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9538461538461538, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9253731343283582, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9471153846153847, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9380952380952381, |
|
"eval_domain_recall": 0.9563106796116505, |
|
"eval_email_f1": 0.9130434782608695, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8571428571428571, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9553571428571429, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9407971864009379, |
|
"eval_filepath_recall": 0.9703748488512697, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9120521172638436, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8588957055214724, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9884393063583815, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9771428571428571, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03558894246816635, |
|
"eval_md5_f1": 0.9789719626168225, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9632183908045977, |
|
"eval_md5_recall": 0.995249406175772, |
|
"eval_overall_accuracy": 0.9913206821242263, |
|
"eval_overall_f1": 0.9577922077922079, |
|
"eval_overall_precision": 0.9400347624565469, |
|
"eval_overall_recall": 0.9762334536702768, |
|
"eval_runtime": 94.7434, |
|
"eval_samples_per_second": 140.801, |
|
"eval_sha1_f1": 0.9574468085106383, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.9183673469387755, |
|
"eval_sha256_f1": 0.967359050445104, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.9403846153846154, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.605, |
|
"eval_uri_f1": 0.7777777777777778, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 1.0, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 38500 |
|
}, |
|
{ |
|
"epoch": 2.92, |
|
"learning_rate": 1.2743628185907047e-06, |
|
"loss": 0.0341, |
|
"step": 39000 |
|
}, |
|
{ |
|
"epoch": 2.92, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9465648854961831, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9117647058823529, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.951923076923077, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9428571428571428, |
|
"eval_domain_recall": 0.9611650485436893, |
|
"eval_email_f1": 0.923076923076923, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.875, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9609374999999999, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9551971326164874, |
|
"eval_filepath_recall": 0.9667472793228536, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9271523178807947, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.8860759493670886, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.9913043478260869, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9827586206896551, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.034229379147291183, |
|
"eval_md5_f1": 0.9858823529411764, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9766899766899767, |
|
"eval_md5_recall": 0.995249406175772, |
|
"eval_overall_accuracy": 0.9917167396544115, |
|
"eval_overall_f1": 0.962555720653789, |
|
"eval_overall_precision": 0.9509688784497945, |
|
"eval_overall_recall": 0.9744283995186522, |
|
"eval_runtime": 95.0501, |
|
"eval_samples_per_second": 140.347, |
|
"eval_sha1_f1": 0.9361702127659575, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 0.9777777777777777, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9692765113974233, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.944015444015444, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.549, |
|
"eval_uri_f1": 0.7777777777777778, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 1.0, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 39000 |
|
}, |
|
{ |
|
"epoch": 2.96, |
|
"learning_rate": 6.496751624187906e-07, |
|
"loss": 0.0232, |
|
"step": 39500 |
|
}, |
|
{ |
|
"epoch": 2.96, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.75, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.6666666666666666, |
|
"eval_bitcoinAddr_recall": 0.8571428571428571, |
|
"eval_cve_f1": 0.9393939393939393, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.8985507246376812, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9567307692307693, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.9476190476190476, |
|
"eval_domain_recall": 0.9660194174757282, |
|
"eval_email_f1": 0.9130434782608695, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8571428571428571, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9622528460155783, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9536817102137767, |
|
"eval_filepath_recall": 0.9709794437726723, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9491525423728814, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9271523178807947, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.994186046511628, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9884393063583815, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.034936606884002686, |
|
"eval_md5_f1": 0.9823736780258518, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9720930232558139, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9915413427481866, |
|
"eval_overall_f1": 0.9637659637659638, |
|
"eval_overall_precision": 0.9516129032258065, |
|
"eval_overall_recall": 0.9762334536702768, |
|
"eval_runtime": 94.5129, |
|
"eval_samples_per_second": 141.145, |
|
"eval_sha1_f1": 0.9462365591397849, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9692765113974233, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.944015444015444, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.648, |
|
"eval_uri_f1": 0.7777777777777778, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 1.0, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 39500 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"learning_rate": 2.4987506246876563e-08, |
|
"loss": 0.0173, |
|
"step": 40000 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_attackID_f1": 0.9622641509433962, |
|
"eval_attackID_number": 52, |
|
"eval_attackID_precision": 0.9444444444444444, |
|
"eval_attackID_recall": 0.9807692307692307, |
|
"eval_bitcoinAddr_f1": 0.8750000000000001, |
|
"eval_bitcoinAddr_number": 7, |
|
"eval_bitcoinAddr_precision": 0.7777777777777778, |
|
"eval_bitcoinAddr_recall": 1.0, |
|
"eval_cve_f1": 0.9538461538461538, |
|
"eval_cve_number": 63, |
|
"eval_cve_precision": 0.9253731343283582, |
|
"eval_cve_recall": 0.9841269841269841, |
|
"eval_defenderThreat_f1": 1.0, |
|
"eval_defenderThreat_number": 7, |
|
"eval_defenderThreat_precision": 1.0, |
|
"eval_defenderThreat_recall": 1.0, |
|
"eval_domain_f1": 0.9544364508393285, |
|
"eval_domain_number": 206, |
|
"eval_domain_precision": 0.943127962085308, |
|
"eval_domain_recall": 0.9660194174757282, |
|
"eval_email_f1": 0.9333333333333332, |
|
"eval_email_number": 43, |
|
"eval_email_precision": 0.8936170212765957, |
|
"eval_email_recall": 0.9767441860465116, |
|
"eval_filepath_f1": 0.9603103551178752, |
|
"eval_filepath_number": 1654, |
|
"eval_filepath_precision": 0.9481437831467295, |
|
"eval_filepath_recall": 0.9727932285368803, |
|
"eval_fingerprint_f1": 0.0, |
|
"eval_fingerprint_number": 2, |
|
"eval_fingerprint_precision": 0.0, |
|
"eval_fingerprint_recall": 0.0, |
|
"eval_hostname_f1": 0.9621993127147767, |
|
"eval_hostname_number": 144, |
|
"eval_hostname_precision": 0.9523809523809523, |
|
"eval_hostname_recall": 0.9722222222222222, |
|
"eval_ipv4_f1": 0.994186046511628, |
|
"eval_ipv4_number": 171, |
|
"eval_ipv4_precision": 0.9884393063583815, |
|
"eval_ipv4_recall": 1.0, |
|
"eval_ipv6_f1": 0.7499999999999999, |
|
"eval_ipv6_number": 3, |
|
"eval_ipv6_precision": 0.6, |
|
"eval_ipv6_recall": 1.0, |
|
"eval_loss": 0.03490481898188591, |
|
"eval_md5_f1": 0.9823736780258518, |
|
"eval_md5_number": 421, |
|
"eval_md5_precision": 0.9720930232558139, |
|
"eval_md5_recall": 0.9928741092636579, |
|
"eval_overall_accuracy": 0.9915102239422435, |
|
"eval_overall_f1": 0.9640949554896142, |
|
"eval_overall_precision": 0.9511124121779859, |
|
"eval_overall_recall": 0.9774368231046932, |
|
"eval_runtime": 94.725, |
|
"eval_samples_per_second": 140.829, |
|
"eval_sha1_f1": 0.9462365591397849, |
|
"eval_sha1_number": 49, |
|
"eval_sha1_precision": 1.0, |
|
"eval_sha1_recall": 0.8979591836734694, |
|
"eval_sha256_f1": 0.9692765113974233, |
|
"eval_sha256_number": 491, |
|
"eval_sha256_precision": 0.944015444015444, |
|
"eval_sha256_recall": 0.9959266802443992, |
|
"eval_steps_per_second": 17.609, |
|
"eval_uri_f1": 0.7777777777777778, |
|
"eval_uri_number": 11, |
|
"eval_uri_precision": 1.0, |
|
"eval_uri_recall": 0.6363636363636364, |
|
"step": 40000 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"step": 40020, |
|
"total_flos": 1.582888540497216e+16, |
|
"train_loss": 0.07382425381981213, |
|
"train_runtime": 15507.8675, |
|
"train_samples_per_second": 20.644, |
|
"train_steps_per_second": 2.581 |
|
} |
|
], |
|
"max_steps": 40020, |
|
"num_train_epochs": 3, |
|
"total_flos": 1.582888540497216e+16, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|