|
{ |
|
"best_metric": 0.06927423179149628, |
|
"best_model_checkpoint": "deberta-v3-base_finetuned_ai4privacy_v2/checkpoint-14358", |
|
"epoch": 7.0, |
|
"eval_steps": 500, |
|
"global_step": 16751, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.21, |
|
"learning_rate": 7.460459564309162e-06, |
|
"loss": 2.7753, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 0.42, |
|
"learning_rate": 1.4920919128618324e-05, |
|
"loss": 1.0147, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 0.63, |
|
"learning_rate": 2.2381378692927485e-05, |
|
"loss": 0.6168, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 0.84, |
|
"learning_rate": 2.984183825723665e-05, |
|
"loss": 0.3984, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"eval_ACCOUNTNAME_f1": 0.9264822134387352, |
|
"eval_ACCOUNTNUMBER_f1": 0.9819193324061196, |
|
"eval_AGE_f1": 0.8237378210806023, |
|
"eval_AMOUNT_f1": 0.505338078291815, |
|
"eval_BIC_f1": 0.23153692614770457, |
|
"eval_BITCOINADDRESS_f1": 0.8197146562905318, |
|
"eval_BUILDINGNUMBER_f1": 0.7840236686390533, |
|
"eval_CITY_f1": 0.48855905998763144, |
|
"eval_COMPANYNAME_f1": 0.865654862282181, |
|
"eval_COUNTY_f1": 0.633784373635967, |
|
"eval_CREDITCARDCVV_f1": 0.8775055679287305, |
|
"eval_CREDITCARDISSUER_f1": 0.8574537540805224, |
|
"eval_CREDITCARDNUMBER_f1": 0.7152119700748131, |
|
"eval_CURRENCYCODE_f1": 0.0958904109589041, |
|
"eval_CURRENCYNAME_f1": 0.0, |
|
"eval_CURRENCYSYMBOL_f1": 0.6479750778816199, |
|
"eval_CURRENCY_f1": 0.4532891100055279, |
|
"eval_DATE_f1": 0.7620984139894267, |
|
"eval_DOB_f1": 0.1883720930232558, |
|
"eval_EMAIL_f1": 0.9839645172296144, |
|
"eval_ETHEREUMADDRESS_f1": 1.0, |
|
"eval_EYECOLOR_f1": 0.6193548387096774, |
|
"eval_FIRSTNAME_f1": 0.8739598132737975, |
|
"eval_GENDER_f1": 0.6610328638497652, |
|
"eval_HEIGHT_f1": 0.9641873278236913, |
|
"eval_IBAN_f1": 0.9038634321653188, |
|
"eval_IPV4_f1": 0.8500000000000001, |
|
"eval_IPV6_f1": 0.02197802197802198, |
|
"eval_IP_f1": 0.0, |
|
"eval_JOBAREA_f1": 0.6324786324786326, |
|
"eval_JOBTITLE_f1": 0.7839905826957033, |
|
"eval_JOBTYPE_f1": 0.6899166034874906, |
|
"eval_LASTNAME_f1": 0.7667121418826739, |
|
"eval_LITECOINADDRESS_f1": 0.0, |
|
"eval_MAC_f1": 0.2966292134831461, |
|
"eval_MASKEDNUMBER_f1": 0.0, |
|
"eval_MIDDLENAME_f1": 0.36821705426356593, |
|
"eval_NEARBYGPSCOORDINATE_f1": 0.9985528219971056, |
|
"eval_ORDINALDIRECTION_f1": 0.9386973180076628, |
|
"eval_PASSWORD_f1": 0.8558322411533421, |
|
"eval_PHONEIMEI_f1": 0.9878934624697336, |
|
"eval_PHONENUMBER_f1": 0.968705547652916, |
|
"eval_PIN_f1": 0.7454909819639278, |
|
"eval_PREFIX_f1": 0.9252418645558488, |
|
"eval_SECONDARYADDRESS_f1": 0.9660804020100502, |
|
"eval_SEX_f1": 0.9109863672814755, |
|
"eval_SSN_f1": 0.9770687936191427, |
|
"eval_STATE_f1": 0.5281933256616801, |
|
"eval_STREET_f1": 0.7987957852483694, |
|
"eval_TIME_f1": 0.8453267162944583, |
|
"eval_URL_f1": 0.964809384164223, |
|
"eval_USERAGENT_f1": 0.9804325437693101, |
|
"eval_USERNAME_f1": 0.9355870260392873, |
|
"eval_VEHICLEVIN_f1": 0.7740585774058577, |
|
"eval_VEHICLEVRM_f1": 0.678030303030303, |
|
"eval_ZIPCODE_f1": 0.7915451895043731, |
|
"eval_loss": 0.5120039582252502, |
|
"eval_overall_accuracy": 0.8741298388558002, |
|
"eval_overall_f1": 0.7533481152993349, |
|
"eval_overall_precision": 0.7267993350283591, |
|
"eval_overall_recall": 0.781909997106862, |
|
"eval_runtime": 232.5447, |
|
"eval_samples_per_second": 41.158, |
|
"eval_steps_per_second": 10.29, |
|
"step": 2393 |
|
}, |
|
{ |
|
"epoch": 1.04, |
|
"learning_rate": 3.730229782154581e-05, |
|
"loss": 0.3099, |
|
"step": 2500 |
|
}, |
|
{ |
|
"epoch": 1.25, |
|
"learning_rate": 4.476275738585497e-05, |
|
"loss": 0.2843, |
|
"step": 3000 |
|
}, |
|
{ |
|
"epoch": 1.46, |
|
"learning_rate": 4.9984747938973194e-05, |
|
"loss": 0.2633, |
|
"step": 3500 |
|
}, |
|
{ |
|
"epoch": 1.67, |
|
"learning_rate": 4.971116387357723e-05, |
|
"loss": 0.2219, |
|
"step": 4000 |
|
}, |
|
{ |
|
"epoch": 1.88, |
|
"learning_rate": 4.909840312863836e-05, |
|
"loss": 0.2097, |
|
"step": 4500 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_ACCOUNTNAME_f1": 0.9760132340777501, |
|
"eval_ACCOUNTNUMBER_f1": 0.9114103472714385, |
|
"eval_AGE_f1": 0.9226519337016574, |
|
"eval_AMOUNT_f1": 0.7646662171274444, |
|
"eval_BIC_f1": 0.9190371991247264, |
|
"eval_BITCOINADDRESS_f1": 0.9554043839758124, |
|
"eval_BUILDINGNUMBER_f1": 0.8974535443909154, |
|
"eval_CITY_f1": 0.8880643166357453, |
|
"eval_COMPANYNAME_f1": 0.95350278983261, |
|
"eval_COUNTY_f1": 0.8414096916299558, |
|
"eval_CREDITCARDCVV_f1": 0.9114470842332614, |
|
"eval_CREDITCARDISSUER_f1": 0.9819927971188475, |
|
"eval_CREDITCARDNUMBER_f1": 0.8503075871496923, |
|
"eval_CURRENCYCODE_f1": 0.6170678336980308, |
|
"eval_CURRENCYNAME_f1": 0.007662835249042145, |
|
"eval_CURRENCYSYMBOL_f1": 0.8787465940054496, |
|
"eval_CURRENCY_f1": 0.7525103366804489, |
|
"eval_DATE_f1": 0.31613165379926855, |
|
"eval_DOB_f1": 0.28471818710052293, |
|
"eval_EMAIL_f1": 0.9923875432525952, |
|
"eval_ETHEREUMADDRESS_f1": 0.9918256130790191, |
|
"eval_EYECOLOR_f1": 0.9494949494949495, |
|
"eval_FIRSTNAME_f1": 0.907639923387955, |
|
"eval_GENDER_f1": 0.962510897994769, |
|
"eval_HEIGHT_f1": 0.989010989010989, |
|
"eval_IBAN_f1": 0.9870129870129869, |
|
"eval_IPV4_f1": 0.8483985765124555, |
|
"eval_IPV6_f1": 0.8007268322228952, |
|
"eval_IP_f1": 0.0, |
|
"eval_JOBAREA_f1": 0.8650674662668666, |
|
"eval_JOBTITLE_f1": 0.9659574468085106, |
|
"eval_JOBTYPE_f1": 0.9163526752072344, |
|
"eval_LASTNAME_f1": 0.8694558037118592, |
|
"eval_LITECOINADDRESS_f1": 0.8755555555555555, |
|
"eval_MAC_f1": 0.9685314685314685, |
|
"eval_MASKEDNUMBER_f1": 0.7768014059753954, |
|
"eval_MIDDLENAME_f1": 0.6696606786427146, |
|
"eval_NEARBYGPSCOORDINATE_f1": 0.9956458635703919, |
|
"eval_ORDINALDIRECTION_f1": 0.9754253308128544, |
|
"eval_PASSWORD_f1": 0.9652173913043479, |
|
"eval_PHONEIMEI_f1": 0.9975786924939467, |
|
"eval_PHONENUMBER_f1": 0.9848812095032397, |
|
"eval_PIN_f1": 0.7976653696498055, |
|
"eval_PREFIX_f1": 0.9372599231754162, |
|
"eval_SECONDARYADDRESS_f1": 0.9922779922779922, |
|
"eval_SEX_f1": 0.9814814814814814, |
|
"eval_SSN_f1": 0.9828109201213346, |
|
"eval_STATE_f1": 0.8092592592592593, |
|
"eval_STREET_f1": 0.944475602916433, |
|
"eval_TIME_f1": 0.9735364875701684, |
|
"eval_URL_f1": 0.993288590604027, |
|
"eval_USERAGENT_f1": 0.9650924024640657, |
|
"eval_USERNAME_f1": 0.9853566367501181, |
|
"eval_VEHICLEVIN_f1": 0.9843400447427293, |
|
"eval_VEHICLEVRM_f1": 0.975, |
|
"eval_ZIPCODE_f1": 0.8123393316195372, |
|
"eval_loss": 0.1406150460243225, |
|
"eval_overall_accuracy": 0.9509451221294181, |
|
"eval_overall_f1": 0.8644601747337542, |
|
"eval_overall_precision": 0.8391689778129953, |
|
"eval_overall_recall": 0.8913232161174088, |
|
"eval_runtime": 108.1218, |
|
"eval_samples_per_second": 88.521, |
|
"eval_steps_per_second": 22.132, |
|
"step": 4786 |
|
}, |
|
{ |
|
"epoch": 2.09, |
|
"learning_rate": 4.815487624102509e-05, |
|
"loss": 0.1793, |
|
"step": 5000 |
|
}, |
|
{ |
|
"epoch": 2.3, |
|
"learning_rate": 4.6893533726481556e-05, |
|
"loss": 0.1465, |
|
"step": 5500 |
|
}, |
|
{ |
|
"epoch": 2.51, |
|
"learning_rate": 4.533168832543704e-05, |
|
"loss": 0.1729, |
|
"step": 6000 |
|
}, |
|
{ |
|
"epoch": 2.72, |
|
"learning_rate": 4.349077737446525e-05, |
|
"loss": 0.1537, |
|
"step": 6500 |
|
}, |
|
{ |
|
"epoch": 2.93, |
|
"learning_rate": 4.139606856499824e-05, |
|
"loss": 0.1271, |
|
"step": 7000 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_ACCOUNTNAME_f1": 0.9950166112956811, |
|
"eval_ACCOUNTNUMBER_f1": 0.9880197322057787, |
|
"eval_AGE_f1": 0.9172093023255814, |
|
"eval_AMOUNT_f1": 0.9309090909090908, |
|
"eval_BIC_f1": 0.9652173913043479, |
|
"eval_BITCOINADDRESS_f1": 0.822174226061915, |
|
"eval_BUILDINGNUMBER_f1": 0.9159779614325069, |
|
"eval_CITY_f1": 0.9364021804966686, |
|
"eval_COMPANYNAME_f1": 0.9748928352725045, |
|
"eval_COUNTY_f1": 0.9556109725685785, |
|
"eval_CREDITCARDCVV_f1": 0.9211087420042643, |
|
"eval_CREDITCARDISSUER_f1": 0.9856115107913669, |
|
"eval_CREDITCARDNUMBER_f1": 0.8938992042440319, |
|
"eval_CURRENCYCODE_f1": 0.76, |
|
"eval_CURRENCYNAME_f1": 0.007999999999999998, |
|
"eval_CURRENCYSYMBOL_f1": 0.9360222531293463, |
|
"eval_CURRENCY_f1": 0.8237476808905382, |
|
"eval_DATE_f1": 0.8735161686451085, |
|
"eval_DOB_f1": 0.5567282321899736, |
|
"eval_EMAIL_f1": 0.9993093922651933, |
|
"eval_ETHEREUMADDRESS_f1": 0.9972527472527473, |
|
"eval_EYECOLOR_f1": 0.9872122762148339, |
|
"eval_FIRSTNAME_f1": 0.9546780345523895, |
|
"eval_GENDER_f1": 0.9773123909249564, |
|
"eval_HEIGHT_f1": 0.9574468085106383, |
|
"eval_IBAN_f1": 0.9693593314763231, |
|
"eval_IPV4_f1": 0.851033499643621, |
|
"eval_IPV6_f1": 0.8031687995124923, |
|
"eval_IP_f1": 0.0, |
|
"eval_JOBAREA_f1": 0.9403973509933775, |
|
"eval_JOBTITLE_f1": 0.9844192634560907, |
|
"eval_JOBTYPE_f1": 0.9522240527182867, |
|
"eval_LASTNAME_f1": 0.9294419499679282, |
|
"eval_LITECOINADDRESS_f1": 0.8583690987124464, |
|
"eval_MAC_f1": 1.0, |
|
"eval_MASKEDNUMBER_f1": 0.8603351955307262, |
|
"eval_MIDDLENAME_f1": 0.8907963757749167, |
|
"eval_NEARBYGPSCOORDINATE_f1": 1.0, |
|
"eval_ORDINALDIRECTION_f1": 0.98292220113852, |
|
"eval_PASSWORD_f1": 0.9513274336283185, |
|
"eval_PHONEIMEI_f1": 1.0, |
|
"eval_PHONENUMBER_f1": 0.9792114695340501, |
|
"eval_PIN_f1": 0.85785536159601, |
|
"eval_PREFIX_f1": 0.9412773253321903, |
|
"eval_SECONDARYADDRESS_f1": 0.996776273372018, |
|
"eval_SEX_f1": 0.9512843224092117, |
|
"eval_SSN_f1": 0.9928934010152284, |
|
"eval_STATE_f1": 0.9278033794162827, |
|
"eval_STREET_f1": 0.9483516483516483, |
|
"eval_TIME_f1": 0.9861900893582454, |
|
"eval_URL_f1": 0.9940298507462686, |
|
"eval_USERAGENT_f1": 0.8884339815762539, |
|
"eval_USERNAME_f1": 0.9943074003795066, |
|
"eval_VEHICLEVIN_f1": 0.9616252821670428, |
|
"eval_VEHICLEVRM_f1": 0.9648033126293997, |
|
"eval_ZIPCODE_f1": 0.9394904458598726, |
|
"eval_loss": 0.10487008839845657, |
|
"eval_overall_accuracy": 0.9617801261331822, |
|
"eval_overall_f1": 0.9265209996074839, |
|
"eval_overall_precision": 0.9218412351271837, |
|
"eval_overall_recall": 0.9312485205544304, |
|
"eval_runtime": 110.1516, |
|
"eval_samples_per_second": 86.889, |
|
"eval_steps_per_second": 21.725, |
|
"step": 7179 |
|
}, |
|
{ |
|
"epoch": 3.13, |
|
"learning_rate": 3.907631312794684e-05, |
|
"loss": 0.1286, |
|
"step": 7500 |
|
}, |
|
{ |
|
"epoch": 3.34, |
|
"learning_rate": 3.656335120449241e-05, |
|
"loss": 0.114, |
|
"step": 8000 |
|
}, |
|
{ |
|
"epoch": 3.55, |
|
"learning_rate": 3.389167481959079e-05, |
|
"loss": 0.113, |
|
"step": 8500 |
|
}, |
|
{ |
|
"epoch": 3.76, |
|
"learning_rate": 3.1097954456659104e-05, |
|
"loss": 0.1151, |
|
"step": 9000 |
|
}, |
|
{ |
|
"epoch": 3.97, |
|
"learning_rate": 2.8220535731513697e-05, |
|
"loss": 0.1345, |
|
"step": 9500 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_ACCOUNTNAME_f1": 0.9975020815986678, |
|
"eval_ACCOUNTNUMBER_f1": 0.9978947368421052, |
|
"eval_AGE_f1": 0.9355742296918768, |
|
"eval_AMOUNT_f1": 0.9597069597069597, |
|
"eval_BIC_f1": 0.9083665338645419, |
|
"eval_BITCOINADDRESS_f1": 0.9569303054032889, |
|
"eval_BUILDINGNUMBER_f1": 0.9826589595375722, |
|
"eval_CITY_f1": 0.9733570159857904, |
|
"eval_COMPANYNAME_f1": 0.9835064141722665, |
|
"eval_COUNTY_f1": 0.9779559118236473, |
|
"eval_CREDITCARDCVV_f1": 0.9634146341463414, |
|
"eval_CREDITCARDISSUER_f1": 0.9903614457831326, |
|
"eval_CREDITCARDNUMBER_f1": 0.9392928619079386, |
|
"eval_CURRENCYCODE_f1": 0.8915187376725838, |
|
"eval_CURRENCYNAME_f1": 0.4068767908309455, |
|
"eval_CURRENCYSYMBOL_f1": 0.9636493228795439, |
|
"eval_CURRENCY_f1": 0.8541801685029164, |
|
"eval_DATE_f1": 0.8872881355932203, |
|
"eval_DOB_f1": 0.6571767497034402, |
|
"eval_EMAIL_f1": 0.9993093922651933, |
|
"eval_ETHEREUMADDRESS_f1": 1.0, |
|
"eval_EYECOLOR_f1": 0.9922879177377892, |
|
"eval_FIRSTNAME_f1": 0.9795516675779113, |
|
"eval_GENDER_f1": 0.9982788296041308, |
|
"eval_HEIGHT_f1": 0.9916897506925207, |
|
"eval_IBAN_f1": 0.9972093023255814, |
|
"eval_IPV4_f1": 0.8514570007107322, |
|
"eval_IPV6_f1": 0.8026715239829992, |
|
"eval_IP_f1": 0.0, |
|
"eval_JOBAREA_f1": 0.9689034369885434, |
|
"eval_JOBTITLE_f1": 0.9942938659058489, |
|
"eval_JOBTYPE_f1": 0.9684542586750788, |
|
"eval_LASTNAME_f1": 0.966765383349786, |
|
"eval_LITECOINADDRESS_f1": 0.8162475822050289, |
|
"eval_MAC_f1": 0.9911816578483246, |
|
"eval_MASKEDNUMBER_f1": 0.9109653233364573, |
|
"eval_MIDDLENAME_f1": 0.9363817097415508, |
|
"eval_NEARBYGPSCOORDINATE_f1": 1.0, |
|
"eval_ORDINALDIRECTION_f1": 0.9848484848484849, |
|
"eval_PASSWORD_f1": 0.9733727810650887, |
|
"eval_PHONEIMEI_f1": 0.9975845410628019, |
|
"eval_PHONENUMBER_f1": 0.994909090909091, |
|
"eval_PIN_f1": 0.9738717339667459, |
|
"eval_PREFIX_f1": 0.960879120879121, |
|
"eval_SECONDARYADDRESS_f1": 0.9967804249839021, |
|
"eval_SEX_f1": 0.9906063193851409, |
|
"eval_SSN_f1": 0.9898785425101214, |
|
"eval_STATE_f1": 0.9772366331392272, |
|
"eval_STREET_f1": 0.9875, |
|
"eval_TIME_f1": 0.9854838709677419, |
|
"eval_URL_f1": 0.9977661950856292, |
|
"eval_USERAGENT_f1": 1.0, |
|
"eval_USERNAME_f1": 0.9971590909090909, |
|
"eval_VEHICLEVIN_f1": 0.9866666666666667, |
|
"eval_VEHICLEVRM_f1": 0.9817444219066938, |
|
"eval_ZIPCODE_f1": 0.9779874213836477, |
|
"eval_loss": 0.0940849557518959, |
|
"eval_overall_accuracy": 0.9658744863784346, |
|
"eval_overall_f1": 0.9521270339149187, |
|
"eval_overall_precision": 0.9462773419234166, |
|
"eval_overall_recall": 0.9580494989611005, |
|
"eval_runtime": 107.6668, |
|
"eval_samples_per_second": 88.895, |
|
"eval_steps_per_second": 22.226, |
|
"step": 9572 |
|
}, |
|
{ |
|
"epoch": 4.18, |
|
"learning_rate": 2.5298913074034208e-05, |
|
"loss": 0.096, |
|
"step": 10000 |
|
}, |
|
{ |
|
"epoch": 4.39, |
|
"learning_rate": 2.237318764161293e-05, |
|
"loss": 0.0922, |
|
"step": 10500 |
|
}, |
|
{ |
|
"epoch": 4.6, |
|
"learning_rate": 1.9483516904877303e-05, |
|
"loss": 0.0866, |
|
"step": 11000 |
|
}, |
|
{ |
|
"epoch": 4.81, |
|
"learning_rate": 1.666956346047685e-05, |
|
"loss": 0.1067, |
|
"step": 11500 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_ACCOUNTNAME_f1": 0.9966722129783694, |
|
"eval_ACCOUNTNUMBER_f1": 0.9965010496850945, |
|
"eval_AGE_f1": 0.970479704797048, |
|
"eval_AMOUNT_f1": 0.9742078113485629, |
|
"eval_BIC_f1": 0.9892008639308855, |
|
"eval_BITCOINADDRESS_f1": 0.9736434108527132, |
|
"eval_BUILDINGNUMBER_f1": 0.9891225525743292, |
|
"eval_CITY_f1": 0.9793753682969948, |
|
"eval_COMPANYNAME_f1": 0.9950920245398772, |
|
"eval_COUNTY_f1": 0.985985985985986, |
|
"eval_CREDITCARDCVV_f1": 0.9896907216494846, |
|
"eval_CREDITCARDISSUER_f1": 0.9891696750902527, |
|
"eval_CREDITCARDNUMBER_f1": 0.9517426273458446, |
|
"eval_CURRENCYCODE_f1": 0.977035490605428, |
|
"eval_CURRENCYNAME_f1": 0.4186046511627907, |
|
"eval_CURRENCYSYMBOL_f1": 0.9821556031406138, |
|
"eval_CURRENCY_f1": 0.8385852090032155, |
|
"eval_DATE_f1": 0.8868817204301075, |
|
"eval_DOB_f1": 0.7016393442622952, |
|
"eval_EMAIL_f1": 1.0, |
|
"eval_ETHEREUMADDRESS_f1": 1.0, |
|
"eval_EYECOLOR_f1": 0.9948717948717949, |
|
"eval_FIRSTNAME_f1": 0.9859247855729053, |
|
"eval_GENDER_f1": 0.9982758620689656, |
|
"eval_HEIGHT_f1": 1.0, |
|
"eval_IBAN_f1": 0.9953574744661094, |
|
"eval_IPV4_f1": 0.8569395017793595, |
|
"eval_IPV6_f1": 0.8012195121951219, |
|
"eval_IP_f1": 0.0075046904315197015, |
|
"eval_JOBAREA_f1": 0.981907894736842, |
|
"eval_JOBTITLE_f1": 0.9978525411596277, |
|
"eval_JOBTYPE_f1": 0.9856230031948882, |
|
"eval_LASTNAME_f1": 0.9843071786310518, |
|
"eval_LITECOINADDRESS_f1": 0.9382716049382716, |
|
"eval_MAC_f1": 1.0, |
|
"eval_MASKEDNUMBER_f1": 0.9318394024276376, |
|
"eval_MIDDLENAME_f1": 0.9461134954697187, |
|
"eval_NEARBYGPSCOORDINATE_f1": 1.0, |
|
"eval_ORDINALDIRECTION_f1": 0.9904761904761905, |
|
"eval_PASSWORD_f1": 1.0, |
|
"eval_PHONEIMEI_f1": 1.0, |
|
"eval_PHONENUMBER_f1": 0.9978150036416606, |
|
"eval_PIN_f1": 0.9905660377358492, |
|
"eval_PREFIX_f1": 0.964613368283093, |
|
"eval_SECONDARYADDRESS_f1": 0.9980657640232109, |
|
"eval_SEX_f1": 0.9923534409515719, |
|
"eval_SSN_f1": 0.9969604863221885, |
|
"eval_STATE_f1": 0.986228813559322, |
|
"eval_STREET_f1": 0.9965870307167235, |
|
"eval_TIME_f1": 0.9951219512195122, |
|
"eval_URL_f1": 0.9970238095238095, |
|
"eval_USERAGENT_f1": 1.0, |
|
"eval_USERNAME_f1": 0.9981042654028436, |
|
"eval_VEHICLEVIN_f1": 0.9932885906040269, |
|
"eval_VEHICLEVRM_f1": 1.0, |
|
"eval_ZIPCODE_f1": 0.9913317572892041, |
|
"eval_loss": 0.07239188998937607, |
|
"eval_overall_accuracy": 0.9698826341845472, |
|
"eval_overall_f1": 0.9607325049051668, |
|
"eval_overall_precision": 0.9556324650654454, |
|
"eval_overall_recall": 0.9658872728229136, |
|
"eval_runtime": 110.9479, |
|
"eval_samples_per_second": 86.266, |
|
"eval_steps_per_second": 21.569, |
|
"step": 11965 |
|
}, |
|
{ |
|
"epoch": 5.01, |
|
"learning_rate": 1.3969950636335067e-05, |
|
"loss": 0.1009, |
|
"step": 12000 |
|
}, |
|
{ |
|
"epoch": 5.22, |
|
"learning_rate": 1.1421732361535509e-05, |
|
"loss": 0.0828, |
|
"step": 12500 |
|
}, |
|
{ |
|
"epoch": 5.43, |
|
"learning_rate": 9.059884577220362e-06, |
|
"loss": 0.0752, |
|
"step": 13000 |
|
}, |
|
{ |
|
"epoch": 5.64, |
|
"learning_rate": 6.916825169215169e-06, |
|
"loss": 0.087, |
|
"step": 13500 |
|
}, |
|
{ |
|
"epoch": 5.85, |
|
"learning_rate": 5.021969011614444e-06, |
|
"loss": 0.0808, |
|
"step": 14000 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_ACCOUNTNAME_f1": 1.0, |
|
"eval_ACCOUNTNUMBER_f1": 1.0, |
|
"eval_AGE_f1": 0.9759704251386321, |
|
"eval_AMOUNT_f1": 0.9896755162241888, |
|
"eval_BIC_f1": 0.9978213507625272, |
|
"eval_BITCOINADDRESS_f1": 0.9906976744186046, |
|
"eval_BUILDINGNUMBER_f1": 0.9906137184115523, |
|
"eval_CITY_f1": 0.9929988331388565, |
|
"eval_COMPANYNAME_f1": 0.9993853718500306, |
|
"eval_COUNTY_f1": 0.9939393939393938, |
|
"eval_CREDITCARDCVV_f1": 1.0, |
|
"eval_CREDITCARDISSUER_f1": 0.9891435464414957, |
|
"eval_CREDITCARDNUMBER_f1": 0.9589778076664425, |
|
"eval_CURRENCYCODE_f1": 0.9874999999999999, |
|
"eval_CURRENCYNAME_f1": 0.7022222222222221, |
|
"eval_CURRENCYSYMBOL_f1": 0.9892163910855499, |
|
"eval_CURRENCY_f1": 0.9052197802197802, |
|
"eval_DATE_f1": 0.9125964010282777, |
|
"eval_DOB_f1": 0.7437641723356009, |
|
"eval_EMAIL_f1": 1.0, |
|
"eval_ETHEREUMADDRESS_f1": 1.0, |
|
"eval_EYECOLOR_f1": 1.0, |
|
"eval_FIRSTNAME_f1": 0.9934411893310013, |
|
"eval_GENDER_f1": 0.999137187230371, |
|
"eval_HEIGHT_f1": 1.0, |
|
"eval_IBAN_f1": 1.0, |
|
"eval_IPV4_f1": 0.8393393393393394, |
|
"eval_IPV6_f1": 0.8034083992696287, |
|
"eval_IP_f1": 0.1550632911392405, |
|
"eval_JOBAREA_f1": 0.9941812136325853, |
|
"eval_JOBTITLE_f1": 0.9992841803865427, |
|
"eval_JOBTYPE_f1": 0.9927594529364441, |
|
"eval_LASTNAME_f1": 0.9876789876789875, |
|
"eval_LITECOINADDRESS_f1": 0.977035490605428, |
|
"eval_MAC_f1": 1.0, |
|
"eval_MASKEDNUMBER_f1": 0.9451162790697675, |
|
"eval_MIDDLENAME_f1": 0.9773175542406312, |
|
"eval_NEARBYGPSCOORDINATE_f1": 1.0, |
|
"eval_ORDINALDIRECTION_f1": 0.9923664122137404, |
|
"eval_PASSWORD_f1": 1.0, |
|
"eval_PHONEIMEI_f1": 1.0, |
|
"eval_PHONENUMBER_f1": 1.0, |
|
"eval_PIN_f1": 0.9929078014184397, |
|
"eval_PREFIX_f1": 0.9721608484312859, |
|
"eval_SECONDARYADDRESS_f1": 0.9974226804123711, |
|
"eval_SEX_f1": 0.9948892674616695, |
|
"eval_SSN_f1": 0.9969604863221885, |
|
"eval_STATE_f1": 0.994127068873465, |
|
"eval_STREET_f1": 0.9971542401821286, |
|
"eval_TIME_f1": 0.9967426710097721, |
|
"eval_URL_f1": 1.0, |
|
"eval_USERAGENT_f1": 1.0, |
|
"eval_USERNAME_f1": 0.9990521327014218, |
|
"eval_VEHICLEVIN_f1": 1.0, |
|
"eval_VEHICLEVRM_f1": 1.0, |
|
"eval_ZIPCODE_f1": 0.9889937106918238, |
|
"eval_loss": 0.06927423179149628, |
|
"eval_overall_accuracy": 0.972837236759815, |
|
"eval_overall_f1": 0.9697938644196623, |
|
"eval_overall_precision": 0.9664124529878814, |
|
"eval_overall_recall": 0.97319902159333, |
|
"eval_runtime": 110.465, |
|
"eval_samples_per_second": 86.643, |
|
"eval_steps_per_second": 21.663, |
|
"step": 14358 |
|
}, |
|
{ |
|
"epoch": 6.06, |
|
"learning_rate": 3.4013242286423108e-06, |
|
"loss": 0.0728, |
|
"step": 14500 |
|
}, |
|
{ |
|
"epoch": 6.27, |
|
"learning_rate": 2.077135216354695e-06, |
|
"loss": 0.0667, |
|
"step": 15000 |
|
}, |
|
{ |
|
"epoch": 6.48, |
|
"learning_rate": 1.0675773239408465e-06, |
|
"loss": 0.0848, |
|
"step": 15500 |
|
}, |
|
{ |
|
"epoch": 6.69, |
|
"learning_rate": 3.8650738532032825e-07, |
|
"loss": 0.0619, |
|
"step": 16000 |
|
}, |
|
{ |
|
"epoch": 6.9, |
|
"learning_rate": 4.3273525150466786e-08, |
|
"loss": 0.0779, |
|
"step": 16500 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"eval_ACCOUNTNAME_f1": 0.9983333333333333, |
|
"eval_ACCOUNTNUMBER_f1": 1.0, |
|
"eval_AGE_f1": 0.9815157116451017, |
|
"eval_AMOUNT_f1": 0.9904059040590405, |
|
"eval_BIC_f1": 1.0, |
|
"eval_BITCOINADDRESS_f1": 0.9937791601866253, |
|
"eval_BUILDINGNUMBER_f1": 0.9934829833454019, |
|
"eval_CITY_f1": 0.9929988331388565, |
|
"eval_COMPANYNAME_f1": 0.9993853718500306, |
|
"eval_COUNTY_f1": 0.9934508816120907, |
|
"eval_CREDITCARDCVV_f1": 1.0, |
|
"eval_CREDITCARDISSUER_f1": 0.9903381642512077, |
|
"eval_CREDITCARDNUMBER_f1": 0.9583892617449664, |
|
"eval_CURRENCYCODE_f1": 0.9916666666666667, |
|
"eval_CURRENCYNAME_f1": 0.7753303964757708, |
|
"eval_CURRENCYSYMBOL_f1": 0.9913544668587896, |
|
"eval_CURRENCY_f1": 0.9206128133704735, |
|
"eval_DATE_f1": 0.9315068493150684, |
|
"eval_DOB_f1": 0.8305084745762712, |
|
"eval_EMAIL_f1": 1.0, |
|
"eval_ETHEREUMADDRESS_f1": 1.0, |
|
"eval_EYECOLOR_f1": 1.0, |
|
"eval_FIRSTNAME_f1": 0.9938771047452438, |
|
"eval_GENDER_f1": 1.0, |
|
"eval_HEIGHT_f1": 1.0, |
|
"eval_IBAN_f1": 1.0, |
|
"eval_IPV4_f1": 0.8381804623415362, |
|
"eval_IPV6_f1": 0.8029197080291971, |
|
"eval_IP_f1": 0.14035087719298248, |
|
"eval_JOBAREA_f1": 0.9958368026644463, |
|
"eval_JOBTITLE_f1": 1.0, |
|
"eval_JOBTYPE_f1": 0.9943593875906527, |
|
"eval_LASTNAME_f1": 0.9910029990003333, |
|
"eval_LITECOINADDRESS_f1": 0.9875, |
|
"eval_MAC_f1": 1.0, |
|
"eval_MASKEDNUMBER_f1": 0.9479553903345725, |
|
"eval_MIDDLENAME_f1": 0.9788281634662728, |
|
"eval_NEARBYGPSCOORDINATE_f1": 1.0, |
|
"eval_ORDINALDIRECTION_f1": 0.9923664122137404, |
|
"eval_PASSWORD_f1": 1.0, |
|
"eval_PHONEIMEI_f1": 1.0, |
|
"eval_PHONENUMBER_f1": 1.0, |
|
"eval_PIN_f1": 0.9929078014184397, |
|
"eval_PREFIX_f1": 0.9747003994673767, |
|
"eval_SECONDARYADDRESS_f1": 0.9961340206185567, |
|
"eval_SEX_f1": 0.9948892674616695, |
|
"eval_SSN_f1": 0.9969604863221885, |
|
"eval_STATE_f1": 0.9925133689839571, |
|
"eval_STREET_f1": 0.9982925441092771, |
|
"eval_TIME_f1": 0.9967426710097721, |
|
"eval_URL_f1": 1.0, |
|
"eval_USERAGENT_f1": 1.0, |
|
"eval_USERNAME_f1": 0.9990521327014218, |
|
"eval_VEHICLEVIN_f1": 1.0, |
|
"eval_VEHICLEVRM_f1": 1.0, |
|
"eval_ZIPCODE_f1": 0.9952755905511811, |
|
"eval_loss": 0.0696588084101677, |
|
"eval_overall_accuracy": 0.9738600962072371, |
|
"eval_overall_f1": 0.9726880564333198, |
|
"eval_overall_precision": 0.9698269100036605, |
|
"eval_overall_recall": 0.9755661345046158, |
|
"eval_runtime": 106.6576, |
|
"eval_samples_per_second": 89.736, |
|
"eval_steps_per_second": 22.436, |
|
"step": 16751 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"step": 16751, |
|
"total_flos": 3973095621417330.0, |
|
"train_loss": 0.2593412553578745, |
|
"train_runtime": 2714.4275, |
|
"train_samples_per_second": 24.682, |
|
"train_steps_per_second": 6.171 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"eval_ACCOUNTNAME_f1": 1.0, |
|
"eval_ACCOUNTNUMBER_f1": 1.0, |
|
"eval_AGE_f1": 0.9759704251386321, |
|
"eval_AMOUNT_f1": 0.9896755162241888, |
|
"eval_BIC_f1": 0.9978213507625272, |
|
"eval_BITCOINADDRESS_f1": 0.9906976744186046, |
|
"eval_BUILDINGNUMBER_f1": 0.9906137184115523, |
|
"eval_CITY_f1": 0.9929988331388565, |
|
"eval_COMPANYNAME_f1": 0.9993853718500306, |
|
"eval_COUNTY_f1": 0.9939393939393938, |
|
"eval_CREDITCARDCVV_f1": 1.0, |
|
"eval_CREDITCARDISSUER_f1": 0.9891435464414957, |
|
"eval_CREDITCARDNUMBER_f1": 0.9589778076664425, |
|
"eval_CURRENCYCODE_f1": 0.9874999999999999, |
|
"eval_CURRENCYNAME_f1": 0.7022222222222221, |
|
"eval_CURRENCYSYMBOL_f1": 0.9892163910855499, |
|
"eval_CURRENCY_f1": 0.9052197802197802, |
|
"eval_DATE_f1": 0.9125964010282777, |
|
"eval_DOB_f1": 0.7437641723356009, |
|
"eval_EMAIL_f1": 1.0, |
|
"eval_ETHEREUMADDRESS_f1": 1.0, |
|
"eval_EYECOLOR_f1": 1.0, |
|
"eval_FIRSTNAME_f1": 0.9934411893310013, |
|
"eval_GENDER_f1": 0.999137187230371, |
|
"eval_HEIGHT_f1": 1.0, |
|
"eval_IBAN_f1": 1.0, |
|
"eval_IPV4_f1": 0.8393393393393394, |
|
"eval_IPV6_f1": 0.8034083992696287, |
|
"eval_IP_f1": 0.1550632911392405, |
|
"eval_JOBAREA_f1": 0.9941812136325853, |
|
"eval_JOBTITLE_f1": 0.9992841803865427, |
|
"eval_JOBTYPE_f1": 0.9927594529364441, |
|
"eval_LASTNAME_f1": 0.9876789876789875, |
|
"eval_LITECOINADDRESS_f1": 0.977035490605428, |
|
"eval_MAC_f1": 1.0, |
|
"eval_MASKEDNUMBER_f1": 0.9451162790697675, |
|
"eval_MIDDLENAME_f1": 0.9773175542406312, |
|
"eval_NEARBYGPSCOORDINATE_f1": 1.0, |
|
"eval_ORDINALDIRECTION_f1": 0.9923664122137404, |
|
"eval_PASSWORD_f1": 1.0, |
|
"eval_PHONEIMEI_f1": 1.0, |
|
"eval_PHONENUMBER_f1": 1.0, |
|
"eval_PIN_f1": 0.9929078014184397, |
|
"eval_PREFIX_f1": 0.9721608484312859, |
|
"eval_SECONDARYADDRESS_f1": 0.9974226804123711, |
|
"eval_SEX_f1": 0.9948892674616695, |
|
"eval_SSN_f1": 0.9969604863221885, |
|
"eval_STATE_f1": 0.994127068873465, |
|
"eval_STREET_f1": 0.9971542401821286, |
|
"eval_TIME_f1": 0.9967426710097721, |
|
"eval_URL_f1": 1.0, |
|
"eval_USERAGENT_f1": 1.0, |
|
"eval_USERNAME_f1": 0.9990521327014218, |
|
"eval_VEHICLEVIN_f1": 1.0, |
|
"eval_VEHICLEVRM_f1": 1.0, |
|
"eval_ZIPCODE_f1": 0.9889937106918238, |
|
"eval_loss": 0.06927423179149628, |
|
"eval_overall_accuracy": 0.972837236759815, |
|
"eval_overall_f1": 0.9697938644196623, |
|
"eval_overall_precision": 0.9664124529878814, |
|
"eval_overall_recall": 0.97319902159333, |
|
"eval_runtime": 107.6205, |
|
"eval_samples_per_second": 88.933, |
|
"eval_steps_per_second": 22.236, |
|
"step": 16751 |
|
} |
|
], |
|
"logging_steps": 500, |
|
"max_steps": 16751, |
|
"num_train_epochs": 7, |
|
"save_steps": 500, |
|
"total_flos": 3973095621417330.0, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|