|
{ |
|
"best_metric": 0.09346255660057068, |
|
"best_model_checkpoint": "distilbert/distilbert-base-uncased_ai4privacy_en/checkpoint-52194", |
|
"epoch": 5.0, |
|
"global_step": 86990, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.03, |
|
"learning_rate": 1.436946775491436e-06, |
|
"loss": 4.1281, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 0.06, |
|
"learning_rate": 2.873893550982872e-06, |
|
"loss": 1.9439, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 0.09, |
|
"learning_rate": 4.310840326474307e-06, |
|
"loss": 1.3343, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 0.11, |
|
"learning_rate": 5.747787101965744e-06, |
|
"loss": 0.998, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 0.14, |
|
"learning_rate": 7.184733877457179e-06, |
|
"loss": 0.7606, |
|
"step": 2500 |
|
}, |
|
{ |
|
"epoch": 0.17, |
|
"learning_rate": 8.621680652948615e-06, |
|
"loss": 0.59, |
|
"step": 3000 |
|
}, |
|
{ |
|
"epoch": 0.2, |
|
"learning_rate": 1.0058627428440052e-05, |
|
"loss": 0.4462, |
|
"step": 3500 |
|
}, |
|
{ |
|
"epoch": 0.23, |
|
"learning_rate": 1.1495574203931487e-05, |
|
"loss": 0.3653, |
|
"step": 4000 |
|
}, |
|
{ |
|
"epoch": 0.26, |
|
"learning_rate": 1.2932520979422925e-05, |
|
"loss": 0.3012, |
|
"step": 4500 |
|
}, |
|
{ |
|
"epoch": 0.29, |
|
"learning_rate": 1.4369467754914358e-05, |
|
"loss": 0.2589, |
|
"step": 5000 |
|
}, |
|
{ |
|
"epoch": 0.32, |
|
"learning_rate": 1.5806414530405794e-05, |
|
"loss": 0.2256, |
|
"step": 5500 |
|
}, |
|
{ |
|
"epoch": 0.34, |
|
"learning_rate": 1.724336130589723e-05, |
|
"loss": 0.1915, |
|
"step": 6000 |
|
}, |
|
{ |
|
"epoch": 0.37, |
|
"learning_rate": 1.868030808138867e-05, |
|
"loss": 0.1797, |
|
"step": 6500 |
|
}, |
|
{ |
|
"epoch": 0.4, |
|
"learning_rate": 2.0117254856880104e-05, |
|
"loss": 0.1598, |
|
"step": 7000 |
|
}, |
|
{ |
|
"epoch": 0.43, |
|
"learning_rate": 2.1554201632371536e-05, |
|
"loss": 0.1613, |
|
"step": 7500 |
|
}, |
|
{ |
|
"epoch": 0.46, |
|
"learning_rate": 2.2991148407862975e-05, |
|
"loss": 0.1364, |
|
"step": 8000 |
|
}, |
|
{ |
|
"epoch": 0.49, |
|
"learning_rate": 2.442809518335441e-05, |
|
"loss": 0.1379, |
|
"step": 8500 |
|
}, |
|
{ |
|
"epoch": 0.52, |
|
"learning_rate": 2.586504195884585e-05, |
|
"loss": 0.1232, |
|
"step": 9000 |
|
}, |
|
{ |
|
"epoch": 0.55, |
|
"learning_rate": 2.730198873433728e-05, |
|
"loss": 0.1375, |
|
"step": 9500 |
|
}, |
|
{ |
|
"epoch": 0.57, |
|
"learning_rate": 2.8738935509828717e-05, |
|
"loss": 0.1321, |
|
"step": 10000 |
|
}, |
|
{ |
|
"epoch": 0.6, |
|
"learning_rate": 3.017588228532015e-05, |
|
"loss": 0.1392, |
|
"step": 10500 |
|
}, |
|
{ |
|
"epoch": 0.63, |
|
"learning_rate": 3.161282906081159e-05, |
|
"loss": 0.1231, |
|
"step": 11000 |
|
}, |
|
{ |
|
"epoch": 0.66, |
|
"learning_rate": 3.304977583630303e-05, |
|
"loss": 0.1317, |
|
"step": 11500 |
|
}, |
|
{ |
|
"epoch": 0.69, |
|
"learning_rate": 3.448672261179446e-05, |
|
"loss": 0.1368, |
|
"step": 12000 |
|
}, |
|
{ |
|
"epoch": 0.72, |
|
"learning_rate": 3.59236693872859e-05, |
|
"loss": 0.1296, |
|
"step": 12500 |
|
}, |
|
{ |
|
"epoch": 0.75, |
|
"learning_rate": 3.736061616277734e-05, |
|
"loss": 0.1394, |
|
"step": 13000 |
|
}, |
|
{ |
|
"epoch": 0.78, |
|
"learning_rate": 3.879756293826877e-05, |
|
"loss": 0.1189, |
|
"step": 13500 |
|
}, |
|
{ |
|
"epoch": 0.8, |
|
"learning_rate": 4.023450971376021e-05, |
|
"loss": 0.1101, |
|
"step": 14000 |
|
}, |
|
{ |
|
"epoch": 0.83, |
|
"learning_rate": 4.167145648925164e-05, |
|
"loss": 0.1114, |
|
"step": 14500 |
|
}, |
|
{ |
|
"epoch": 0.86, |
|
"learning_rate": 4.310840326474307e-05, |
|
"loss": 0.1264, |
|
"step": 15000 |
|
}, |
|
{ |
|
"epoch": 0.89, |
|
"learning_rate": 4.454535004023451e-05, |
|
"loss": 0.1219, |
|
"step": 15500 |
|
}, |
|
{ |
|
"epoch": 0.92, |
|
"learning_rate": 4.598229681572595e-05, |
|
"loss": 0.1187, |
|
"step": 16000 |
|
}, |
|
{ |
|
"epoch": 0.95, |
|
"learning_rate": 4.741924359121738e-05, |
|
"loss": 0.1266, |
|
"step": 16500 |
|
}, |
|
{ |
|
"epoch": 0.98, |
|
"learning_rate": 4.885619036670882e-05, |
|
"loss": 0.1133, |
|
"step": 17000 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"eval_ACCOUNTNAME_f1": 0.9788672865595943, |
|
"eval_ACCOUNTNUMBER_f1": 0.955249569707401, |
|
"eval_AGE_f1": 0.8738647830474268, |
|
"eval_AMOUNT_f1": 0.8042588042588041, |
|
"eval_BIC_f1": 0.9019607843137254, |
|
"eval_BITCOINADDRESS_f1": 0.9265426052889324, |
|
"eval_BUILDINGNUMBER_f1": 0.8584995251661918, |
|
"eval_CITY_f1": 0.8866171003717473, |
|
"eval_COMPANYNAME_f1": 0.9520958083832336, |
|
"eval_COUNTY_f1": 0.9754322111010009, |
|
"eval_CREDITCARDCVV_f1": 0.8212927756653993, |
|
"eval_CREDITCARDISSUER_f1": 0.9717514124293785, |
|
"eval_CREDITCARDNUMBER_f1": 0.8201160541586073, |
|
"eval_CURRENCYCODE_f1": 0.7182320441988952, |
|
"eval_CURRENCYNAME_f1": 0.09210526315789473, |
|
"eval_CURRENCYSYMBOL_f1": 0.9063670411985019, |
|
"eval_CURRENCY_f1": 0.4142692750287687, |
|
"eval_DATE_f1": 0.7717391304347826, |
|
"eval_DOB_f1": 0.4968421052631579, |
|
"eval_EMAIL_f1": 0.981062919975565, |
|
"eval_ETHEREUMADDRESS_f1": 0.9875862068965517, |
|
"eval_EYECOLOR_f1": 0.871536523929471, |
|
"eval_FIRSTNAME_f1": 0.9486637185156701, |
|
"eval_GENDER_f1": 0.960167714884696, |
|
"eval_HEIGHT_f1": 0.9843260188087773, |
|
"eval_IBAN_f1": 0.8431618569636137, |
|
"eval_IPV4_f1": 0.8434456928838951, |
|
"eval_IPV6_f1": 0.7986171132238548, |
|
"eval_IP_f1": 0.0, |
|
"eval_JOBAREA_f1": 0.8906115417743325, |
|
"eval_JOBTITLE_f1": 0.9807692307692307, |
|
"eval_JOBTYPE_f1": 0.9204647006255585, |
|
"eval_LASTNAME_f1": 0.9021454735740451, |
|
"eval_LITECOINADDRESS_f1": 0.8260869565217391, |
|
"eval_MAC_f1": 0.9741379310344828, |
|
"eval_MASKEDNUMBER_f1": 0.7786096256684492, |
|
"eval_MIDDLENAME_f1": 0.9252173913043478, |
|
"eval_NEARBYGPSCOORDINATE_f1": 0.9851632047477745, |
|
"eval_ORDINALDIRECTION_f1": 0.9458333333333333, |
|
"eval_PASSWORD_f1": 0.9418282548476453, |
|
"eval_PHONEIMEI_f1": 0.9847856154910096, |
|
"eval_PHONENUMBER_f1": 0.9566137566137567, |
|
"eval_PIN_f1": 0.7740384615384615, |
|
"eval_PREFIX_f1": 0.9365918097754293, |
|
"eval_SECONDARYADDRESS_f1": 0.9923830250272035, |
|
"eval_SEX_f1": 0.9751243781094527, |
|
"eval_SSN_f1": 0.9821882951653944, |
|
"eval_STATE_f1": 0.9389312977099236, |
|
"eval_STREET_f1": 0.9228070175438597, |
|
"eval_TIME_f1": 0.9536307961504812, |
|
"eval_URL_f1": 0.9772191673212883, |
|
"eval_USERAGENT_f1": 0.9638273045507584, |
|
"eval_USERNAME_f1": 0.9276315789473685, |
|
"eval_VEHICLEVIN_f1": 0.9142857142857143, |
|
"eval_VEHICLEVRM_f1": 0.9042553191489361, |
|
"eval_ZIPCODE_f1": 0.8041884816753926, |
|
"eval_loss": 0.10492408275604248, |
|
"eval_overall_accuracy": 0.9619357254630628, |
|
"eval_overall_f1": 0.8856758935769954, |
|
"eval_overall_precision": 0.8638079261899769, |
|
"eval_overall_recall": 0.9086798279475019, |
|
"eval_runtime": 72.8492, |
|
"eval_samples_per_second": 119.425, |
|
"eval_steps_per_second": 59.712, |
|
"step": 17398 |
|
}, |
|
{ |
|
"epoch": 1.01, |
|
"learning_rate": 4.999973497264706e-05, |
|
"loss": 0.1196, |
|
"step": 17500 |
|
}, |
|
{ |
|
"epoch": 1.03, |
|
"learning_rate": 4.999076881666281e-05, |
|
"loss": 0.1064, |
|
"step": 18000 |
|
}, |
|
{ |
|
"epoch": 1.06, |
|
"learning_rate": 4.9969071080868136e-05, |
|
"loss": 0.1262, |
|
"step": 18500 |
|
}, |
|
{ |
|
"epoch": 1.09, |
|
"learning_rate": 4.9934652819202863e-05, |
|
"loss": 0.1202, |
|
"step": 19000 |
|
}, |
|
{ |
|
"epoch": 1.12, |
|
"learning_rate": 4.988753156609536e-05, |
|
"loss": 0.0964, |
|
"step": 19500 |
|
}, |
|
{ |
|
"epoch": 1.15, |
|
"learning_rate": 4.982773132752955e-05, |
|
"loss": 0.1246, |
|
"step": 20000 |
|
}, |
|
{ |
|
"epoch": 1.18, |
|
"learning_rate": 4.975528256881507e-05, |
|
"loss": 0.1098, |
|
"step": 20500 |
|
}, |
|
{ |
|
"epoch": 1.21, |
|
"learning_rate": 4.9670222199066666e-05, |
|
"loss": 0.1051, |
|
"step": 21000 |
|
}, |
|
{ |
|
"epoch": 1.24, |
|
"learning_rate": 4.957259355240078e-05, |
|
"loss": 0.094, |
|
"step": 21500 |
|
}, |
|
{ |
|
"epoch": 1.26, |
|
"learning_rate": 4.946244636585896e-05, |
|
"loss": 0.1036, |
|
"step": 22000 |
|
}, |
|
{ |
|
"epoch": 1.29, |
|
"learning_rate": 4.933983675406925e-05, |
|
"loss": 0.1021, |
|
"step": 22500 |
|
}, |
|
{ |
|
"epoch": 1.32, |
|
"learning_rate": 4.9204827180658474e-05, |
|
"loss": 0.1205, |
|
"step": 23000 |
|
}, |
|
{ |
|
"epoch": 1.35, |
|
"learning_rate": 4.9057486426430136e-05, |
|
"loss": 0.09, |
|
"step": 23500 |
|
}, |
|
{ |
|
"epoch": 1.38, |
|
"learning_rate": 4.88978895543239e-05, |
|
"loss": 0.1204, |
|
"step": 24000 |
|
}, |
|
{ |
|
"epoch": 1.41, |
|
"learning_rate": 4.872611787117469e-05, |
|
"loss": 0.1158, |
|
"step": 24500 |
|
}, |
|
{ |
|
"epoch": 1.44, |
|
"learning_rate": 4.854225888629079e-05, |
|
"loss": 0.1001, |
|
"step": 25000 |
|
}, |
|
{ |
|
"epoch": 1.47, |
|
"learning_rate": 4.834640626687219e-05, |
|
"loss": 0.112, |
|
"step": 25500 |
|
}, |
|
{ |
|
"epoch": 1.49, |
|
"learning_rate": 4.813865979029161e-05, |
|
"loss": 0.0873, |
|
"step": 26000 |
|
}, |
|
{ |
|
"epoch": 1.52, |
|
"learning_rate": 4.791912529326286e-05, |
|
"loss": 0.1002, |
|
"step": 26500 |
|
}, |
|
{ |
|
"epoch": 1.55, |
|
"learning_rate": 4.7687914617922136e-05, |
|
"loss": 0.0968, |
|
"step": 27000 |
|
}, |
|
{ |
|
"epoch": 1.58, |
|
"learning_rate": 4.7445145554849956e-05, |
|
"loss": 0.114, |
|
"step": 27500 |
|
}, |
|
{ |
|
"epoch": 1.61, |
|
"learning_rate": 4.719094178306255e-05, |
|
"loss": 0.1077, |
|
"step": 28000 |
|
}, |
|
{ |
|
"epoch": 1.64, |
|
"learning_rate": 4.6925432807003414e-05, |
|
"loss": 0.0987, |
|
"step": 28500 |
|
}, |
|
{ |
|
"epoch": 1.67, |
|
"learning_rate": 4.664875389056717e-05, |
|
"loss": 0.0942, |
|
"step": 29000 |
|
}, |
|
{ |
|
"epoch": 1.7, |
|
"learning_rate": 4.6361045988189106e-05, |
|
"loss": 0.0923, |
|
"step": 29500 |
|
}, |
|
{ |
|
"epoch": 1.72, |
|
"learning_rate": 4.606245567303583e-05, |
|
"loss": 0.1101, |
|
"step": 30000 |
|
}, |
|
{ |
|
"epoch": 1.75, |
|
"learning_rate": 4.575313506233334e-05, |
|
"loss": 0.082, |
|
"step": 30500 |
|
}, |
|
{ |
|
"epoch": 1.78, |
|
"learning_rate": 4.543324173987071e-05, |
|
"loss": 0.0961, |
|
"step": 31000 |
|
}, |
|
{ |
|
"epoch": 1.81, |
|
"learning_rate": 4.5102938675718855e-05, |
|
"loss": 0.1084, |
|
"step": 31500 |
|
}, |
|
{ |
|
"epoch": 1.84, |
|
"learning_rate": 4.4762394143205144e-05, |
|
"loss": 0.1095, |
|
"step": 32000 |
|
}, |
|
{ |
|
"epoch": 1.87, |
|
"learning_rate": 4.441178163318642e-05, |
|
"loss": 0.1003, |
|
"step": 32500 |
|
}, |
|
{ |
|
"epoch": 1.9, |
|
"learning_rate": 4.4051279765663776e-05, |
|
"loss": 0.0872, |
|
"step": 33000 |
|
}, |
|
{ |
|
"epoch": 1.93, |
|
"learning_rate": 4.368107219878444e-05, |
|
"loss": 0.1066, |
|
"step": 33500 |
|
}, |
|
{ |
|
"epoch": 1.95, |
|
"learning_rate": 4.330134753527681e-05, |
|
"loss": 0.0999, |
|
"step": 34000 |
|
}, |
|
{ |
|
"epoch": 1.98, |
|
"learning_rate": 4.291229922636665e-05, |
|
"loss": 0.1019, |
|
"step": 34500 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_ACCOUNTNAME_f1": 0.9579124579124579, |
|
"eval_ACCOUNTNUMBER_f1": 0.9563699825479931, |
|
"eval_AGE_f1": 0.9020408163265307, |
|
"eval_AMOUNT_f1": 0.8964401294498382, |
|
"eval_BIC_f1": 0.8895348837209301, |
|
"eval_BITCOINADDRESS_f1": 0.9510763209393347, |
|
"eval_BUILDINGNUMBER_f1": 0.8873379860418743, |
|
"eval_CITY_f1": 0.9390354868061874, |
|
"eval_COMPANYNAME_f1": 0.9735772357723577, |
|
"eval_COUNTY_f1": 0.9761029411764706, |
|
"eval_CREDITCARDCVV_f1": 0.9235668789808916, |
|
"eval_CREDITCARDISSUER_f1": 0.9793621013133209, |
|
"eval_CREDITCARDNUMBER_f1": 0.8895292987512008, |
|
"eval_CURRENCYCODE_f1": 0.8051948051948052, |
|
"eval_CURRENCYNAME_f1": 0.03, |
|
"eval_CURRENCYSYMBOL_f1": 0.9428571428571428, |
|
"eval_CURRENCY_f1": 0.7610419026047566, |
|
"eval_DATE_f1": 0.8481141692150866, |
|
"eval_DOB_f1": 0.6712962962962963, |
|
"eval_EMAIL_f1": 0.9791154791154791, |
|
"eval_ETHEREUMADDRESS_f1": 0.984952120383037, |
|
"eval_EYECOLOR_f1": 0.8804347826086957, |
|
"eval_FIRSTNAME_f1": 0.9650853889943073, |
|
"eval_GENDER_f1": 0.963273871983211, |
|
"eval_HEIGHT_f1": 0.9753086419753086, |
|
"eval_IBAN_f1": 0.9789343246592318, |
|
"eval_IPV4_f1": 0.8252788104089219, |
|
"eval_IPV6_f1": 0.8038194444444444, |
|
"eval_IP_f1": 0.0045871559633027525, |
|
"eval_JOBAREA_f1": 0.856711915535445, |
|
"eval_JOBTITLE_f1": 0.990325417766051, |
|
"eval_JOBTYPE_f1": 0.9363557105492588, |
|
"eval_LASTNAME_f1": 0.9393617021276596, |
|
"eval_LITECOINADDRESS_f1": 0.8757396449704142, |
|
"eval_MAC_f1": 0.9764453961456103, |
|
"eval_MASKEDNUMBER_f1": 0.8474178403755868, |
|
"eval_MIDDLENAME_f1": 0.932142857142857, |
|
"eval_NEARBYGPSCOORDINATE_f1": 0.997005988023952, |
|
"eval_ORDINALDIRECTION_f1": 0.9640591966173361, |
|
"eval_PASSWORD_f1": 0.9706717123935668, |
|
"eval_PHONEIMEI_f1": 0.9944444444444445, |
|
"eval_PHONENUMBER_f1": 0.980728051391863, |
|
"eval_PIN_f1": 0.9197530864197531, |
|
"eval_PREFIX_f1": 0.8691796008869179, |
|
"eval_SECONDARYADDRESS_f1": 0.991285403050109, |
|
"eval_SEX_f1": 0.9729729729729729, |
|
"eval_SSN_f1": 0.9593908629441623, |
|
"eval_STATE_f1": 0.9665711556829034, |
|
"eval_STREET_f1": 0.9567567567567568, |
|
"eval_TIME_f1": 0.9626411815812337, |
|
"eval_URL_f1": 0.9842022116903634, |
|
"eval_USERAGENT_f1": 0.9941245593419505, |
|
"eval_USERNAME_f1": 0.9779591836734695, |
|
"eval_VEHICLEVIN_f1": 0.9653179190751445, |
|
"eval_VEHICLEVRM_f1": 0.9368421052631579, |
|
"eval_ZIPCODE_f1": 0.8850457782299084, |
|
"eval_loss": 0.09577885270118713, |
|
"eval_overall_accuracy": 0.9665111757543293, |
|
"eval_overall_f1": 0.9193563018196992, |
|
"eval_overall_precision": 0.9075506841464288, |
|
"eval_overall_recall": 0.9314731076063381, |
|
"eval_runtime": 57.0806, |
|
"eval_samples_per_second": 152.416, |
|
"eval_steps_per_second": 76.208, |
|
"step": 34796 |
|
}, |
|
{ |
|
"epoch": 2.01, |
|
"learning_rate": 4.2514125473222964e-05, |
|
"loss": 0.0919, |
|
"step": 35000 |
|
}, |
|
{ |
|
"epoch": 2.04, |
|
"learning_rate": 4.210702912598433e-05, |
|
"loss": 0.0829, |
|
"step": 35500 |
|
}, |
|
{ |
|
"epoch": 2.07, |
|
"learning_rate": 4.169121758041648e-05, |
|
"loss": 0.0857, |
|
"step": 36000 |
|
}, |
|
{ |
|
"epoch": 2.1, |
|
"learning_rate": 4.126690267225433e-05, |
|
"loss": 0.0749, |
|
"step": 36500 |
|
}, |
|
{ |
|
"epoch": 2.13, |
|
"learning_rate": 4.083430056928197e-05, |
|
"loss": 0.0889, |
|
"step": 37000 |
|
}, |
|
{ |
|
"epoch": 2.16, |
|
"learning_rate": 4.039363166120575e-05, |
|
"loss": 0.0785, |
|
"step": 37500 |
|
}, |
|
{ |
|
"epoch": 2.18, |
|
"learning_rate": 3.994512044737635e-05, |
|
"loss": 0.0729, |
|
"step": 38000 |
|
}, |
|
{ |
|
"epoch": 2.21, |
|
"learning_rate": 3.9488995422417405e-05, |
|
"loss": 0.0941, |
|
"step": 38500 |
|
}, |
|
{ |
|
"epoch": 2.24, |
|
"learning_rate": 3.902548895981857e-05, |
|
"loss": 0.0796, |
|
"step": 39000 |
|
}, |
|
{ |
|
"epoch": 2.27, |
|
"learning_rate": 3.8554837193552504e-05, |
|
"loss": 0.0808, |
|
"step": 39500 |
|
}, |
|
{ |
|
"epoch": 2.3, |
|
"learning_rate": 3.807727989777621e-05, |
|
"loss": 0.0741, |
|
"step": 40000 |
|
}, |
|
{ |
|
"epoch": 2.33, |
|
"learning_rate": 3.759306036467767e-05, |
|
"loss": 0.0695, |
|
"step": 40500 |
|
}, |
|
{ |
|
"epoch": 2.36, |
|
"learning_rate": 3.710242528053039e-05, |
|
"loss": 0.0862, |
|
"step": 41000 |
|
}, |
|
{ |
|
"epoch": 2.39, |
|
"learning_rate": 3.6605624600018746e-05, |
|
"loss": 0.0815, |
|
"step": 41500 |
|
}, |
|
{ |
|
"epoch": 2.41, |
|
"learning_rate": 3.610291141889822e-05, |
|
"loss": 0.0928, |
|
"step": 42000 |
|
}, |
|
{ |
|
"epoch": 2.44, |
|
"learning_rate": 3.559454184505544e-05, |
|
"loss": 0.0803, |
|
"step": 42500 |
|
}, |
|
{ |
|
"epoch": 2.47, |
|
"learning_rate": 3.508077486803373e-05, |
|
"loss": 0.086, |
|
"step": 43000 |
|
}, |
|
{ |
|
"epoch": 2.5, |
|
"learning_rate": 3.456187222709048e-05, |
|
"loss": 0.0744, |
|
"step": 43500 |
|
}, |
|
{ |
|
"epoch": 2.53, |
|
"learning_rate": 3.403809827785377e-05, |
|
"loss": 0.0703, |
|
"step": 44000 |
|
}, |
|
{ |
|
"epoch": 2.56, |
|
"learning_rate": 3.3509719857646074e-05, |
|
"loss": 0.0803, |
|
"step": 44500 |
|
}, |
|
{ |
|
"epoch": 2.59, |
|
"learning_rate": 3.29770061495436e-05, |
|
"loss": 0.0827, |
|
"step": 45000 |
|
}, |
|
{ |
|
"epoch": 2.62, |
|
"learning_rate": 3.244022854524065e-05, |
|
"loss": 0.0734, |
|
"step": 45500 |
|
}, |
|
{ |
|
"epoch": 2.64, |
|
"learning_rate": 3.189966050678873e-05, |
|
"loss": 0.0865, |
|
"step": 46000 |
|
}, |
|
{ |
|
"epoch": 2.67, |
|
"learning_rate": 3.135557742728099e-05, |
|
"loss": 0.077, |
|
"step": 46500 |
|
}, |
|
{ |
|
"epoch": 2.7, |
|
"learning_rate": 3.0808256490552844e-05, |
|
"loss": 0.0775, |
|
"step": 47000 |
|
}, |
|
{ |
|
"epoch": 2.73, |
|
"learning_rate": 3.025797652997027e-05, |
|
"loss": 0.0776, |
|
"step": 47500 |
|
}, |
|
{ |
|
"epoch": 2.76, |
|
"learning_rate": 2.970501788637782e-05, |
|
"loss": 0.0723, |
|
"step": 48000 |
|
}, |
|
{ |
|
"epoch": 2.79, |
|
"learning_rate": 2.9149662265278633e-05, |
|
"loss": 0.0852, |
|
"step": 48500 |
|
}, |
|
{ |
|
"epoch": 2.82, |
|
"learning_rate": 2.8592192593319127e-05, |
|
"loss": 0.0796, |
|
"step": 49000 |
|
}, |
|
{ |
|
"epoch": 2.85, |
|
"learning_rate": 2.803289287415172e-05, |
|
"loss": 0.0741, |
|
"step": 49500 |
|
}, |
|
{ |
|
"epoch": 2.87, |
|
"learning_rate": 2.747204804374876e-05, |
|
"loss": 0.0764, |
|
"step": 50000 |
|
}, |
|
{ |
|
"epoch": 2.9, |
|
"learning_rate": 2.6909943825241536e-05, |
|
"loss": 0.079, |
|
"step": 50500 |
|
}, |
|
{ |
|
"epoch": 2.93, |
|
"learning_rate": 2.6346866583358242e-05, |
|
"loss": 0.0717, |
|
"step": 51000 |
|
}, |
|
{ |
|
"epoch": 2.96, |
|
"learning_rate": 2.5783103178535106e-05, |
|
"loss": 0.0751, |
|
"step": 51500 |
|
}, |
|
{ |
|
"epoch": 2.99, |
|
"learning_rate": 2.5218940820774976e-05, |
|
"loss": 0.0777, |
|
"step": 52000 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_ACCOUNTNAME_f1": 0.9923793395427604, |
|
"eval_ACCOUNTNUMBER_f1": 0.9878472222222222, |
|
"eval_AGE_f1": 0.9282700421940928, |
|
"eval_AMOUNT_f1": 0.9224489795918367, |
|
"eval_BIC_f1": 0.901840490797546, |
|
"eval_BITCOINADDRESS_f1": 0.8930425752855659, |
|
"eval_BUILDINGNUMBER_f1": 0.894398530762167, |
|
"eval_CITY_f1": 0.9542961608775138, |
|
"eval_COMPANYNAME_f1": 0.9847405900305187, |
|
"eval_COUNTY_f1": 0.9806807727690892, |
|
"eval_CREDITCARDCVV_f1": 0.9190938511326862, |
|
"eval_CREDITCARDISSUER_f1": 0.9831144465290806, |
|
"eval_CREDITCARDNUMBER_f1": 0.9028571428571429, |
|
"eval_CURRENCYCODE_f1": 0.858974358974359, |
|
"eval_CURRENCYNAME_f1": 0.4624624624624625, |
|
"eval_CURRENCYSYMBOL_f1": 0.9502868068833652, |
|
"eval_CURRENCY_f1": 0.7268041237113402, |
|
"eval_DATE_f1": 0.8227320125130344, |
|
"eval_DOB_f1": 0.6514522821576764, |
|
"eval_EMAIL_f1": 0.9883792048929665, |
|
"eval_ETHEREUMADDRESS_f1": 0.9889807162534435, |
|
"eval_EYECOLOR_f1": 0.9273743016759777, |
|
"eval_FIRSTNAME_f1": 0.9726185885075203, |
|
"eval_GENDER_f1": 0.9790794979079498, |
|
"eval_HEIGHT_f1": 0.9813664596273292, |
|
"eval_IBAN_f1": 0.9861982434127979, |
|
"eval_IPV4_f1": 0.8063241106719367, |
|
"eval_IPV6_f1": 0.7957931638913234, |
|
"eval_IP_f1": 0.19642857142857142, |
|
"eval_JOBAREA_f1": 0.9265070189925682, |
|
"eval_JOBTITLE_f1": 0.9964601769911505, |
|
"eval_JOBTYPE_f1": 0.9482001755926253, |
|
"eval_LASTNAME_f1": 0.946916890080429, |
|
"eval_LITECOINADDRESS_f1": 0.7766990291262136, |
|
"eval_MAC_f1": 0.9891540130151845, |
|
"eval_MASKEDNUMBER_f1": 0.8689320388349514, |
|
"eval_MIDDLENAME_f1": 0.9627705627705627, |
|
"eval_NEARBYGPSCOORDINATE_f1": 0.9955156950672646, |
|
"eval_ORDINALDIRECTION_f1": 0.978448275862069, |
|
"eval_PASSWORD_f1": 0.9503161698283649, |
|
"eval_PHONEIMEI_f1": 0.9944289693593316, |
|
"eval_PHONENUMBER_f1": 0.9798941798941798, |
|
"eval_PIN_f1": 0.9085365853658537, |
|
"eval_PREFIX_f1": 0.9462665736217726, |
|
"eval_SECONDARYADDRESS_f1": 0.9902491874322861, |
|
"eval_SEX_f1": 0.9751737835153923, |
|
"eval_SSN_f1": 0.9758576874205844, |
|
"eval_STATE_f1": 0.9764705882352941, |
|
"eval_STREET_f1": 0.965085049239033, |
|
"eval_TIME_f1": 0.9740034662045061, |
|
"eval_URL_f1": 0.988906497622821, |
|
"eval_USERAGENT_f1": 0.9777777777777777, |
|
"eval_USERNAME_f1": 0.9885245901639345, |
|
"eval_VEHICLEVIN_f1": 0.9620991253644315, |
|
"eval_VEHICLEVRM_f1": 0.983957219251337, |
|
"eval_ZIPCODE_f1": 0.8822857142857142, |
|
"eval_loss": 0.09346255660057068, |
|
"eval_overall_accuracy": 0.9662408645989103, |
|
"eval_overall_f1": 0.9274435338796723, |
|
"eval_overall_precision": 0.9169301523426272, |
|
"eval_overall_recall": 0.9382008014411235, |
|
"eval_runtime": 58.4615, |
|
"eval_samples_per_second": 148.816, |
|
"eval_steps_per_second": 74.408, |
|
"step": 52194 |
|
}, |
|
{ |
|
"epoch": 3.02, |
|
"learning_rate": 2.465466692332778e-05, |
|
"loss": 0.0867, |
|
"step": 52500 |
|
}, |
|
{ |
|
"epoch": 3.05, |
|
"learning_rate": 2.4090568956267473e-05, |
|
"loss": 0.0685, |
|
"step": 53000 |
|
}, |
|
{ |
|
"epoch": 3.08, |
|
"learning_rate": 2.3526934300040073e-05, |
|
"loss": 0.0543, |
|
"step": 53500 |
|
}, |
|
{ |
|
"epoch": 3.1, |
|
"learning_rate": 2.2964050099057277e-05, |
|
"loss": 0.0621, |
|
"step": 54000 |
|
}, |
|
{ |
|
"epoch": 3.13, |
|
"learning_rate": 2.2402203115410365e-05, |
|
"loss": 0.0528, |
|
"step": 54500 |
|
}, |
|
{ |
|
"epoch": 3.16, |
|
"learning_rate": 2.1841679582778912e-05, |
|
"loss": 0.0642, |
|
"step": 55000 |
|
}, |
|
{ |
|
"epoch": 3.19, |
|
"learning_rate": 2.128276506060864e-05, |
|
"loss": 0.0604, |
|
"step": 55500 |
|
}, |
|
{ |
|
"epoch": 3.22, |
|
"learning_rate": 2.0725744288632766e-05, |
|
"loss": 0.05, |
|
"step": 56000 |
|
}, |
|
{ |
|
"epoch": 3.25, |
|
"learning_rate": 2.0170901041811027e-05, |
|
"loss": 0.0492, |
|
"step": 56500 |
|
}, |
|
{ |
|
"epoch": 3.28, |
|
"learning_rate": 1.961851798576012e-05, |
|
"loss": 0.0601, |
|
"step": 57000 |
|
}, |
|
{ |
|
"epoch": 3.3, |
|
"learning_rate": 1.906887653274933e-05, |
|
"loss": 0.0533, |
|
"step": 57500 |
|
}, |
|
{ |
|
"epoch": 3.33, |
|
"learning_rate": 1.85222566983347e-05, |
|
"loss": 0.0631, |
|
"step": 58000 |
|
}, |
|
{ |
|
"epoch": 3.36, |
|
"learning_rate": 1.7978936958704744e-05, |
|
"loss": 0.0516, |
|
"step": 58500 |
|
}, |
|
{ |
|
"epoch": 3.39, |
|
"learning_rate": 1.7439194108810348e-05, |
|
"loss": 0.0587, |
|
"step": 59000 |
|
}, |
|
{ |
|
"epoch": 3.42, |
|
"learning_rate": 1.6903303121351276e-05, |
|
"loss": 0.0646, |
|
"step": 59500 |
|
}, |
|
{ |
|
"epoch": 3.45, |
|
"learning_rate": 1.6371537006690952e-05, |
|
"loss": 0.0549, |
|
"step": 60000 |
|
}, |
|
{ |
|
"epoch": 3.48, |
|
"learning_rate": 1.5844166673770928e-05, |
|
"loss": 0.056, |
|
"step": 60500 |
|
}, |
|
{ |
|
"epoch": 3.51, |
|
"learning_rate": 1.5321460792096047e-05, |
|
"loss": 0.0548, |
|
"step": 61000 |
|
}, |
|
{ |
|
"epoch": 3.53, |
|
"learning_rate": 1.4803685654860361e-05, |
|
"loss": 0.0693, |
|
"step": 61500 |
|
}, |
|
{ |
|
"epoch": 3.56, |
|
"learning_rate": 1.4291105043283709e-05, |
|
"loss": 0.0613, |
|
"step": 62000 |
|
}, |
|
{ |
|
"epoch": 3.59, |
|
"learning_rate": 1.3783980092228069e-05, |
|
"loss": 0.0665, |
|
"step": 62500 |
|
}, |
|
{ |
|
"epoch": 3.62, |
|
"learning_rate": 1.3282569157162061e-05, |
|
"loss": 0.0451, |
|
"step": 63000 |
|
}, |
|
{ |
|
"epoch": 3.65, |
|
"learning_rate": 1.2787127682541338e-05, |
|
"loss": 0.0542, |
|
"step": 63500 |
|
}, |
|
{ |
|
"epoch": 3.68, |
|
"learning_rate": 1.2297908071672187e-05, |
|
"loss": 0.0699, |
|
"step": 64000 |
|
}, |
|
{ |
|
"epoch": 3.71, |
|
"learning_rate": 1.1815159558124281e-05, |
|
"loss": 0.0544, |
|
"step": 64500 |
|
}, |
|
{ |
|
"epoch": 3.74, |
|
"learning_rate": 1.1339128078758258e-05, |
|
"loss": 0.0616, |
|
"step": 65000 |
|
}, |
|
{ |
|
"epoch": 3.76, |
|
"learning_rate": 1.087005614843298e-05, |
|
"loss": 0.0544, |
|
"step": 65500 |
|
}, |
|
{ |
|
"epoch": 3.79, |
|
"learning_rate": 1.0408182736455936e-05, |
|
"loss": 0.0635, |
|
"step": 66000 |
|
}, |
|
{ |
|
"epoch": 3.82, |
|
"learning_rate": 9.953743144840025e-06, |
|
"loss": 0.0516, |
|
"step": 66500 |
|
}, |
|
{ |
|
"epoch": 3.85, |
|
"learning_rate": 9.506968888428702e-06, |
|
"loss": 0.0677, |
|
"step": 67000 |
|
}, |
|
{ |
|
"epoch": 3.88, |
|
"learning_rate": 9.068087576950332e-06, |
|
"loss": 0.0424, |
|
"step": 67500 |
|
}, |
|
{ |
|
"epoch": 3.91, |
|
"learning_rate": 8.637322799062229e-06, |
|
"loss": 0.0717, |
|
"step": 68000 |
|
}, |
|
{ |
|
"epoch": 3.94, |
|
"learning_rate": 8.214894008443033e-06, |
|
"loss": 0.044, |
|
"step": 68500 |
|
}, |
|
{ |
|
"epoch": 3.97, |
|
"learning_rate": 7.801016411991797e-06, |
|
"loss": 0.0559, |
|
"step": 69000 |
|
}, |
|
{ |
|
"epoch": 3.99, |
|
"learning_rate": 7.395900860190549e-06, |
|
"loss": 0.0557, |
|
"step": 69500 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_ACCOUNTNAME_f1": 0.9940627650551315, |
|
"eval_ACCOUNTNUMBER_f1": 0.9965277777777778, |
|
"eval_AGE_f1": 0.9190325972660357, |
|
"eval_AMOUNT_f1": 0.9418509418509419, |
|
"eval_BIC_f1": 0.9764705882352941, |
|
"eval_BITCOINADDRESS_f1": 0.9653808110781406, |
|
"eval_BUILDINGNUMBER_f1": 0.9187675070028011, |
|
"eval_CITY_f1": 0.9487179487179487, |
|
"eval_COMPANYNAME_f1": 0.9786802030456853, |
|
"eval_COUNTY_f1": 0.9861495844875345, |
|
"eval_CREDITCARDCVV_f1": 0.9423728813559322, |
|
"eval_CREDITCARDISSUER_f1": 0.9849056603773585, |
|
"eval_CREDITCARDNUMBER_f1": 0.9000989119683482, |
|
"eval_CURRENCYCODE_f1": 0.8875, |
|
"eval_CURRENCYNAME_f1": 0.3933333333333333, |
|
"eval_CURRENCYSYMBOL_f1": 0.9647058823529412, |
|
"eval_CURRENCY_f1": 0.7577639751552794, |
|
"eval_DATE_f1": 0.8627049180327869, |
|
"eval_DOB_f1": 0.700352526439483, |
|
"eval_EMAIL_f1": 0.9932307692307693, |
|
"eval_ETHEREUMADDRESS_f1": 0.9876203576341127, |
|
"eval_EYECOLOR_f1": 0.9548022598870056, |
|
"eval_FIRSTNAME_f1": 0.9735992402659069, |
|
"eval_GENDER_f1": 0.9883597883597883, |
|
"eval_HEIGHT_f1": 0.9968454258675079, |
|
"eval_IBAN_f1": 0.9949748743718593, |
|
"eval_IPV4_f1": 0.8183980967486123, |
|
"eval_IPV6_f1": 0.7747105966162066, |
|
"eval_IP_f1": 0.25, |
|
"eval_JOBAREA_f1": 0.9206081081081081, |
|
"eval_JOBTITLE_f1": 0.9929453262786596, |
|
"eval_JOBTYPE_f1": 0.9493006993006993, |
|
"eval_LASTNAME_f1": 0.9502407704654895, |
|
"eval_LITECOINADDRESS_f1": 0.9075144508670521, |
|
"eval_MAC_f1": 0.9956521739130435, |
|
"eval_MASKEDNUMBER_f1": 0.8749999999999999, |
|
"eval_MIDDLENAME_f1": 0.9543859649122807, |
|
"eval_NEARBYGPSCOORDINATE_f1": 1.0, |
|
"eval_ORDINALDIRECTION_f1": 0.978448275862069, |
|
"eval_PASSWORD_f1": 0.9812382739212008, |
|
"eval_PHONEIMEI_f1": 0.9944289693593316, |
|
"eval_PHONENUMBER_f1": 0.9882604055496265, |
|
"eval_PIN_f1": 0.9309309309309309, |
|
"eval_PREFIX_f1": 0.9523809523809523, |
|
"eval_SECONDARYADDRESS_f1": 0.9934640522875817, |
|
"eval_SEX_f1": 0.9808660624370594, |
|
"eval_SSN_f1": 0.9859154929577464, |
|
"eval_STATE_f1": 0.9793915603532876, |
|
"eval_STREET_f1": 0.9623655913978494, |
|
"eval_TIME_f1": 0.9773519163763067, |
|
"eval_URL_f1": 0.9936507936507937, |
|
"eval_USERAGENT_f1": 0.9941245593419505, |
|
"eval_USERNAME_f1": 0.9852459016393442, |
|
"eval_VEHICLEVIN_f1": 0.9913544668587896, |
|
"eval_VEHICLEVRM_f1": 0.9865229110512129, |
|
"eval_ZIPCODE_f1": 0.9012208657047723, |
|
"eval_loss": 0.09436944872140884, |
|
"eval_overall_accuracy": 0.9695565161107929, |
|
"eval_overall_f1": 0.9370366997541208, |
|
"eval_overall_precision": 0.9285301761478487, |
|
"eval_overall_recall": 0.9457005257159663, |
|
"eval_runtime": 57.9862, |
|
"eval_samples_per_second": 150.036, |
|
"eval_steps_per_second": 75.018, |
|
"step": 69592 |
|
}, |
|
{ |
|
"epoch": 4.02, |
|
"learning_rate": 6.999753739686213e-06, |
|
"loss": 0.0312, |
|
"step": 70000 |
|
}, |
|
{ |
|
"epoch": 4.05, |
|
"learning_rate": 6.612776868146675e-06, |
|
"loss": 0.0379, |
|
"step": 70500 |
|
}, |
|
{ |
|
"epoch": 4.08, |
|
"learning_rate": 6.235167391444508e-06, |
|
"loss": 0.0361, |
|
"step": 71000 |
|
}, |
|
{ |
|
"epoch": 4.11, |
|
"learning_rate": 5.867117683220777e-06, |
|
"loss": 0.0175, |
|
"step": 71500 |
|
}, |
|
{ |
|
"epoch": 4.14, |
|
"learning_rate": 5.5088152468799784e-06, |
|
"loss": 0.0391, |
|
"step": 72000 |
|
}, |
|
{ |
|
"epoch": 4.17, |
|
"learning_rate": 5.16044262006623e-06, |
|
"loss": 0.0296, |
|
"step": 72500 |
|
}, |
|
{ |
|
"epoch": 4.2, |
|
"learning_rate": 4.822177281669241e-06, |
|
"loss": 0.022, |
|
"step": 73000 |
|
}, |
|
{ |
|
"epoch": 4.22, |
|
"learning_rate": 4.4941915614073876e-06, |
|
"loss": 0.0233, |
|
"step": 73500 |
|
}, |
|
{ |
|
"epoch": 4.25, |
|
"learning_rate": 4.17665255203421e-06, |
|
"loss": 0.0348, |
|
"step": 74000 |
|
}, |
|
{ |
|
"epoch": 4.28, |
|
"learning_rate": 3.8697220242127245e-06, |
|
"loss": 0.0339, |
|
"step": 74500 |
|
}, |
|
{ |
|
"epoch": 4.31, |
|
"learning_rate": 3.573556344101153e-06, |
|
"loss": 0.0189, |
|
"step": 75000 |
|
}, |
|
{ |
|
"epoch": 4.34, |
|
"learning_rate": 3.2883063936920227e-06, |
|
"loss": 0.0306, |
|
"step": 75500 |
|
}, |
|
{ |
|
"epoch": 4.37, |
|
"learning_rate": 3.014117493945087e-06, |
|
"loss": 0.0238, |
|
"step": 76000 |
|
}, |
|
{ |
|
"epoch": 4.4, |
|
"learning_rate": 2.7511293307533965e-06, |
|
"loss": 0.0277, |
|
"step": 76500 |
|
}, |
|
{ |
|
"epoch": 4.43, |
|
"learning_rate": 2.499475883780139e-06, |
|
"loss": 0.0353, |
|
"step": 77000 |
|
}, |
|
{ |
|
"epoch": 4.45, |
|
"learning_rate": 2.2592853582025312e-06, |
|
"loss": 0.0315, |
|
"step": 77500 |
|
}, |
|
{ |
|
"epoch": 4.48, |
|
"learning_rate": 2.030680119397499e-06, |
|
"loss": 0.0182, |
|
"step": 78000 |
|
}, |
|
{ |
|
"epoch": 4.51, |
|
"learning_rate": 1.8137766306024984e-06, |
|
"loss": 0.025, |
|
"step": 78500 |
|
}, |
|
{ |
|
"epoch": 4.54, |
|
"learning_rate": 1.608685393583173e-06, |
|
"loss": 0.0228, |
|
"step": 79000 |
|
}, |
|
{ |
|
"epoch": 4.57, |
|
"learning_rate": 1.4155108923380428e-06, |
|
"loss": 0.0475, |
|
"step": 79500 |
|
}, |
|
{ |
|
"epoch": 4.6, |
|
"learning_rate": 1.2343515398690607e-06, |
|
"loss": 0.0289, |
|
"step": 80000 |
|
}, |
|
{ |
|
"epoch": 4.63, |
|
"learning_rate": 1.0652996280449219e-06, |
|
"loss": 0.0478, |
|
"step": 80500 |
|
}, |
|
{ |
|
"epoch": 4.66, |
|
"learning_rate": 9.084412805828751e-07, |
|
"loss": 0.0352, |
|
"step": 81000 |
|
}, |
|
{ |
|
"epoch": 4.68, |
|
"learning_rate": 7.638564091728917e-07, |
|
"loss": 0.0359, |
|
"step": 81500 |
|
}, |
|
{ |
|
"epoch": 4.71, |
|
"learning_rate": 6.316186727665319e-07, |
|
"loss": 0.0316, |
|
"step": 82000 |
|
}, |
|
{ |
|
"epoch": 4.74, |
|
"learning_rate": 5.117954400512992e-07, |
|
"loss": 0.0226, |
|
"step": 82500 |
|
}, |
|
{ |
|
"epoch": 4.77, |
|
"learning_rate": 4.0444775512958334e-07, |
|
"loss": 0.0295, |
|
"step": 83000 |
|
}, |
|
{ |
|
"epoch": 4.8, |
|
"learning_rate": 3.0963030641966427e-07, |
|
"loss": 0.0469, |
|
"step": 83500 |
|
}, |
|
{ |
|
"epoch": 4.83, |
|
"learning_rate": 2.2739139879461303e-07, |
|
"loss": 0.0296, |
|
"step": 84000 |
|
}, |
|
{ |
|
"epoch": 4.86, |
|
"learning_rate": 1.5777292897331542e-07, |
|
"loss": 0.0224, |
|
"step": 84500 |
|
}, |
|
{ |
|
"epoch": 4.89, |
|
"learning_rate": 1.0081036417614598e-07, |
|
"loss": 0.0382, |
|
"step": 85000 |
|
}, |
|
{ |
|
"epoch": 4.91, |
|
"learning_rate": 5.653272405612975e-08, |
|
"loss": 0.0288, |
|
"step": 85500 |
|
}, |
|
{ |
|
"epoch": 4.94, |
|
"learning_rate": 2.4962565914846137e-08, |
|
"loss": 0.0401, |
|
"step": 86000 |
|
}, |
|
{ |
|
"epoch": 4.97, |
|
"learning_rate": 6.1159732105936505e-09, |
|
"loss": 0.0285, |
|
"step": 86500 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_ACCOUNTNAME_f1": 0.9915397631133671, |
|
"eval_ACCOUNTNUMBER_f1": 0.9948006932409013, |
|
"eval_AGE_f1": 0.9308176100628931, |
|
"eval_AMOUNT_f1": 0.9351927809680065, |
|
"eval_BIC_f1": 0.9736070381231672, |
|
"eval_BITCOINADDRESS_f1": 0.9673590504451038, |
|
"eval_BUILDINGNUMBER_f1": 0.9168241965973535, |
|
"eval_CITY_f1": 0.9561243144424133, |
|
"eval_COMPANYNAME_f1": 0.975609756097561, |
|
"eval_COUNTY_f1": 0.9842738205365403, |
|
"eval_CREDITCARDCVV_f1": 0.9735099337748344, |
|
"eval_CREDITCARDISSUER_f1": 0.9849056603773585, |
|
"eval_CREDITCARDNUMBER_f1": 0.8984375, |
|
"eval_CURRENCYCODE_f1": 0.8734177215189873, |
|
"eval_CURRENCYNAME_f1": 0.4161490683229814, |
|
"eval_CURRENCYSYMBOL_f1": 0.9668615984405459, |
|
"eval_CURRENCY_f1": 0.735632183908046, |
|
"eval_DATE_f1": 0.850974196945761, |
|
"eval_DOB_f1": 0.7083333333333334, |
|
"eval_EMAIL_f1": 0.9944615384615385, |
|
"eval_ETHEREUMADDRESS_f1": 0.9903448275862069, |
|
"eval_EYECOLOR_f1": 0.9631728045325779, |
|
"eval_FIRSTNAME_f1": 0.9753581661891118, |
|
"eval_GENDER_f1": 0.9926082365364309, |
|
"eval_HEIGHT_f1": 0.9968454258675079, |
|
"eval_IBAN_f1": 0.9974811083123425, |
|
"eval_IPV4_f1": 0.7983471074380165, |
|
"eval_IPV6_f1": 0.7534246575342466, |
|
"eval_IP_f1": 0.38431372549019605, |
|
"eval_JOBAREA_f1": 0.923728813559322, |
|
"eval_JOBTITLE_f1": 0.995579133510168, |
|
"eval_JOBTYPE_f1": 0.9509632224168126, |
|
"eval_LASTNAME_f1": 0.9504528502930207, |
|
"eval_LITECOINADDRESS_f1": 0.9239766081871345, |
|
"eval_MAC_f1": 1.0, |
|
"eval_MASKEDNUMBER_f1": 0.8738317757009345, |
|
"eval_MIDDLENAME_f1": 0.9588801399825021, |
|
"eval_NEARBYGPSCOORDINATE_f1": 0.9985007496251874, |
|
"eval_ORDINALDIRECTION_f1": 0.978448275862069, |
|
"eval_PASSWORD_f1": 0.983050847457627, |
|
"eval_PHONEIMEI_f1": 0.9944289693593316, |
|
"eval_PHONENUMBER_f1": 0.9913606911447084, |
|
"eval_PIN_f1": 0.948012232415902, |
|
"eval_PREFIX_f1": 0.9419986023759609, |
|
"eval_SECONDARYADDRESS_f1": 0.9956427015250544, |
|
"eval_SEX_f1": 0.9819639278557114, |
|
"eval_SSN_f1": 0.9859514687100894, |
|
"eval_STATE_f1": 0.9794319294809011, |
|
"eval_STREET_f1": 0.963096309630963, |
|
"eval_TIME_f1": 0.9773913043478261, |
|
"eval_URL_f1": 0.9936507936507937, |
|
"eval_USERAGENT_f1": 0.9906103286384976, |
|
"eval_USERNAME_f1": 0.9885245901639345, |
|
"eval_VEHICLEVIN_f1": 0.9827586206896551, |
|
"eval_VEHICLEVRM_f1": 0.9946236559139785, |
|
"eval_ZIPCODE_f1": 0.9114754098360656, |
|
"eval_loss": 0.12854912877082825, |
|
"eval_overall_accuracy": 0.9693457230079432, |
|
"eval_overall_f1": 0.9369474470916348, |
|
"eval_overall_precision": 0.9292067394605539, |
|
"eval_overall_recall": 0.9448182052130436, |
|
"eval_runtime": 57.3676, |
|
"eval_samples_per_second": 151.654, |
|
"eval_steps_per_second": 75.827, |
|
"step": 86990 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"step": 86990, |
|
"total_flos": 2605121925804648.0, |
|
"train_loss": 0.13818572199280227, |
|
"train_runtime": 2990.1877, |
|
"train_samples_per_second": 58.184, |
|
"train_steps_per_second": 29.092 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_ACCOUNTNAME_f1": 0.9923793395427604, |
|
"eval_ACCOUNTNUMBER_f1": 0.9878472222222222, |
|
"eval_AGE_f1": 0.9282700421940928, |
|
"eval_AMOUNT_f1": 0.9224489795918367, |
|
"eval_BIC_f1": 0.901840490797546, |
|
"eval_BITCOINADDRESS_f1": 0.8930425752855659, |
|
"eval_BUILDINGNUMBER_f1": 0.894398530762167, |
|
"eval_CITY_f1": 0.9542961608775138, |
|
"eval_COMPANYNAME_f1": 0.9847405900305187, |
|
"eval_COUNTY_f1": 0.9806807727690892, |
|
"eval_CREDITCARDCVV_f1": 0.9190938511326862, |
|
"eval_CREDITCARDISSUER_f1": 0.9831144465290806, |
|
"eval_CREDITCARDNUMBER_f1": 0.9028571428571429, |
|
"eval_CURRENCYCODE_f1": 0.858974358974359, |
|
"eval_CURRENCYNAME_f1": 0.4624624624624625, |
|
"eval_CURRENCYSYMBOL_f1": 0.9502868068833652, |
|
"eval_CURRENCY_f1": 0.7268041237113402, |
|
"eval_DATE_f1": 0.8227320125130344, |
|
"eval_DOB_f1": 0.6514522821576764, |
|
"eval_EMAIL_f1": 0.9883792048929665, |
|
"eval_ETHEREUMADDRESS_f1": 0.9889807162534435, |
|
"eval_EYECOLOR_f1": 0.9273743016759777, |
|
"eval_FIRSTNAME_f1": 0.9726185885075203, |
|
"eval_GENDER_f1": 0.9790794979079498, |
|
"eval_HEIGHT_f1": 0.9813664596273292, |
|
"eval_IBAN_f1": 0.9861982434127979, |
|
"eval_IPV4_f1": 0.8063241106719367, |
|
"eval_IPV6_f1": 0.7957931638913234, |
|
"eval_IP_f1": 0.19642857142857142, |
|
"eval_JOBAREA_f1": 0.9265070189925682, |
|
"eval_JOBTITLE_f1": 0.9964601769911505, |
|
"eval_JOBTYPE_f1": 0.9482001755926253, |
|
"eval_LASTNAME_f1": 0.946916890080429, |
|
"eval_LITECOINADDRESS_f1": 0.7766990291262136, |
|
"eval_MAC_f1": 0.9891540130151845, |
|
"eval_MASKEDNUMBER_f1": 0.8689320388349514, |
|
"eval_MIDDLENAME_f1": 0.9627705627705627, |
|
"eval_NEARBYGPSCOORDINATE_f1": 0.9955156950672646, |
|
"eval_ORDINALDIRECTION_f1": 0.978448275862069, |
|
"eval_PASSWORD_f1": 0.9503161698283649, |
|
"eval_PHONEIMEI_f1": 0.9944289693593316, |
|
"eval_PHONENUMBER_f1": 0.9798941798941798, |
|
"eval_PIN_f1": 0.9085365853658537, |
|
"eval_PREFIX_f1": 0.9462665736217726, |
|
"eval_SECONDARYADDRESS_f1": 0.9902491874322861, |
|
"eval_SEX_f1": 0.9751737835153923, |
|
"eval_SSN_f1": 0.9758576874205844, |
|
"eval_STATE_f1": 0.9764705882352941, |
|
"eval_STREET_f1": 0.965085049239033, |
|
"eval_TIME_f1": 0.9740034662045061, |
|
"eval_URL_f1": 0.988906497622821, |
|
"eval_USERAGENT_f1": 0.9777777777777777, |
|
"eval_USERNAME_f1": 0.9885245901639345, |
|
"eval_VEHICLEVIN_f1": 0.9620991253644315, |
|
"eval_VEHICLEVRM_f1": 0.983957219251337, |
|
"eval_ZIPCODE_f1": 0.8822857142857142, |
|
"eval_loss": 0.09346255660057068, |
|
"eval_overall_accuracy": 0.9662408645989103, |
|
"eval_overall_f1": 0.9274435338796723, |
|
"eval_overall_precision": 0.9169301523426272, |
|
"eval_overall_recall": 0.9382008014411235, |
|
"eval_runtime": 57.5742, |
|
"eval_samples_per_second": 151.109, |
|
"eval_steps_per_second": 75.555, |
|
"step": 86990 |
|
} |
|
], |
|
"max_steps": 86990, |
|
"num_train_epochs": 5, |
|
"total_flos": 2605121925804648.0, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|