| { | |
| "best_metric": 0.10785039514303207, | |
| "best_model_checkpoint": "ai4privacy_v2_adapter_en/checkpoint-6528", | |
| "epoch": 6.0, | |
| "eval_steps": 500, | |
| "global_step": 6528, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.46, | |
| "learning_rate": 1.9142419601837675e-05, | |
| "loss": 2.8226, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 0.92, | |
| "learning_rate": 3.828483920367535e-05, | |
| "loss": 0.9109, | |
| "step": 1000 | |
| }, | |
| { | |
| "epoch": 1.0, | |
| "eval_ACCOUNTNAME_f1": 0.20342205323193913, | |
| "eval_ACCOUNTNUMBER_f1": 0.3039927404718693, | |
| "eval_AGE_f1": 0.07516339869281047, | |
| "eval_AMOUNT_f1": 0.11468695143358691, | |
| "eval_BIC_f1": 0.09345794392523366, | |
| "eval_BITCOINADDRESS_f1": 0.5972108285479902, | |
| "eval_BUILDINGNUMBER_f1": 0.06732117812061712, | |
| "eval_CITY_f1": 0.0, | |
| "eval_COMPANYNAME_f1": 0.0024301336573511545, | |
| "eval_COUNTY_f1": 0.0, | |
| "eval_CREDITCARDCVV_f1": 0.0, | |
| "eval_CREDITCARDISSUER_f1": 0.0, | |
| "eval_CREDITCARDNUMBER_f1": 0.11406096361848575, | |
| "eval_CURRENCYCODE_f1": 0.0, | |
| "eval_CURRENCYNAME_f1": 0.0, | |
| "eval_CURRENCYSYMBOL_f1": 0.011152416356877323, | |
| "eval_CURRENCY_f1": 0.0, | |
| "eval_DATE_f1": 0.7136667979519495, | |
| "eval_DOB_f1": 0.0, | |
| "eval_EMAIL_f1": 0.9095074455899198, | |
| "eval_ETHEREUMADDRESS_f1": 0.9118881118881119, | |
| "eval_EYECOLOR_f1": 0.0, | |
| "eval_FIRSTNAME_f1": 0.3152098037694873, | |
| "eval_GENDER_f1": 0.0, | |
| "eval_HEIGHT_f1": 0.0, | |
| "eval_IBAN_f1": 0.8248337028824834, | |
| "eval_IPV4_f1": 0.6785225718194254, | |
| "eval_IPV6_f1": 0.419889502762431, | |
| "eval_IP_f1": 0.0, | |
| "eval_JOBAREA_f1": 0.0, | |
| "eval_JOBTITLE_f1": 0.04747320061255742, | |
| "eval_JOBTYPE_f1": 0.0, | |
| "eval_LASTNAME_f1": 0.0167427701674277, | |
| "eval_LITECOINADDRESS_f1": 0.09073724007561437, | |
| "eval_MAC_f1": 0.6333333333333333, | |
| "eval_MASKEDNUMBER_f1": 0.0011037527593818985, | |
| "eval_MIDDLENAME_f1": 0.0, | |
| "eval_NEARBYGPSCOORDINATE_f1": 0.9525222551928784, | |
| "eval_ORDINALDIRECTION_f1": 0.0, | |
| "eval_PASSWORD_f1": 0.6438152011922503, | |
| "eval_PHONEIMEI_f1": 0.3917525773195876, | |
| "eval_PHONENUMBER_f1": 0.2703045685279188, | |
| "eval_PIN_f1": 0.0, | |
| "eval_PREFIX_f1": 0.009852216748768471, | |
| "eval_SECONDARYADDRESS_f1": 0.239450441609421, | |
| "eval_SEX_f1": 0.0, | |
| "eval_SSN_f1": 0.02197802197802198, | |
| "eval_STATE_f1": 0.0, | |
| "eval_STREET_f1": 0.027568922305764413, | |
| "eval_TIME_f1": 0.555667001003009, | |
| "eval_URL_f1": 0.9657980456026058, | |
| "eval_USERAGENT_f1": 0.815668202764977, | |
| "eval_USERNAME_f1": 0.04152712659075687, | |
| "eval_VEHICLEVIN_f1": 0.39554317548746515, | |
| "eval_VEHICLEVRM_f1": 0.010582010582010581, | |
| "eval_ZIPCODE_f1": 0.018083182640144666, | |
| "eval_loss": 0.5092686414718628, | |
| "eval_overall_accuracy": 0.8498586556911224, | |
| "eval_overall_f1": 0.2955823032934277, | |
| "eval_overall_precision": 0.26884540578770555, | |
| "eval_overall_recall": 0.3282245008094981, | |
| "eval_runtime": 97.2896, | |
| "eval_samples_per_second": 89.434, | |
| "eval_steps_per_second": 2.796, | |
| "step": 1088 | |
| }, | |
| { | |
| "epoch": 1.38, | |
| "learning_rate": 4.814247414783608e-05, | |
| "loss": 0.4619, | |
| "step": 1500 | |
| }, | |
| { | |
| "epoch": 1.84, | |
| "learning_rate": 4.3355036384527004e-05, | |
| "loss": 0.2793, | |
| "step": 2000 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "eval_ACCOUNTNAME_f1": 0.9684400360685302, | |
| "eval_ACCOUNTNUMBER_f1": 0.87893864013267, | |
| "eval_AGE_f1": 0.7560718057022174, | |
| "eval_AMOUNT_f1": 0.3604240282685512, | |
| "eval_BIC_f1": 0.7609427609427608, | |
| "eval_BITCOINADDRESS_f1": 0.8715415019762845, | |
| "eval_BUILDINGNUMBER_f1": 0.649155722326454, | |
| "eval_CITY_f1": 0.4956011730205278, | |
| "eval_COMPANYNAME_f1": 0.8028045574057844, | |
| "eval_COUNTY_f1": 0.5558397271952259, | |
| "eval_CREDITCARDCVV_f1": 0.775623268698061, | |
| "eval_CREDITCARDISSUER_f1": 0.6575342465753425, | |
| "eval_CREDITCARDNUMBER_f1": 0.5363469761759315, | |
| "eval_CURRENCYCODE_f1": 0.128, | |
| "eval_CURRENCYNAME_f1": 0.0, | |
| "eval_CURRENCYSYMBOL_f1": 0.590990990990991, | |
| "eval_CURRENCY_f1": 0.46710526315789475, | |
| "eval_DATE_f1": 0.7730881738403678, | |
| "eval_DOB_f1": 0.01858736059479554, | |
| "eval_EMAIL_f1": 0.9838226482923906, | |
| "eval_ETHEREUMADDRESS_f1": 0.9464788732394367, | |
| "eval_EYECOLOR_f1": 0.4481605351170569, | |
| "eval_FIRSTNAME_f1": 0.7689129052765417, | |
| "eval_GENDER_f1": 0.5160075329566854, | |
| "eval_HEIGHT_f1": 0.7445652173913043, | |
| "eval_IBAN_f1": 0.923444976076555, | |
| "eval_IPV4_f1": 0.822593476531424, | |
| "eval_IPV6_f1": 0.8006644518272426, | |
| "eval_IP_f1": 0.0, | |
| "eval_JOBAREA_f1": 0.5588516746411483, | |
| "eval_JOBTITLE_f1": 0.8711755233494364, | |
| "eval_JOBTYPE_f1": 0.6552567237163814, | |
| "eval_LASTNAME_f1": 0.6633663366336633, | |
| "eval_LITECOINADDRESS_f1": 0.7055837563451777, | |
| "eval_MAC_f1": 0.9315068493150684, | |
| "eval_MASKEDNUMBER_f1": 0.038159371492704826, | |
| "eval_MIDDLENAME_f1": 0.06608695652173913, | |
| "eval_NEARBYGPSCOORDINATE_f1": 0.9954058192955589, | |
| "eval_ORDINALDIRECTION_f1": 0.8827930174563591, | |
| "eval_PASSWORD_f1": 0.9269949066213922, | |
| "eval_PHONEIMEI_f1": 0.9692737430167597, | |
| "eval_PHONENUMBER_f1": 0.8621399176954733, | |
| "eval_PIN_f1": 0.14814814814814814, | |
| "eval_PREFIX_f1": 0.8783216783216783, | |
| "eval_SECONDARYADDRESS_f1": 0.9119830328738069, | |
| "eval_SEX_f1": 0.9261744966442953, | |
| "eval_SSN_f1": 0.8706998813760379, | |
| "eval_STATE_f1": 0.6692975532754538, | |
| "eval_STREET_f1": 0.7378455672068636, | |
| "eval_TIME_f1": 0.9151943462897527, | |
| "eval_URL_f1": 0.9885807504078303, | |
| "eval_USERAGENT_f1": 0.9523809523809524, | |
| "eval_USERNAME_f1": 0.8858654572940287, | |
| "eval_VEHICLEVIN_f1": 0.8352272727272727, | |
| "eval_VEHICLEVRM_f1": 0.8976377952755905, | |
| "eval_ZIPCODE_f1": 0.6465661641541037, | |
| "eval_loss": 0.19034649431705475, | |
| "eval_overall_accuracy": 0.9308965476835646, | |
| "eval_overall_f1": 0.7265048610632282, | |
| "eval_overall_precision": 0.6973888870503359, | |
| "eval_overall_recall": 0.7581579420759129, | |
| "eval_runtime": 94.5565, | |
| "eval_samples_per_second": 92.019, | |
| "eval_steps_per_second": 2.877, | |
| "step": 2176 | |
| }, | |
| { | |
| "epoch": 2.3, | |
| "learning_rate": 3.856759862121793e-05, | |
| "loss": 0.2076, | |
| "step": 2500 | |
| }, | |
| { | |
| "epoch": 2.76, | |
| "learning_rate": 3.3780160857908846e-05, | |
| "loss": 0.1707, | |
| "step": 3000 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "eval_ACCOUNTNAME_f1": 0.9702434625788998, | |
| "eval_ACCOUNTNUMBER_f1": 0.9396325459317585, | |
| "eval_AGE_f1": 0.8119658119658119, | |
| "eval_AMOUNT_f1": 0.6101694915254238, | |
| "eval_BIC_f1": 0.9297658862876254, | |
| "eval_BITCOINADDRESS_f1": 0.9033570701932858, | |
| "eval_BUILDINGNUMBER_f1": 0.7408726625111309, | |
| "eval_CITY_f1": 0.6204772902232486, | |
| "eval_COMPANYNAME_f1": 0.892193308550186, | |
| "eval_COUNTY_f1": 0.7127659574468086, | |
| "eval_CREDITCARDCVV_f1": 0.844559585492228, | |
| "eval_CREDITCARDISSUER_f1": 0.9217970049916806, | |
| "eval_CREDITCARDNUMBER_f1": 0.6982829108748978, | |
| "eval_CURRENCYCODE_f1": 0.5379746835443038, | |
| "eval_CURRENCYNAME_f1": 0.010582010582010581, | |
| "eval_CURRENCYSYMBOL_f1": 0.6876737720111215, | |
| "eval_CURRENCY_f1": 0.5504032258064515, | |
| "eval_DATE_f1": 0.6125166444740345, | |
| "eval_DOB_f1": 0.32593856655290104, | |
| "eval_EMAIL_f1": 0.9891566265060241, | |
| "eval_ETHEREUMADDRESS_f1": 0.9955947136563876, | |
| "eval_EYECOLOR_f1": 0.6646884272997032, | |
| "eval_FIRSTNAME_f1": 0.8357781753130591, | |
| "eval_GENDER_f1": 0.753959873284055, | |
| "eval_HEIGHT_f1": 0.8858695652173912, | |
| "eval_IBAN_f1": 0.9430303030303031, | |
| "eval_IPV4_f1": 0.8313349320543564, | |
| "eval_IPV6_f1": 0.7993311036789298, | |
| "eval_IP_f1": 0.0, | |
| "eval_JOBAREA_f1": 0.8235294117647058, | |
| "eval_JOBTITLE_f1": 0.9240506329113924, | |
| "eval_JOBTYPE_f1": 0.8191304347826087, | |
| "eval_LASTNAME_f1": 0.7503539405379895, | |
| "eval_LITECOINADDRESS_f1": 0.7882037533512065, | |
| "eval_MAC_f1": 0.9411764705882352, | |
| "eval_MASKEDNUMBER_f1": 0.5129310344827586, | |
| "eval_MIDDLENAME_f1": 0.4005102040816327, | |
| "eval_NEARBYGPSCOORDINATE_f1": 0.9969418960244648, | |
| "eval_ORDINALDIRECTION_f1": 0.9452054794520549, | |
| "eval_PASSWORD_f1": 0.9618055555555555, | |
| "eval_PHONEIMEI_f1": 0.9900142653352354, | |
| "eval_PHONENUMBER_f1": 0.9451913133402274, | |
| "eval_PIN_f1": 0.5017921146953406, | |
| "eval_PREFIX_f1": 0.8958904109589041, | |
| "eval_SECONDARYADDRESS_f1": 0.9347593582887699, | |
| "eval_SEX_f1": 0.9406130268199233, | |
| "eval_SSN_f1": 0.9523809523809523, | |
| "eval_STATE_f1": 0.7643097643097643, | |
| "eval_STREET_f1": 0.7746835443037975, | |
| "eval_TIME_f1": 0.9496910856134158, | |
| "eval_URL_f1": 0.9942857142857143, | |
| "eval_USERAGENT_f1": 0.9713603818615751, | |
| "eval_USERNAME_f1": 0.9273570324574962, | |
| "eval_VEHICLEVIN_f1": 0.9047619047619049, | |
| "eval_VEHICLEVRM_f1": 0.9645776566757492, | |
| "eval_ZIPCODE_f1": 0.7386888273314866, | |
| "eval_loss": 0.13880883157253265, | |
| "eval_overall_accuracy": 0.9467036749520308, | |
| "eval_overall_f1": 0.8000138386756387, | |
| "eval_overall_precision": 0.7704404611181449, | |
| "eval_overall_recall": 0.831948192120885, | |
| "eval_runtime": 94.4623, | |
| "eval_samples_per_second": 92.111, | |
| "eval_steps_per_second": 2.879, | |
| "step": 3264 | |
| }, | |
| { | |
| "epoch": 3.22, | |
| "learning_rate": 2.899272309459977e-05, | |
| "loss": 0.1498, | |
| "step": 3500 | |
| }, | |
| { | |
| "epoch": 3.68, | |
| "learning_rate": 2.4205285331290695e-05, | |
| "loss": 0.1373, | |
| "step": 4000 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "eval_ACCOUNTNAME_f1": 0.965085049239033, | |
| "eval_ACCOUNTNUMBER_f1": 0.9510240427426536, | |
| "eval_AGE_f1": 0.826271186440678, | |
| "eval_AMOUNT_f1": 0.7169042769857433, | |
| "eval_BIC_f1": 0.9591836734693878, | |
| "eval_BITCOINADDRESS_f1": 0.9254341164453525, | |
| "eval_BUILDINGNUMBER_f1": 0.8150873965041399, | |
| "eval_CITY_f1": 0.7794612794612793, | |
| "eval_COMPANYNAME_f1": 0.9147727272727273, | |
| "eval_COUNTY_f1": 0.8059701492537313, | |
| "eval_CREDITCARDCVV_f1": 0.8807785888077859, | |
| "eval_CREDITCARDISSUER_f1": 0.9523809523809524, | |
| "eval_CREDITCARDNUMBER_f1": 0.8006785411365565, | |
| "eval_CURRENCYCODE_f1": 0.5655976676384841, | |
| "eval_CURRENCYNAME_f1": 0.024896265560165973, | |
| "eval_CURRENCYSYMBOL_f1": 0.7999999999999998, | |
| "eval_CURRENCY_f1": 0.5676229508196721, | |
| "eval_DATE_f1": 0.7858391608391608, | |
| "eval_DOB_f1": 0.34248366013071896, | |
| "eval_EMAIL_f1": 0.9909801563439566, | |
| "eval_ETHEREUMADDRESS_f1": 0.9868613138686132, | |
| "eval_EYECOLOR_f1": 0.7551622418879056, | |
| "eval_FIRSTNAME_f1": 0.8609062170706007, | |
| "eval_GENDER_f1": 0.8396793587174348, | |
| "eval_HEIGHT_f1": 0.8980716253443526, | |
| "eval_IBAN_f1": 0.977886977886978, | |
| "eval_IPV4_f1": 0.8309409888357256, | |
| "eval_IPV6_f1": 0.31789473684210523, | |
| "eval_IP_f1": 0.027777777777777773, | |
| "eval_JOBAREA_f1": 0.864297253634895, | |
| "eval_JOBTITLE_f1": 0.9474535165723524, | |
| "eval_JOBTYPE_f1": 0.8999999999999999, | |
| "eval_LASTNAME_f1": 0.7812499999999999, | |
| "eval_LITECOINADDRESS_f1": 0.8414985590778098, | |
| "eval_MAC_f1": 0.9749430523917996, | |
| "eval_MASKEDNUMBER_f1": 0.619105199516324, | |
| "eval_MIDDLENAME_f1": 0.46172248803827753, | |
| "eval_NEARBYGPSCOORDINATE_f1": 0.9969418960244648, | |
| "eval_ORDINALDIRECTION_f1": 0.9519450800915331, | |
| "eval_PASSWORD_f1": 0.9710780017528484, | |
| "eval_PHONEIMEI_f1": 0.9914285714285714, | |
| "eval_PHONENUMBER_f1": 0.9700103412616339, | |
| "eval_PIN_f1": 0.6733333333333333, | |
| "eval_PREFIX_f1": 0.9088416723783415, | |
| "eval_SECONDARYADDRESS_f1": 0.9420600858369098, | |
| "eval_SEX_f1": 0.9732408325074331, | |
| "eval_SSN_f1": 0.9670886075949368, | |
| "eval_STATE_f1": 0.83596214511041, | |
| "eval_STREET_f1": 0.8493919550982227, | |
| "eval_TIME_f1": 0.944153577661431, | |
| "eval_URL_f1": 0.9942763695829927, | |
| "eval_USERAGENT_f1": 0.9618138424821001, | |
| "eval_USERNAME_f1": 0.9486780715396579, | |
| "eval_VEHICLEVIN_f1": 0.9838187702265372, | |
| "eval_VEHICLEVRM_f1": 0.9672131147540984, | |
| "eval_ZIPCODE_f1": 0.8092835519677094, | |
| "eval_loss": 0.11968772113323212, | |
| "eval_overall_accuracy": 0.9509308218475825, | |
| "eval_overall_f1": 0.8173824304787822, | |
| "eval_overall_precision": 0.7751290322580645, | |
| "eval_overall_recall": 0.8645080050368771, | |
| "eval_runtime": 95.4105, | |
| "eval_samples_per_second": 91.195, | |
| "eval_steps_per_second": 2.851, | |
| "step": 4352 | |
| }, | |
| { | |
| "epoch": 4.14, | |
| "learning_rate": 1.9417847567981616e-05, | |
| "loss": 0.1263, | |
| "step": 4500 | |
| }, | |
| { | |
| "epoch": 4.6, | |
| "learning_rate": 1.4630409804672541e-05, | |
| "loss": 0.1202, | |
| "step": 5000 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "eval_ACCOUNTNAME_f1": 0.9720468890892696, | |
| "eval_ACCOUNTNUMBER_f1": 0.9634255129348795, | |
| "eval_AGE_f1": 0.835978835978836, | |
| "eval_AMOUNT_f1": 0.74234573716439, | |
| "eval_BIC_f1": 0.975609756097561, | |
| "eval_BITCOINADDRESS_f1": 0.9326530612244899, | |
| "eval_BUILDINGNUMBER_f1": 0.8267942583732059, | |
| "eval_CITY_f1": 0.8031088082901555, | |
| "eval_COMPANYNAME_f1": 0.9134157944814462, | |
| "eval_COUNTY_f1": 0.8403508771929824, | |
| "eval_CREDITCARDCVV_f1": 0.8792270531400966, | |
| "eval_CREDITCARDISSUER_f1": 0.9659643435980552, | |
| "eval_CREDITCARDNUMBER_f1": 0.7957181088314006, | |
| "eval_CURRENCYCODE_f1": 0.6158536585365854, | |
| "eval_CURRENCYNAME_f1": 0.016736401673640166, | |
| "eval_CURRENCYSYMBOL_f1": 0.8131868131868132, | |
| "eval_CURRENCY_f1": 0.5723076923076923, | |
| "eval_DATE_f1": 0.7913669064748201, | |
| "eval_DOB_f1": 0.4300822561692127, | |
| "eval_EMAIL_f1": 0.9927710843373494, | |
| "eval_ETHEREUMADDRESS_f1": 0.9941348973607038, | |
| "eval_EYECOLOR_f1": 0.7543859649122807, | |
| "eval_FIRSTNAME_f1": 0.8658600736454498, | |
| "eval_GENDER_f1": 0.8870803662258392, | |
| "eval_HEIGHT_f1": 0.9120879120879121, | |
| "eval_IBAN_f1": 0.9694749694749695, | |
| "eval_IPV4_f1": 0.8361310951239009, | |
| "eval_IPV6_f1": 0.7007633587786259, | |
| "eval_IP_f1": 0.013675213675213675, | |
| "eval_JOBAREA_f1": 0.9108061749571184, | |
| "eval_JOBTITLE_f1": 0.962295081967213, | |
| "eval_JOBTYPE_f1": 0.9125683060109289, | |
| "eval_LASTNAME_f1": 0.7782898105478752, | |
| "eval_LITECOINADDRESS_f1": 0.84593837535014, | |
| "eval_MAC_f1": 0.9749430523917996, | |
| "eval_MASKEDNUMBER_f1": 0.676957001102536, | |
| "eval_MIDDLENAME_f1": 0.49435665914221216, | |
| "eval_NEARBYGPSCOORDINATE_f1": 0.9984686064318529, | |
| "eval_ORDINALDIRECTION_f1": 0.9519450800915331, | |
| "eval_PASSWORD_f1": 0.9753521126760563, | |
| "eval_PHONEIMEI_f1": 0.9899856938483547, | |
| "eval_PHONENUMBER_f1": 0.967280163599182, | |
| "eval_PIN_f1": 0.7647058823529412, | |
| "eval_PREFIX_f1": 0.911461908030199, | |
| "eval_SECONDARYADDRESS_f1": 0.9483870967741935, | |
| "eval_SEX_f1": 0.9759999999999999, | |
| "eval_SSN_f1": 0.9770992366412213, | |
| "eval_STATE_f1": 0.8587570621468926, | |
| "eval_STREET_f1": 0.8590102707749767, | |
| "eval_TIME_f1": 0.9526315789473685, | |
| "eval_URL_f1": 0.9975429975429976, | |
| "eval_USERAGENT_f1": 0.9820359281437125, | |
| "eval_USERNAME_f1": 0.9546875000000001, | |
| "eval_VEHICLEVIN_f1": 0.9870967741935484, | |
| "eval_VEHICLEVRM_f1": 0.9916434540389973, | |
| "eval_ZIPCODE_f1": 0.8132530120481928, | |
| "eval_loss": 0.11061251908540726, | |
| "eval_overall_accuracy": 0.9564102939668683, | |
| "eval_overall_f1": 0.8521733068423438, | |
| "eval_overall_precision": 0.82642057938681, | |
| "eval_overall_recall": 0.879582658751574, | |
| "eval_runtime": 94.212, | |
| "eval_samples_per_second": 92.356, | |
| "eval_steps_per_second": 2.887, | |
| "step": 5440 | |
| }, | |
| { | |
| "epoch": 5.06, | |
| "learning_rate": 9.842972041363464e-06, | |
| "loss": 0.113, | |
| "step": 5500 | |
| }, | |
| { | |
| "epoch": 5.51, | |
| "learning_rate": 5.055534278054386e-06, | |
| "loss": 0.1049, | |
| "step": 6000 | |
| }, | |
| { | |
| "epoch": 5.97, | |
| "learning_rate": 2.6809651474530835e-07, | |
| "loss": 0.1065, | |
| "step": 6500 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "eval_ACCOUNTNAME_f1": 0.9712230215827338, | |
| "eval_ACCOUNTNUMBER_f1": 0.967741935483871, | |
| "eval_AGE_f1": 0.8432203389830508, | |
| "eval_AMOUNT_f1": 0.7929342492639844, | |
| "eval_BIC_f1": 0.9688581314878892, | |
| "eval_BITCOINADDRESS_f1": 0.9342915811088296, | |
| "eval_BUILDINGNUMBER_f1": 0.8405253283302063, | |
| "eval_CITY_f1": 0.8139337298215804, | |
| "eval_COMPANYNAME_f1": 0.9310344827586207, | |
| "eval_COUNTY_f1": 0.8406304728546411, | |
| "eval_CREDITCARDCVV_f1": 0.8888888888888888, | |
| "eval_CREDITCARDISSUER_f1": 0.9660743134087239, | |
| "eval_CREDITCARDNUMBER_f1": 0.8403967538322814, | |
| "eval_CURRENCYCODE_f1": 0.6556291390728476, | |
| "eval_CURRENCYNAME_f1": 0.01818181818181818, | |
| "eval_CURRENCYSYMBOL_f1": 0.8175985334555453, | |
| "eval_CURRENCY_f1": 0.5967741935483872, | |
| "eval_DATE_f1": 0.7857793983591613, | |
| "eval_DOB_f1": 0.46357615894039733, | |
| "eval_EMAIL_f1": 0.9927710843373494, | |
| "eval_ETHEREUMADDRESS_f1": 0.9941348973607038, | |
| "eval_EYECOLOR_f1": 0.7859237536656891, | |
| "eval_FIRSTNAME_f1": 0.8699042892591281, | |
| "eval_GENDER_f1": 0.8945233265720081, | |
| "eval_HEIGHT_f1": 0.9226519337016574, | |
| "eval_IBAN_f1": 0.972972972972973, | |
| "eval_IPV4_f1": 0.8345323741007193, | |
| "eval_IPV6_f1": 0.4659231722428749, | |
| "eval_IP_f1": 0.049665711556829036, | |
| "eval_JOBAREA_f1": 0.9130801687763713, | |
| "eval_JOBTITLE_f1": 0.9599345870809485, | |
| "eval_JOBTYPE_f1": 0.930316742081448, | |
| "eval_LASTNAME_f1": 0.8015833745670461, | |
| "eval_LITECOINADDRESS_f1": 0.848314606741573, | |
| "eval_MAC_f1": 0.9817351598173517, | |
| "eval_MASKEDNUMBER_f1": 0.7049180327868851, | |
| "eval_MIDDLENAME_f1": 0.5005847953216374, | |
| "eval_NEARBYGPSCOORDINATE_f1": 0.9969418960244648, | |
| "eval_ORDINALDIRECTION_f1": 0.9519450800915331, | |
| "eval_PASSWORD_f1": 0.9780123131046614, | |
| "eval_PHONEIMEI_f1": 0.9928469241773962, | |
| "eval_PHONENUMBER_f1": 0.9751552795031055, | |
| "eval_PIN_f1": 0.7524752475247525, | |
| "eval_PREFIX_f1": 0.9120879120879122, | |
| "eval_SECONDARYADDRESS_f1": 0.9473684210526315, | |
| "eval_SEX_f1": 0.976976976976977, | |
| "eval_SSN_f1": 0.9770992366412213, | |
| "eval_STATE_f1": 0.8680445151033387, | |
| "eval_STREET_f1": 0.8676748582230623, | |
| "eval_TIME_f1": 0.951627088830255, | |
| "eval_URL_f1": 0.9975429975429976, | |
| "eval_USERAGENT_f1": 0.9843937575030013, | |
| "eval_USERNAME_f1": 0.9669291338582677, | |
| "eval_VEHICLEVIN_f1": 0.977491961414791, | |
| "eval_VEHICLEVRM_f1": 0.9888268156424581, | |
| "eval_ZIPCODE_f1": 0.8203045685279189, | |
| "eval_loss": 0.10785039514303207, | |
| "eval_overall_accuracy": 0.9559518404054311, | |
| "eval_overall_f1": 0.8471647350993378, | |
| "eval_overall_precision": 0.8135744807711418, | |
| "eval_overall_recall": 0.8836481381543443, | |
| "eval_runtime": 94.7688, | |
| "eval_samples_per_second": 91.813, | |
| "eval_steps_per_second": 2.87, | |
| "step": 6528 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "step": 6528, | |
| "total_flos": 1.458680878857888e+16, | |
| "train_loss": 0.4378688358427847, | |
| "train_runtime": 4446.6577, | |
| "train_samples_per_second": 46.957, | |
| "train_steps_per_second": 1.468 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "eval_ACCOUNTNAME_f1": 0.9712230215827338, | |
| "eval_ACCOUNTNUMBER_f1": 0.967741935483871, | |
| "eval_AGE_f1": 0.8432203389830508, | |
| "eval_AMOUNT_f1": 0.7929342492639844, | |
| "eval_BIC_f1": 0.9688581314878892, | |
| "eval_BITCOINADDRESS_f1": 0.9342915811088296, | |
| "eval_BUILDINGNUMBER_f1": 0.8405253283302063, | |
| "eval_CITY_f1": 0.8139337298215804, | |
| "eval_COMPANYNAME_f1": 0.9310344827586207, | |
| "eval_COUNTY_f1": 0.8406304728546411, | |
| "eval_CREDITCARDCVV_f1": 0.8888888888888888, | |
| "eval_CREDITCARDISSUER_f1": 0.9660743134087239, | |
| "eval_CREDITCARDNUMBER_f1": 0.8403967538322814, | |
| "eval_CURRENCYCODE_f1": 0.6556291390728476, | |
| "eval_CURRENCYNAME_f1": 0.01818181818181818, | |
| "eval_CURRENCYSYMBOL_f1": 0.8175985334555453, | |
| "eval_CURRENCY_f1": 0.5967741935483872, | |
| "eval_DATE_f1": 0.7857793983591613, | |
| "eval_DOB_f1": 0.46357615894039733, | |
| "eval_EMAIL_f1": 0.9927710843373494, | |
| "eval_ETHEREUMADDRESS_f1": 0.9941348973607038, | |
| "eval_EYECOLOR_f1": 0.7859237536656891, | |
| "eval_FIRSTNAME_f1": 0.8699042892591281, | |
| "eval_GENDER_f1": 0.8945233265720081, | |
| "eval_HEIGHT_f1": 0.9226519337016574, | |
| "eval_IBAN_f1": 0.972972972972973, | |
| "eval_IPV4_f1": 0.8345323741007193, | |
| "eval_IPV6_f1": 0.4659231722428749, | |
| "eval_IP_f1": 0.049665711556829036, | |
| "eval_JOBAREA_f1": 0.9130801687763713, | |
| "eval_JOBTITLE_f1": 0.9599345870809485, | |
| "eval_JOBTYPE_f1": 0.930316742081448, | |
| "eval_LASTNAME_f1": 0.8015833745670461, | |
| "eval_LITECOINADDRESS_f1": 0.848314606741573, | |
| "eval_MAC_f1": 0.9817351598173517, | |
| "eval_MASKEDNUMBER_f1": 0.7049180327868851, | |
| "eval_MIDDLENAME_f1": 0.5005847953216374, | |
| "eval_NEARBYGPSCOORDINATE_f1": 0.9969418960244648, | |
| "eval_ORDINALDIRECTION_f1": 0.9519450800915331, | |
| "eval_PASSWORD_f1": 0.9780123131046614, | |
| "eval_PHONEIMEI_f1": 0.9928469241773962, | |
| "eval_PHONENUMBER_f1": 0.9751552795031055, | |
| "eval_PIN_f1": 0.7524752475247525, | |
| "eval_PREFIX_f1": 0.9120879120879122, | |
| "eval_SECONDARYADDRESS_f1": 0.9473684210526315, | |
| "eval_SEX_f1": 0.976976976976977, | |
| "eval_SSN_f1": 0.9770992366412213, | |
| "eval_STATE_f1": 0.8680445151033387, | |
| "eval_STREET_f1": 0.8676748582230623, | |
| "eval_TIME_f1": 0.951627088830255, | |
| "eval_URL_f1": 0.9975429975429976, | |
| "eval_USERAGENT_f1": 0.9843937575030013, | |
| "eval_USERNAME_f1": 0.9669291338582677, | |
| "eval_VEHICLEVIN_f1": 0.977491961414791, | |
| "eval_VEHICLEVRM_f1": 0.9888268156424581, | |
| "eval_ZIPCODE_f1": 0.8203045685279189, | |
| "eval_loss": 0.10785039514303207, | |
| "eval_overall_accuracy": 0.9559518404054311, | |
| "eval_overall_f1": 0.8471647350993378, | |
| "eval_overall_precision": 0.8135744807711418, | |
| "eval_overall_recall": 0.8836481381543443, | |
| "eval_runtime": 95.1945, | |
| "eval_samples_per_second": 91.402, | |
| "eval_steps_per_second": 2.857, | |
| "step": 6528 | |
| } | |
| ], | |
| "logging_steps": 500, | |
| "max_steps": 6528, | |
| "num_train_epochs": 6, | |
| "save_steps": 500, | |
| "total_flos": 1.458680878857888e+16, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |