File size: 22,846 Bytes
0402ab6 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 |
{
"best_metric": 0.008737307973206043,
"best_model_checkpoint": "drive/MyDrive/colabFiles/safellm/aiPII/model/deberta_finetuned/checkpoint-9359",
"epoch": 7.0,
"eval_steps": 500,
"global_step": 9359,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.37,
"learning_rate": 1.3354700854700855e-05,
"loss": 1.5328,
"step": 500
},
{
"epoch": 0.75,
"learning_rate": 2.670940170940171e-05,
"loss": 0.3157,
"step": 1000
},
{
"epoch": 1.0,
"eval_ACCOUNTNAME_f1": 0.8498583569405098,
"eval_ACCOUNTNUMBER_f1": 0.7777777777777778,
"eval_AMOUNT_f1": 0.7830423940149626,
"eval_BIC_f1": 0.10999999999999999,
"eval_BITCOINADDRESS_f1": 0.0489795918367347,
"eval_BUILDINGNUMBER_f1": 0.2996941896024465,
"eval_CITY_f1": 0.9399141630901287,
"eval_COMPANY_NAME_f1": 0.3222222222222222,
"eval_COUNTY_f1": 0.9363207547169812,
"eval_CREDITCARDCVV_f1": 0.0,
"eval_CREDITCARDISSUER_f1": 0.0916030534351145,
"eval_CREDITCARDNUMBER_f1": 0.6247379454926625,
"eval_CURRENCYCODE_f1": 0.0,
"eval_CURRENCYNAME_f1": 0.008658008658008658,
"eval_CURRENCYSYMBOL_f1": 0.0,
"eval_CURRENCY_f1": 0.4955156950672646,
"eval_DATE_f1": 0.8909952606635071,
"eval_DISPLAYNAME_f1": 0.0,
"eval_EMAIL_f1": 0.9967564060979566,
"eval_ETHEREUMADDRESS_f1": 0.7978142076502732,
"eval_FIRSTNAME_f1": 0.7487401007919366,
"eval_FULLNAME_f1": 0.9725754176015956,
"eval_GENDER_f1": 0.5737704918032787,
"eval_IBAN_f1": 0.5320197044334977,
"eval_IPV4_f1": 0.04864864864864866,
"eval_IPV6_f1": 0.6883720930232559,
"eval_IP_f1": 0.004514672686230249,
"eval_JOBAREA_f1": 0.8751714677640604,
"eval_JOBDESCRIPTOR_f1": 0.08,
"eval_JOBTITLE_f1": 0.7678571428571428,
"eval_JOBTYPE_f1": 0.18320610687022904,
"eval_LASTNAME_f1": 0.3830787309048179,
"eval_LITECOINADDRESS_f1": 0.03690036900369004,
"eval_MAC_f1": 0.588235294117647,
"eval_MASKEDNUMBER_f1": 0.0,
"eval_MIDDLENAME_f1": 0.0,
"eval_NAME_f1": 0.9682713347921226,
"eval_NEARBYGPSCOORDINATE_f1": 0.0,
"eval_NUMBER_f1": 0.0,
"eval_PASSWORD_f1": 0.6082289803220037,
"eval_PHONEIMEI_f1": 0.911242603550296,
"eval_PHONE_NUMBER_f1": 0.42622950819672123,
"eval_PIN_f1": 0.014184397163120567,
"eval_PREFIX_f1": 0.8070175438596491,
"eval_SECONDARYADDRESS_f1": 0.7699530516431925,
"eval_SEXTYPE_f1": 0.0,
"eval_SEX_f1": 0.8055555555555556,
"eval_SSN_f1": 0.013605442176870748,
"eval_STATE_f1": 0.9252669039145908,
"eval_STREETADDRESS_f1": 0.7314578005115089,
"eval_STREET_f1": 0.38073394495412843,
"eval_SUFFIX_f1": 0.0,
"eval_TIME_f1": 0.9922480620155039,
"eval_URL_f1": 0.9927431059506532,
"eval_USERAGENT_f1": 0.9321266968325792,
"eval_USERNAME_f1": 0.7885597548518897,
"eval_VEHICLEVIN_f1": 0.0,
"eval_VEHICLEVRM_f1": 0.2533333333333333,
"eval_ZIPCODE_f1": 0.7258064516129034,
"eval_loss": 0.14694246649742126,
"eval_overall_accuracy": 0.9484817248102932,
"eval_overall_f1": 0.8294381247845569,
"eval_overall_precision": 0.8040499899752723,
"eval_overall_recall": 0.8564818110628604,
"eval_runtime": 90.4464,
"eval_samples_per_second": 118.225,
"eval_steps_per_second": 14.782,
"step": 1337
},
{
"epoch": 1.12,
"learning_rate": 4.006410256410257e-05,
"loss": 0.2134,
"step": 1500
},
{
"epoch": 1.5,
"learning_rate": 4.914518498731134e-05,
"loss": 0.1542,
"step": 2000
},
{
"epoch": 1.87,
"learning_rate": 4.580606384399626e-05,
"loss": 0.1231,
"step": 2500
},
{
"epoch": 2.0,
"eval_ACCOUNTNAME_f1": 0.9712460063897763,
"eval_ACCOUNTNUMBER_f1": 0.9777777777777777,
"eval_AMOUNT_f1": 0.9312169312169312,
"eval_BIC_f1": 0.8363636363636363,
"eval_BITCOINADDRESS_f1": 0.7272727272727273,
"eval_BUILDINGNUMBER_f1": 0.6622950819672131,
"eval_CITY_f1": 0.968736239542052,
"eval_COMPANY_NAME_f1": 0.874074074074074,
"eval_COUNTY_f1": 0.994413407821229,
"eval_CREDITCARDCVV_f1": 0.8474576271186439,
"eval_CREDITCARDISSUER_f1": 0.7811158798283261,
"eval_CREDITCARDNUMBER_f1": 0.09195402298850575,
"eval_CURRENCYCODE_f1": 0.564102564102564,
"eval_CURRENCYNAME_f1": 0.24761904761904763,
"eval_CURRENCYSYMBOL_f1": 0.5306122448979592,
"eval_CURRENCY_f1": 0.6920152091254752,
"eval_DATE_f1": 0.9928057553956835,
"eval_DISPLAYNAME_f1": 0.0,
"eval_EMAIL_f1": 0.9993498049414824,
"eval_ETHEREUMADDRESS_f1": 0.9528795811518325,
"eval_FIRSTNAME_f1": 0.7688584106494555,
"eval_FULLNAME_f1": 0.9868637110016422,
"eval_GENDER_f1": 0.9075630252100839,
"eval_IBAN_f1": 0.9468599033816426,
"eval_IPV4_f1": 0.84375,
"eval_IPV6_f1": 0.7846153846153846,
"eval_IP_f1": 0.0,
"eval_JOBAREA_f1": 0.9410050983248361,
"eval_JOBDESCRIPTOR_f1": 0.5128205128205128,
"eval_JOBTITLE_f1": 0.9441233140655106,
"eval_JOBTYPE_f1": 0.7578125000000001,
"eval_LASTNAME_f1": 0.5283422459893049,
"eval_LITECOINADDRESS_f1": 0.7647058823529412,
"eval_MAC_f1": 0.9702970297029703,
"eval_MASKEDNUMBER_f1": 0.3492063492063492,
"eval_MIDDLENAME_f1": 0.3691460055096419,
"eval_NAME_f1": 0.988691888873377,
"eval_NUMBER_f1": 0.47393364928909953,
"eval_PASSWORD_f1": 0.9886363636363638,
"eval_PHONEIMEI_f1": 0.9629629629629629,
"eval_PHONE_NUMBER_f1": 0.8366533864541832,
"eval_PIN_f1": 0.7967479674796748,
"eval_PREFIX_f1": 0.8198757763975155,
"eval_SECONDARYADDRESS_f1": 0.9265536723163842,
"eval_SEXTYPE_f1": 0.0,
"eval_SEX_f1": 0.8941176470588235,
"eval_SSN_f1": 0.7486033519553071,
"eval_STATE_f1": 0.9692487349163099,
"eval_STREETADDRESS_f1": 0.8785310734463277,
"eval_STREET_f1": 0.5085714285714286,
"eval_SUFFIX_f1": 0.5306122448979592,
"eval_TIME_f1": 0.942528735632184,
"eval_URL_f1": 0.9738372093023255,
"eval_USERAGENT_f1": 0.912442396313364,
"eval_USERNAME_f1": 0.9172625127681308,
"eval_VEHICLEVIN_f1": 0.8368794326241135,
"eval_VEHICLEVRM_f1": 0.8051948051948051,
"eval_ZIPCODE_f1": 0.8036117381489842,
"eval_loss": 0.08253061771392822,
"eval_overall_accuracy": 0.9728585799624934,
"eval_overall_f1": 0.9135649808334365,
"eval_overall_precision": 0.9068209714185517,
"eval_overall_recall": 0.9204100519683919,
"eval_runtime": 83.6232,
"eval_samples_per_second": 127.871,
"eval_steps_per_second": 15.988,
"step": 2674
},
{
"epoch": 2.24,
"learning_rate": 4.2466942700681185e-05,
"loss": 0.099,
"step": 3000
},
{
"epoch": 2.62,
"learning_rate": 3.91278215573661e-05,
"loss": 0.0815,
"step": 3500
},
{
"epoch": 2.99,
"learning_rate": 3.578870041405102e-05,
"loss": 0.0745,
"step": 4000
},
{
"epoch": 3.0,
"eval_ACCOUNTNAME_f1": 0.9967426710097721,
"eval_ACCOUNTNUMBER_f1": 0.9821428571428572,
"eval_AMOUNT_f1": 0.957983193277311,
"eval_BIC_f1": 0.9054054054054054,
"eval_BITCOINADDRESS_f1": 0.8984375,
"eval_BUILDINGNUMBER_f1": 0.7807807807807808,
"eval_CITY_f1": 0.9926682959342368,
"eval_COMPANY_NAME_f1": 0.9468354430379746,
"eval_COUNTY_f1": 0.9977728285077951,
"eval_CREDITCARDCVV_f1": 0.912,
"eval_CREDITCARDISSUER_f1": 0.9665071770334929,
"eval_CREDITCARDNUMBER_f1": 0.9044585987261147,
"eval_CURRENCYCODE_f1": 0.9079754601226994,
"eval_CURRENCYNAME_f1": 0.25837320574162675,
"eval_CURRENCYSYMBOL_f1": 0.762589928057554,
"eval_CURRENCY_f1": 0.8146341463414634,
"eval_DATE_f1": 0.9976019184652278,
"eval_DISPLAYNAME_f1": 0.5544554455445545,
"eval_EMAIL_f1": 1.0,
"eval_ETHEREUMADDRESS_f1": 0.9837837837837838,
"eval_FIRSTNAME_f1": 0.8647106764466178,
"eval_FULLNAME_f1": 0.9867741529159844,
"eval_GENDER_f1": 0.9914529914529915,
"eval_IBAN_f1": 0.9751243781094527,
"eval_IPV4_f1": 0.852017937219731,
"eval_IPV6_f1": 0.44791666666666663,
"eval_IP_f1": 0.0,
"eval_JOBAREA_f1": 0.9867963863794301,
"eval_JOBDESCRIPTOR_f1": 0.8383838383838385,
"eval_JOBTITLE_f1": 0.9901380670611439,
"eval_JOBTYPE_f1": 0.7729468599033816,
"eval_LASTNAME_f1": 0.6699147381242387,
"eval_LITECOINADDRESS_f1": 0.84472049689441,
"eval_MAC_f1": 0.9565217391304348,
"eval_MASKEDNUMBER_f1": 0.8143712574850299,
"eval_MIDDLENAME_f1": 0.702355460385439,
"eval_NAME_f1": 0.9959355290819901,
"eval_NUMBER_f1": 0.7282051282051282,
"eval_PASSWORD_f1": 0.9725274725274725,
"eval_PHONEIMEI_f1": 0.963855421686747,
"eval_PHONE_NUMBER_f1": 0.8472222222222221,
"eval_PIN_f1": 0.8648648648648648,
"eval_PREFIX_f1": 0.5957446808510638,
"eval_SECONDARYADDRESS_f1": 0.9883720930232558,
"eval_SEXTYPE_f1": 0.8571428571428571,
"eval_SEX_f1": 0.945945945945946,
"eval_SSN_f1": 0.8701298701298701,
"eval_STATE_f1": 0.9960222752585521,
"eval_STREETADDRESS_f1": 0.904899135446686,
"eval_STREET_f1": 0.7334963325183375,
"eval_SUFFIX_f1": 0.7956989247311829,
"eval_TIME_f1": 0.9883268482490272,
"eval_URL_f1": 0.9941860465116279,
"eval_USERAGENT_f1": 0.9724770642201835,
"eval_USERNAME_f1": 0.9451476793248945,
"eval_VEHICLEVIN_f1": 0.9635036496350364,
"eval_VEHICLEVRM_f1": 0.9261744966442953,
"eval_ZIPCODE_f1": 0.9254498714652957,
"eval_loss": 0.04885776713490486,
"eval_overall_accuracy": 0.9795129099963984,
"eval_overall_f1": 0.9467927822013217,
"eval_overall_precision": 0.9476198965947584,
"eval_overall_recall": 0.9459671104150352,
"eval_runtime": 85.058,
"eval_samples_per_second": 125.714,
"eval_steps_per_second": 15.719,
"step": 4011
},
{
"epoch": 3.37,
"learning_rate": 3.244957927073594e-05,
"loss": 0.0544,
"step": 4500
},
{
"epoch": 3.74,
"learning_rate": 2.9110458127420864e-05,
"loss": 0.0511,
"step": 5000
},
{
"epoch": 4.0,
"eval_ACCOUNTNAME_f1": 0.9901639344262295,
"eval_ACCOUNTNUMBER_f1": 1.0,
"eval_AMOUNT_f1": 0.24609374999999997,
"eval_BIC_f1": 0.9594594594594594,
"eval_BITCOINADDRESS_f1": 0.8837209302325583,
"eval_BUILDINGNUMBER_f1": 0.8328445747800587,
"eval_CITY_f1": 0.9973214285714286,
"eval_COMPANY_NAME_f1": 0.9815303430079155,
"eval_COUNTY_f1": 1.0,
"eval_CREDITCARDCVV_f1": 0.991869918699187,
"eval_CREDITCARDISSUER_f1": 0.9439252336448598,
"eval_CREDITCARDNUMBER_f1": 0.977198697068404,
"eval_CURRENCYCODE_f1": 0.9333333333333333,
"eval_CURRENCYNAME_f1": 0.7027027027027026,
"eval_CURRENCYSYMBOL_f1": 0.5191489361702128,
"eval_CURRENCY_f1": 0.8871181938911021,
"eval_DATE_f1": 0.9976019184652278,
"eval_DISPLAYNAME_f1": 0.6153846153846154,
"eval_EMAIL_f1": 1.0,
"eval_ETHEREUMADDRESS_f1": 0.9726775956284153,
"eval_FIRSTNAME_f1": 0.8918918918918919,
"eval_FULLNAME_f1": 0.9890151515151515,
"eval_GENDER_f1": 0.9827586206896551,
"eval_IBAN_f1": 0.9807692307692307,
"eval_IPV4_f1": 0.8565022421524664,
"eval_IPV6_f1": 0.851063829787234,
"eval_IP_f1": 0.031746031746031744,
"eval_JOBAREA_f1": 0.9901823281907434,
"eval_JOBDESCRIPTOR_f1": 0.9781659388646288,
"eval_JOBTITLE_f1": 0.9980119284294234,
"eval_JOBTYPE_f1": 0.9831932773109243,
"eval_LASTNAME_f1": 0.8038507821901323,
"eval_LITECOINADDRESS_f1": 0.782122905027933,
"eval_MAC_f1": 0.9753694581280787,
"eval_MASKEDNUMBER_f1": 0.9554140127388535,
"eval_MIDDLENAME_f1": 0.8237232289950577,
"eval_NAME_f1": 0.9990197451337348,
"eval_NUMBER_f1": 0.9807692307692307,
"eval_PASSWORD_f1": 1.0,
"eval_PHONEIMEI_f1": 1.0,
"eval_PHONE_NUMBER_f1": 0.9880478087649401,
"eval_PIN_f1": 0.8679245283018869,
"eval_PREFIX_f1": 0.920152091254753,
"eval_SECONDARYADDRESS_f1": 0.9826589595375722,
"eval_SEXTYPE_f1": 0.8571428571428571,
"eval_SEX_f1": 0.9673202614379085,
"eval_SSN_f1": 0.987012987012987,
"eval_STATE_f1": 0.9948186528497409,
"eval_STREETADDRESS_f1": 0.911208151382824,
"eval_STREET_f1": 0.7952941176470588,
"eval_SUFFIX_f1": 0.9655172413793104,
"eval_TIME_f1": 0.9921875,
"eval_URL_f1": 1.0,
"eval_USERAGENT_f1": 1.0,
"eval_USERNAME_f1": 0.9560557341907825,
"eval_VEHICLEVIN_f1": 0.962962962962963,
"eval_VEHICLEVRM_f1": 0.9784172661870504,
"eval_ZIPCODE_f1": 0.9973045822102425,
"eval_loss": 0.033664677292108536,
"eval_overall_accuracy": 0.9870067934276382,
"eval_overall_f1": 0.9611536824180503,
"eval_overall_precision": 0.9579591259458313,
"eval_overall_recall": 0.9643696162881754,
"eval_runtime": 88.9305,
"eval_samples_per_second": 120.24,
"eval_steps_per_second": 15.034,
"step": 5348
},
{
"epoch": 4.11,
"learning_rate": 2.577133698410579e-05,
"loss": 0.0491,
"step": 5500
},
{
"epoch": 4.49,
"learning_rate": 2.2432215840790704e-05,
"loss": 0.0349,
"step": 6000
},
{
"epoch": 4.86,
"learning_rate": 1.9093094697475625e-05,
"loss": 0.0324,
"step": 6500
},
{
"epoch": 5.0,
"eval_ACCOUNTNAME_f1": 0.9967426710097721,
"eval_ACCOUNTNUMBER_f1": 1.0,
"eval_AMOUNT_f1": 1.0,
"eval_BIC_f1": 1.0,
"eval_BITCOINADDRESS_f1": 0.982905982905983,
"eval_BUILDINGNUMBER_f1": 0.959349593495935,
"eval_CITY_f1": 0.9951197870452528,
"eval_COMPANY_NAME_f1": 0.9948186528497409,
"eval_COUNTY_f1": 1.0,
"eval_CREDITCARDCVV_f1": 1.0,
"eval_CREDITCARDISSUER_f1": 1.0,
"eval_CREDITCARDNUMBER_f1": 0.9803921568627451,
"eval_CURRENCYCODE_f1": 0.9473684210526315,
"eval_CURRENCYNAME_f1": 0.8990825688073395,
"eval_CURRENCYSYMBOL_f1": 0.9051094890510949,
"eval_CURRENCY_f1": 0.9527896995708155,
"eval_DATE_f1": 1.0,
"eval_DISPLAYNAME_f1": 0.7719298245614035,
"eval_EMAIL_f1": 0.9990247074122237,
"eval_ETHEREUMADDRESS_f1": 1.0,
"eval_FIRSTNAME_f1": 0.9494071146245059,
"eval_FULLNAME_f1": 0.9937848807711821,
"eval_GENDER_f1": 1.0,
"eval_IBAN_f1": 1.0,
"eval_IPV4_f1": 0.8397291196388262,
"eval_IPV6_f1": 0.8426666666666667,
"eval_IP_f1": 0.05194805194805195,
"eval_JOBAREA_f1": 0.9965059399021663,
"eval_JOBDESCRIPTOR_f1": 0.9736842105263158,
"eval_JOBTITLE_f1": 0.9960159362549801,
"eval_JOBTYPE_f1": 0.9957805907172996,
"eval_LASTNAME_f1": 0.8947368421052632,
"eval_LITECOINADDRESS_f1": 0.918918918918919,
"eval_MAC_f1": 0.9900990099009901,
"eval_MASKEDNUMBER_f1": 0.9620253164556961,
"eval_MIDDLENAME_f1": 0.9489603024574669,
"eval_NAME_f1": 0.9994396189408798,
"eval_NUMBER_f1": 0.9951690821256038,
"eval_PASSWORD_f1": 0.9752066115702479,
"eval_PHONEIMEI_f1": 0.9937888198757764,
"eval_PHONE_NUMBER_f1": 0.9960159362549801,
"eval_PIN_f1": 0.9906542056074767,
"eval_PREFIX_f1": 0.956989247311828,
"eval_SECONDARYADDRESS_f1": 0.9883720930232558,
"eval_SEXTYPE_f1": 0.8888888888888888,
"eval_SEX_f1": 0.9871794871794872,
"eval_SSN_f1": 1.0,
"eval_STATE_f1": 0.9988023952095808,
"eval_STREETADDRESS_f1": 0.9765258215962442,
"eval_STREET_f1": 0.9037656903765691,
"eval_SUFFIX_f1": 0.970873786407767,
"eval_TIME_f1": 0.9961089494163424,
"eval_URL_f1": 1.0,
"eval_USERAGENT_f1": 0.9908256880733946,
"eval_USERNAME_f1": 0.9837133550488599,
"eval_VEHICLEVIN_f1": 1.0,
"eval_VEHICLEVRM_f1": 1.0,
"eval_ZIPCODE_f1": 0.9973045822102425,
"eval_loss": 0.022747300565242767,
"eval_overall_accuracy": 0.9911275599547933,
"eval_overall_f1": 0.9828670955817012,
"eval_overall_precision": 0.9815064603152066,
"eval_overall_recall": 0.9842315085071546,
"eval_runtime": 84.4935,
"eval_samples_per_second": 126.554,
"eval_steps_per_second": 15.824,
"step": 6685
},
{
"epoch": 5.24,
"learning_rate": 1.5753973554160546e-05,
"loss": 0.0297,
"step": 7000
},
{
"epoch": 5.61,
"learning_rate": 1.2414852410845466e-05,
"loss": 0.0283,
"step": 7500
},
{
"epoch": 5.98,
"learning_rate": 9.075731267530386e-06,
"loss": 0.0211,
"step": 8000
},
{
"epoch": 6.0,
"eval_ACCOUNTNAME_f1": 1.0,
"eval_ACCOUNTNUMBER_f1": 1.0,
"eval_AMOUNT_f1": 1.0,
"eval_BIC_f1": 1.0,
"eval_BITCOINADDRESS_f1": 1.0,
"eval_BUILDINGNUMBER_f1": 0.9973045822102425,
"eval_CITY_f1": 0.9988856697125027,
"eval_COMPANY_NAME_f1": 1.0,
"eval_COUNTY_f1": 1.0,
"eval_CREDITCARDCVV_f1": 1.0,
"eval_CREDITCARDISSUER_f1": 1.0,
"eval_CREDITCARDNUMBER_f1": 0.9803921568627451,
"eval_CURRENCYCODE_f1": 0.9878048780487805,
"eval_CURRENCYNAME_f1": 0.9207317073170731,
"eval_CURRENCYSYMBOL_f1": 0.9855072463768116,
"eval_CURRENCY_f1": 0.972818311874106,
"eval_DATE_f1": 1.0,
"eval_DISPLAYNAME_f1": 0.9291338582677166,
"eval_EMAIL_f1": 1.0,
"eval_ETHEREUMADDRESS_f1": 1.0,
"eval_FIRSTNAME_f1": 0.9910261412407336,
"eval_FULLNAME_f1": 0.9982799261005288,
"eval_GENDER_f1": 1.0,
"eval_IBAN_f1": 0.9901960784313726,
"eval_IPV4_f1": 0.8558352402745996,
"eval_IPV6_f1": 0.8465608465608466,
"eval_IP_f1": 0.14117647058823532,
"eval_JOBAREA_f1": 0.9985994397759104,
"eval_JOBDESCRIPTOR_f1": 1.0,
"eval_JOBTITLE_f1": 1.0,
"eval_JOBTYPE_f1": 0.9957805907172996,
"eval_LASTNAME_f1": 0.9753483386923902,
"eval_LITECOINADDRESS_f1": 0.9943502824858756,
"eval_MAC_f1": 1.0,
"eval_MASKEDNUMBER_f1": 0.9625,
"eval_MIDDLENAME_f1": 0.9834254143646408,
"eval_NAME_f1": 0.9994396189408798,
"eval_NUMBER_f1": 1.0,
"eval_PASSWORD_f1": 0.9971830985915493,
"eval_PHONEIMEI_f1": 1.0,
"eval_PHONE_NUMBER_f1": 1.0,
"eval_PIN_f1": 1.0,
"eval_PREFIX_f1": 0.9757009345794393,
"eval_SECONDARYADDRESS_f1": 1.0,
"eval_SEXTYPE_f1": 0.9473684210526316,
"eval_SEX_f1": 0.9871794871794872,
"eval_SSN_f1": 1.0,
"eval_STATE_f1": 0.9988023952095808,
"eval_STREETADDRESS_f1": 0.9984152139461173,
"eval_STREET_f1": 0.9878048780487805,
"eval_SUFFIX_f1": 0.9855072463768114,
"eval_TIME_f1": 1.0,
"eval_URL_f1": 1.0,
"eval_USERAGENT_f1": 1.0,
"eval_USERNAME_f1": 0.9944873208379272,
"eval_VEHICLEVIN_f1": 1.0,
"eval_VEHICLEVRM_f1": 1.0,
"eval_ZIPCODE_f1": 1.0,
"eval_loss": 0.01404440775513649,
"eval_overall_accuracy": 0.992913473838473,
"eval_overall_f1": 0.9916438502293495,
"eval_overall_precision": 0.9906223358908781,
"eval_overall_recall": 0.9926674734818822,
"eval_runtime": 88.6108,
"eval_samples_per_second": 120.674,
"eval_steps_per_second": 15.088,
"step": 8022
},
{
"epoch": 6.36,
"learning_rate": 5.736610124215307e-06,
"loss": 0.0147,
"step": 8500
},
{
"epoch": 6.73,
"learning_rate": 2.3974889809002272e-06,
"loss": 0.0141,
"step": 9000
},
{
"epoch": 7.0,
"eval_ACCOUNTNAME_f1": 1.0,
"eval_ACCOUNTNUMBER_f1": 1.0,
"eval_AMOUNT_f1": 1.0,
"eval_BIC_f1": 1.0,
"eval_BITCOINADDRESS_f1": 1.0,
"eval_BUILDINGNUMBER_f1": 1.0,
"eval_CITY_f1": 0.9997771339425006,
"eval_COMPANY_NAME_f1": 1.0,
"eval_COUNTY_f1": 1.0,
"eval_CREDITCARDCVV_f1": 1.0,
"eval_CREDITCARDISSUER_f1": 1.0,
"eval_CREDITCARDNUMBER_f1": 0.977198697068404,
"eval_CURRENCYCODE_f1": 0.9879518072289156,
"eval_CURRENCYNAME_f1": 0.9970674486803519,
"eval_CURRENCYSYMBOL_f1": 0.9855072463768116,
"eval_CURRENCY_f1": 1.0,
"eval_DATE_f1": 1.0,
"eval_DISPLAYNAME_f1": 0.9763779527559054,
"eval_EMAIL_f1": 1.0,
"eval_ETHEREUMADDRESS_f1": 1.0,
"eval_FIRSTNAME_f1": 0.9965102753005042,
"eval_FULLNAME_f1": 0.9994899260392757,
"eval_GENDER_f1": 1.0,
"eval_IBAN_f1": 0.9901960784313726,
"eval_IPV4_f1": 0.9113924050632911,
"eval_IPV6_f1": 0.8241758241758242,
"eval_IP_f1": 0.44285714285714284,
"eval_JOBAREA_f1": 0.9992992291520673,
"eval_JOBDESCRIPTOR_f1": 1.0,
"eval_JOBTITLE_f1": 1.0,
"eval_JOBTYPE_f1": 1.0,
"eval_LASTNAME_f1": 0.9870410367170626,
"eval_LITECOINADDRESS_f1": 0.9943502824858756,
"eval_MAC_f1": 0.7984189723320159,
"eval_MASKEDNUMBER_f1": 0.9629629629629629,
"eval_MIDDLENAME_f1": 0.9944954128440368,
"eval_NAME_f1": 1.0,
"eval_NUMBER_f1": 1.0,
"eval_PASSWORD_f1": 1.0,
"eval_PHONEIMEI_f1": 0.9875,
"eval_PHONE_NUMBER_f1": 1.0,
"eval_PIN_f1": 1.0,
"eval_PREFIX_f1": 0.9962686567164178,
"eval_SECONDARYADDRESS_f1": 1.0,
"eval_SEXTYPE_f1": 0.9473684210526316,
"eval_SEX_f1": 0.9935483870967742,
"eval_SSN_f1": 0.9935483870967742,
"eval_STATE_f1": 0.9996004794246904,
"eval_STREETADDRESS_f1": 1.0,
"eval_STREET_f1": 0.9939393939393938,
"eval_SUFFIX_f1": 0.9855072463768114,
"eval_TIME_f1": 1.0,
"eval_URL_f1": 1.0,
"eval_USERAGENT_f1": 1.0,
"eval_USERNAME_f1": 1.0,
"eval_VEHICLEVIN_f1": 1.0,
"eval_VEHICLEVRM_f1": 1.0,
"eval_ZIPCODE_f1": 1.0,
"eval_loss": 0.008737307973206043,
"eval_overall_accuracy": 0.9963114296004669,
"eval_overall_f1": 0.9932909729864046,
"eval_overall_precision": 0.9905834041348061,
"eval_overall_recall": 0.996013383640635,
"eval_runtime": 85.9696,
"eval_samples_per_second": 124.381,
"eval_steps_per_second": 15.552,
"step": 9359
}
],
"logging_steps": 500,
"max_steps": 9359,
"num_train_epochs": 7,
"save_steps": 500,
"total_flos": 3293070338065680.0,
"trial_name": null,
"trial_params": null
}
|