xXiaobuding
commited on
Commit
•
72b1437
1
Parent(s):
2a9c84a
Model save
Browse files- all_results.json +72 -0
- eval_results.json +67 -0
- pytorch_model.bin +1 -1
- train_results.json +8 -0
- trainer_state.json +559 -0
all_results.json
ADDED
@@ -0,0 +1,72 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"epoch": 5.0,
|
3 |
+
"eval_ACCOUNTNAME_f1": 0.9898305084745762,
|
4 |
+
"eval_ACCOUNTNUMBER_f1": 0.9896193771626298,
|
5 |
+
"eval_AGE_f1": 0.8744769874476988,
|
6 |
+
"eval_AMOUNT_f1": 0.8662838392124692,
|
7 |
+
"eval_BIC_f1": 0.8781869688385269,
|
8 |
+
"eval_BITCOINADDRESS_f1": 0.9414101290963257,
|
9 |
+
"eval_BUILDINGNUMBER_f1": 0.8278529980657641,
|
10 |
+
"eval_CITY_f1": 0.8312159709618875,
|
11 |
+
"eval_COMPANYNAME_f1": 0.9433962264150944,
|
12 |
+
"eval_COUNTY_f1": 0.927927927927928,
|
13 |
+
"eval_CREDITCARDCVV_f1": 0.894736842105263,
|
14 |
+
"eval_CREDITCARDISSUER_f1": 0.975517890772128,
|
15 |
+
"eval_CREDITCARDNUMBER_f1": 0.8769953051643193,
|
16 |
+
"eval_CURRENCYCODE_f1": 0.6397515527950312,
|
17 |
+
"eval_CURRENCYNAME_f1": 0.2105263157894737,
|
18 |
+
"eval_CURRENCYSYMBOL_f1": 0.9223205506391347,
|
19 |
+
"eval_CURRENCY_f1": 0.6753246753246753,
|
20 |
+
"eval_DATE_f1": 0.8275529865125241,
|
21 |
+
"eval_DOB_f1": 0.5470297029702971,
|
22 |
+
"eval_EMAIL_f1": 0.9840490797546012,
|
23 |
+
"eval_ETHEREUMADDRESS_f1": 0.997229916897507,
|
24 |
+
"eval_EYECOLOR_f1": 0.9027027027027027,
|
25 |
+
"eval_FIRSTNAME_f1": 0.8696149447197865,
|
26 |
+
"eval_GENDER_f1": 0.9626556016597512,
|
27 |
+
"eval_HEIGHT_f1": 0.9811320754716981,
|
28 |
+
"eval_IBAN_f1": 0.991172761664565,
|
29 |
+
"eval_IPV4_f1": 0.8376963350785339,
|
30 |
+
"eval_IPV6_f1": 0.7585004359197908,
|
31 |
+
"eval_IP_f1": 0.012396694214876033,
|
32 |
+
"eval_JOBAREA_f1": 0.8211508553654743,
|
33 |
+
"eval_JOBTITLE_f1": 0.9833479404031551,
|
34 |
+
"eval_JOBTYPE_f1": 0.911032028469751,
|
35 |
+
"eval_LASTNAME_f1": 0.8304904051172707,
|
36 |
+
"eval_LITECOINADDRESS_f1": 0.8793103448275862,
|
37 |
+
"eval_MAC_f1": 0.9956521739130435,
|
38 |
+
"eval_MASKEDNUMBER_f1": 0.8315151515151514,
|
39 |
+
"eval_MIDDLENAME_f1": 0.944110060189166,
|
40 |
+
"eval_NEARBYGPSCOORDINATE_f1": 0.996996996996997,
|
41 |
+
"eval_ORDINALDIRECTION_f1": 0.9681528662420382,
|
42 |
+
"eval_PASSWORD_f1": 0.9653882132834425,
|
43 |
+
"eval_PHONEIMEI_f1": 0.9944289693593316,
|
44 |
+
"eval_PHONENUMBER_f1": 0.9860064585575887,
|
45 |
+
"eval_PIN_f1": 0.8150289017341039,
|
46 |
+
"eval_PREFIX_f1": 0.930601454064772,
|
47 |
+
"eval_SECONDARYADDRESS_f1": 0.9934640522875817,
|
48 |
+
"eval_SEX_f1": 0.9721115537848605,
|
49 |
+
"eval_SSN_f1": 0.9758576874205844,
|
50 |
+
"eval_STATE_f1": 0.8817204301075269,
|
51 |
+
"eval_STREET_f1": 0.826431718061674,
|
52 |
+
"eval_TIME_f1": 0.948523206751055,
|
53 |
+
"eval_URL_f1": 0.9936406995230525,
|
54 |
+
"eval_USERAGENT_f1": 0.9976415094339622,
|
55 |
+
"eval_USERNAME_f1": 0.9108433734939759,
|
56 |
+
"eval_VEHICLEVIN_f1": 0.956772334293948,
|
57 |
+
"eval_VEHICLEVRM_f1": 0.9238845144356956,
|
58 |
+
"eval_ZIPCODE_f1": 0.8543478260869566,
|
59 |
+
"eval_loss": 0.0961993858218193,
|
60 |
+
"eval_overall_accuracy": 0.9623225928047634,
|
61 |
+
"eval_overall_f1": 0.8889932619180954,
|
62 |
+
"eval_overall_precision": 0.8739167495382867,
|
63 |
+
"eval_overall_recall": 0.9045990956214846,
|
64 |
+
"eval_runtime": 28.664,
|
65 |
+
"eval_samples_per_second": 303.516,
|
66 |
+
"eval_steps_per_second": 9.489,
|
67 |
+
"total_flos": 8191053731222496.0,
|
68 |
+
"train_loss": 0.29213084867630884,
|
69 |
+
"train_runtime": 1421.2143,
|
70 |
+
"train_samples_per_second": 122.416,
|
71 |
+
"train_steps_per_second": 7.652
|
72 |
+
}
|
eval_results.json
ADDED
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"epoch": 5.0,
|
3 |
+
"eval_ACCOUNTNAME_f1": 0.9898305084745762,
|
4 |
+
"eval_ACCOUNTNUMBER_f1": 0.9896193771626298,
|
5 |
+
"eval_AGE_f1": 0.8744769874476988,
|
6 |
+
"eval_AMOUNT_f1": 0.8662838392124692,
|
7 |
+
"eval_BIC_f1": 0.8781869688385269,
|
8 |
+
"eval_BITCOINADDRESS_f1": 0.9414101290963257,
|
9 |
+
"eval_BUILDINGNUMBER_f1": 0.8278529980657641,
|
10 |
+
"eval_CITY_f1": 0.8312159709618875,
|
11 |
+
"eval_COMPANYNAME_f1": 0.9433962264150944,
|
12 |
+
"eval_COUNTY_f1": 0.927927927927928,
|
13 |
+
"eval_CREDITCARDCVV_f1": 0.894736842105263,
|
14 |
+
"eval_CREDITCARDISSUER_f1": 0.975517890772128,
|
15 |
+
"eval_CREDITCARDNUMBER_f1": 0.8769953051643193,
|
16 |
+
"eval_CURRENCYCODE_f1": 0.6397515527950312,
|
17 |
+
"eval_CURRENCYNAME_f1": 0.2105263157894737,
|
18 |
+
"eval_CURRENCYSYMBOL_f1": 0.9223205506391347,
|
19 |
+
"eval_CURRENCY_f1": 0.6753246753246753,
|
20 |
+
"eval_DATE_f1": 0.8275529865125241,
|
21 |
+
"eval_DOB_f1": 0.5470297029702971,
|
22 |
+
"eval_EMAIL_f1": 0.9840490797546012,
|
23 |
+
"eval_ETHEREUMADDRESS_f1": 0.997229916897507,
|
24 |
+
"eval_EYECOLOR_f1": 0.9027027027027027,
|
25 |
+
"eval_FIRSTNAME_f1": 0.8696149447197865,
|
26 |
+
"eval_GENDER_f1": 0.9626556016597512,
|
27 |
+
"eval_HEIGHT_f1": 0.9811320754716981,
|
28 |
+
"eval_IBAN_f1": 0.991172761664565,
|
29 |
+
"eval_IPV4_f1": 0.8376963350785339,
|
30 |
+
"eval_IPV6_f1": 0.7585004359197908,
|
31 |
+
"eval_IP_f1": 0.012396694214876033,
|
32 |
+
"eval_JOBAREA_f1": 0.8211508553654743,
|
33 |
+
"eval_JOBTITLE_f1": 0.9833479404031551,
|
34 |
+
"eval_JOBTYPE_f1": 0.911032028469751,
|
35 |
+
"eval_LASTNAME_f1": 0.8304904051172707,
|
36 |
+
"eval_LITECOINADDRESS_f1": 0.8793103448275862,
|
37 |
+
"eval_MAC_f1": 0.9956521739130435,
|
38 |
+
"eval_MASKEDNUMBER_f1": 0.8315151515151514,
|
39 |
+
"eval_MIDDLENAME_f1": 0.944110060189166,
|
40 |
+
"eval_NEARBYGPSCOORDINATE_f1": 0.996996996996997,
|
41 |
+
"eval_ORDINALDIRECTION_f1": 0.9681528662420382,
|
42 |
+
"eval_PASSWORD_f1": 0.9653882132834425,
|
43 |
+
"eval_PHONEIMEI_f1": 0.9944289693593316,
|
44 |
+
"eval_PHONENUMBER_f1": 0.9860064585575887,
|
45 |
+
"eval_PIN_f1": 0.8150289017341039,
|
46 |
+
"eval_PREFIX_f1": 0.930601454064772,
|
47 |
+
"eval_SECONDARYADDRESS_f1": 0.9934640522875817,
|
48 |
+
"eval_SEX_f1": 0.9721115537848605,
|
49 |
+
"eval_SSN_f1": 0.9758576874205844,
|
50 |
+
"eval_STATE_f1": 0.8817204301075269,
|
51 |
+
"eval_STREET_f1": 0.826431718061674,
|
52 |
+
"eval_TIME_f1": 0.948523206751055,
|
53 |
+
"eval_URL_f1": 0.9936406995230525,
|
54 |
+
"eval_USERAGENT_f1": 0.9976415094339622,
|
55 |
+
"eval_USERNAME_f1": 0.9108433734939759,
|
56 |
+
"eval_VEHICLEVIN_f1": 0.956772334293948,
|
57 |
+
"eval_VEHICLEVRM_f1": 0.9238845144356956,
|
58 |
+
"eval_ZIPCODE_f1": 0.8543478260869566,
|
59 |
+
"eval_loss": 0.0961993858218193,
|
60 |
+
"eval_overall_accuracy": 0.9623225928047634,
|
61 |
+
"eval_overall_f1": 0.8889932619180954,
|
62 |
+
"eval_overall_precision": 0.8739167495382867,
|
63 |
+
"eval_overall_recall": 0.9045990956214846,
|
64 |
+
"eval_runtime": 28.664,
|
65 |
+
"eval_samples_per_second": 303.516,
|
66 |
+
"eval_steps_per_second": 9.489
|
67 |
+
}
|
pytorch_model.bin
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
size 496634349
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:3d08b2d7f4eacbcdd7f2abcc0a9effb421c23f30246334fdf5a245c68cdcbd77
|
3 |
size 496634349
|
train_results.json
ADDED
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"epoch": 5.0,
|
3 |
+
"total_flos": 8191053731222496.0,
|
4 |
+
"train_loss": 0.29213084867630884,
|
5 |
+
"train_runtime": 1421.2143,
|
6 |
+
"train_samples_per_second": 122.416,
|
7 |
+
"train_steps_per_second": 7.652
|
8 |
+
}
|
trainer_state.json
ADDED
@@ -0,0 +1,559 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": 0.0961993858218193,
|
3 |
+
"best_model_checkpoint": "FacebookAI/roberta-base_ai4privacy_en/checkpoint-8700",
|
4 |
+
"epoch": 5.0,
|
5 |
+
"global_step": 10875,
|
6 |
+
"is_hyper_param_search": false,
|
7 |
+
"is_local_process_zero": true,
|
8 |
+
"is_world_process_zero": true,
|
9 |
+
"log_history": [
|
10 |
+
{
|
11 |
+
"epoch": 0.23,
|
12 |
+
"learning_rate": 1.1494252873563218e-05,
|
13 |
+
"loss": 2.259,
|
14 |
+
"step": 500
|
15 |
+
},
|
16 |
+
{
|
17 |
+
"epoch": 0.46,
|
18 |
+
"learning_rate": 2.2988505747126437e-05,
|
19 |
+
"loss": 0.9534,
|
20 |
+
"step": 1000
|
21 |
+
},
|
22 |
+
{
|
23 |
+
"epoch": 0.69,
|
24 |
+
"learning_rate": 3.4482758620689657e-05,
|
25 |
+
"loss": 0.5805,
|
26 |
+
"step": 1500
|
27 |
+
},
|
28 |
+
{
|
29 |
+
"epoch": 0.92,
|
30 |
+
"learning_rate": 4.597701149425287e-05,
|
31 |
+
"loss": 0.3911,
|
32 |
+
"step": 2000
|
33 |
+
},
|
34 |
+
{
|
35 |
+
"epoch": 1.0,
|
36 |
+
"eval_ACCOUNTNAME_f1": 0.917741935483871,
|
37 |
+
"eval_ACCOUNTNUMBER_f1": 0.8043478260869564,
|
38 |
+
"eval_AGE_f1": 0.6417233560090703,
|
39 |
+
"eval_AMOUNT_f1": 0.2663690476190476,
|
40 |
+
"eval_BIC_f1": 0.4444444444444444,
|
41 |
+
"eval_BITCOINADDRESS_f1": 0.7762460233297985,
|
42 |
+
"eval_BUILDINGNUMBER_f1": 0.26388888888888884,
|
43 |
+
"eval_CITY_f1": 0.36136662286465177,
|
44 |
+
"eval_COMPANYNAME_f1": 0.6319505736981466,
|
45 |
+
"eval_COUNTY_f1": 0.5281767955801104,
|
46 |
+
"eval_CREDITCARDCVV_f1": 0.5096525096525096,
|
47 |
+
"eval_CREDITCARDISSUER_f1": 0.8492647058823529,
|
48 |
+
"eval_CREDITCARDNUMBER_f1": 0.4381338742393509,
|
49 |
+
"eval_CURRENCYCODE_f1": 0.0,
|
50 |
+
"eval_CURRENCYNAME_f1": 0.0,
|
51 |
+
"eval_CURRENCYSYMBOL_f1": 0.47539267015706804,
|
52 |
+
"eval_CURRENCY_f1": 0.21802325581395351,
|
53 |
+
"eval_DATE_f1": 0.6816923685251087,
|
54 |
+
"eval_DOB_f1": 0.0,
|
55 |
+
"eval_EMAIL_f1": 0.9517998779743746,
|
56 |
+
"eval_ETHEREUMADDRESS_f1": 0.9710344827586206,
|
57 |
+
"eval_EYECOLOR_f1": 0.5434782608695653,
|
58 |
+
"eval_FIRSTNAME_f1": 0.5869480265728799,
|
59 |
+
"eval_GENDER_f1": 0.6865342163355409,
|
60 |
+
"eval_HEIGHT_f1": 0.5454545454545455,
|
61 |
+
"eval_IBAN_f1": 0.7381546134663343,
|
62 |
+
"eval_IPV4_f1": 0.7780157030692363,
|
63 |
+
"eval_IPV6_f1": 0.726039016115352,
|
64 |
+
"eval_IP_f1": 0.0,
|
65 |
+
"eval_JOBAREA_f1": 0.30636292223095046,
|
66 |
+
"eval_JOBTITLE_f1": 0.6098654708520179,
|
67 |
+
"eval_JOBTYPE_f1": 0.5096011816838996,
|
68 |
+
"eval_LASTNAME_f1": 0.44907683144729005,
|
69 |
+
"eval_LITECOINADDRESS_f1": 0.5872340425531914,
|
70 |
+
"eval_MAC_f1": 0.8520710059171599,
|
71 |
+
"eval_MASKEDNUMBER_f1": 0.45470692717584366,
|
72 |
+
"eval_MIDDLENAME_f1": 0.03654485049833887,
|
73 |
+
"eval_NEARBYGPSCOORDINATE_f1": 0.9822485207100592,
|
74 |
+
"eval_ORDINALDIRECTION_f1": 0.7914691943127962,
|
75 |
+
"eval_PASSWORD_f1": 0.7728459530026109,
|
76 |
+
"eval_PHONEIMEI_f1": 0.9553450608930988,
|
77 |
+
"eval_PHONENUMBER_f1": 0.8336755646817249,
|
78 |
+
"eval_PIN_f1": 0.11594202898550723,
|
79 |
+
"eval_PREFIX_f1": 0.8852672750977836,
|
80 |
+
"eval_SECONDARYADDRESS_f1": 0.8930425752855659,
|
81 |
+
"eval_SEX_f1": 0.9520000000000001,
|
82 |
+
"eval_SSN_f1": 0.7915742793791574,
|
83 |
+
"eval_STATE_f1": 0.17306122448979588,
|
84 |
+
"eval_STREET_f1": 0.288135593220339,
|
85 |
+
"eval_TIME_f1": 0.7876923076923077,
|
86 |
+
"eval_URL_f1": 0.9793322734499205,
|
87 |
+
"eval_USERAGENT_f1": 0.9201877934272301,
|
88 |
+
"eval_USERNAME_f1": 0.6108374384236454,
|
89 |
+
"eval_VEHICLEVIN_f1": 0.7374005305039788,
|
90 |
+
"eval_VEHICLEVRM_f1": 0.4551148225469729,
|
91 |
+
"eval_ZIPCODE_f1": 0.5222052067381318,
|
92 |
+
"eval_loss": 0.26416513323783875,
|
93 |
+
"eval_overall_accuracy": 0.91189344284655,
|
94 |
+
"eval_overall_f1": 0.6203111679454391,
|
95 |
+
"eval_overall_precision": 0.6000412328625915,
|
96 |
+
"eval_overall_recall": 0.6419984559391199,
|
97 |
+
"eval_runtime": 30.6192,
|
98 |
+
"eval_samples_per_second": 284.135,
|
99 |
+
"eval_steps_per_second": 8.883,
|
100 |
+
"step": 2175
|
101 |
+
},
|
102 |
+
{
|
103 |
+
"epoch": 1.15,
|
104 |
+
"learning_rate": 4.982803524033569e-05,
|
105 |
+
"loss": 0.286,
|
106 |
+
"step": 2500
|
107 |
+
},
|
108 |
+
{
|
109 |
+
"epoch": 1.38,
|
110 |
+
"learning_rate": 4.8898803566790296e-05,
|
111 |
+
"loss": 0.227,
|
112 |
+
"step": 3000
|
113 |
+
},
|
114 |
+
{
|
115 |
+
"epoch": 1.61,
|
116 |
+
"learning_rate": 4.7192614329611715e-05,
|
117 |
+
"loss": 0.1943,
|
118 |
+
"step": 3500
|
119 |
+
},
|
120 |
+
{
|
121 |
+
"epoch": 1.84,
|
122 |
+
"learning_rate": 4.4764936273463734e-05,
|
123 |
+
"loss": 0.1748,
|
124 |
+
"step": 4000
|
125 |
+
},
|
126 |
+
{
|
127 |
+
"epoch": 2.0,
|
128 |
+
"eval_ACCOUNTNAME_f1": 0.9831081081081081,
|
129 |
+
"eval_ACCOUNTNUMBER_f1": 0.957482993197279,
|
130 |
+
"eval_AGE_f1": 0.8131147540983606,
|
131 |
+
"eval_AMOUNT_f1": 0.6771406127258445,
|
132 |
+
"eval_BIC_f1": 0.8160919540229884,
|
133 |
+
"eval_BITCOINADDRESS_f1": 0.8795411089866156,
|
134 |
+
"eval_BUILDINGNUMBER_f1": 0.6821576763485477,
|
135 |
+
"eval_CITY_f1": 0.6022140221402212,
|
136 |
+
"eval_COMPANYNAME_f1": 0.8531073446327684,
|
137 |
+
"eval_COUNTY_f1": 0.695369618196588,
|
138 |
+
"eval_CREDITCARDCVV_f1": 0.8055555555555556,
|
139 |
+
"eval_CREDITCARDISSUER_f1": 0.9662921348314607,
|
140 |
+
"eval_CREDITCARDNUMBER_f1": 0.8011639185257031,
|
141 |
+
"eval_CURRENCYCODE_f1": 0.3008849557522124,
|
142 |
+
"eval_CURRENCYNAME_f1": 0.05714285714285714,
|
143 |
+
"eval_CURRENCYSYMBOL_f1": 0.8293172690763053,
|
144 |
+
"eval_CURRENCY_f1": 0.5330296127562643,
|
145 |
+
"eval_DATE_f1": 0.775966464834653,
|
146 |
+
"eval_DOB_f1": 0.3797780517879161,
|
147 |
+
"eval_EMAIL_f1": 0.9645909645909646,
|
148 |
+
"eval_ETHEREUMADDRESS_f1": 0.9674796747967479,
|
149 |
+
"eval_EYECOLOR_f1": 0.8677248677248677,
|
150 |
+
"eval_FIRSTNAME_f1": 0.6901322482197355,
|
151 |
+
"eval_GENDER_f1": 0.9238790406673617,
|
152 |
+
"eval_HEIGHT_f1": 0.9655172413793103,
|
153 |
+
"eval_IBAN_f1": 0.9072681704260651,
|
154 |
+
"eval_IPV4_f1": 0.8344569288389513,
|
155 |
+
"eval_IPV6_f1": 0.7913043478260869,
|
156 |
+
"eval_IP_f1": 0.0,
|
157 |
+
"eval_JOBAREA_f1": 0.7190201729106628,
|
158 |
+
"eval_JOBTITLE_f1": 0.9331103678929767,
|
159 |
+
"eval_JOBTYPE_f1": 0.8957795004306631,
|
160 |
+
"eval_LASTNAME_f1": 0.521985815602837,
|
161 |
+
"eval_LITECOINADDRESS_f1": 0.7747747747747749,
|
162 |
+
"eval_MAC_f1": 0.9913419913419914,
|
163 |
+
"eval_MASKEDNUMBER_f1": 0.7371937639198218,
|
164 |
+
"eval_MIDDLENAME_f1": 0.40097799511002447,
|
165 |
+
"eval_NEARBYGPSCOORDINATE_f1": 0.992503748125937,
|
166 |
+
"eval_ORDINALDIRECTION_f1": 0.9557894736842105,
|
167 |
+
"eval_PASSWORD_f1": 0.8982259570494866,
|
168 |
+
"eval_PHONEIMEI_f1": 0.935933147632312,
|
169 |
+
"eval_PHONENUMBER_f1": 0.95864262990456,
|
170 |
+
"eval_PIN_f1": 0.609375,
|
171 |
+
"eval_PREFIX_f1": 0.8620949510173322,
|
172 |
+
"eval_SECONDARYADDRESS_f1": 0.9891304347826086,
|
173 |
+
"eval_SEX_f1": 0.9701789264413518,
|
174 |
+
"eval_SSN_f1": 0.9464285714285715,
|
175 |
+
"eval_STATE_f1": 0.5906183368869936,
|
176 |
+
"eval_STREET_f1": 0.5943238731218699,
|
177 |
+
"eval_TIME_f1": 0.9436860068259385,
|
178 |
+
"eval_URL_f1": 0.9936406995230525,
|
179 |
+
"eval_USERAGENT_f1": 0.9369158878504673,
|
180 |
+
"eval_USERNAME_f1": 0.8299758259468171,
|
181 |
+
"eval_VEHICLEVIN_f1": 0.9157303370786517,
|
182 |
+
"eval_VEHICLEVRM_f1": 0.8206521739130436,
|
183 |
+
"eval_ZIPCODE_f1": 0.740506329113924,
|
184 |
+
"eval_loss": 0.1410156935453415,
|
185 |
+
"eval_overall_accuracy": 0.9478894650567034,
|
186 |
+
"eval_overall_f1": 0.7880361295905673,
|
187 |
+
"eval_overall_precision": 0.7731904054340905,
|
188 |
+
"eval_overall_recall": 0.8034631079739716,
|
189 |
+
"eval_runtime": 28.5728,
|
190 |
+
"eval_samples_per_second": 304.486,
|
191 |
+
"eval_steps_per_second": 9.52,
|
192 |
+
"step": 4350
|
193 |
+
},
|
194 |
+
{
|
195 |
+
"epoch": 2.07,
|
196 |
+
"learning_rate": 4.169469396971739e-05,
|
197 |
+
"loss": 0.1532,
|
198 |
+
"step": 4500
|
199 |
+
},
|
200 |
+
{
|
201 |
+
"epoch": 2.3,
|
202 |
+
"learning_rate": 3.808170195400064e-05,
|
203 |
+
"loss": 0.1298,
|
204 |
+
"step": 5000
|
205 |
+
},
|
206 |
+
{
|
207 |
+
"epoch": 2.53,
|
208 |
+
"learning_rate": 3.404341972448928e-05,
|
209 |
+
"loss": 0.1218,
|
210 |
+
"step": 5500
|
211 |
+
},
|
212 |
+
{
|
213 |
+
"epoch": 2.76,
|
214 |
+
"learning_rate": 2.9711133096957962e-05,
|
215 |
+
"loss": 0.1168,
|
216 |
+
"step": 6000
|
217 |
+
},
|
218 |
+
{
|
219 |
+
"epoch": 2.99,
|
220 |
+
"learning_rate": 2.5225686061930326e-05,
|
221 |
+
"loss": 0.1081,
|
222 |
+
"step": 6500
|
223 |
+
},
|
224 |
+
{
|
225 |
+
"epoch": 3.0,
|
226 |
+
"eval_ACCOUNTNAME_f1": 0.9864864864864864,
|
227 |
+
"eval_ACCOUNTNUMBER_f1": 0.9802575107296136,
|
228 |
+
"eval_AGE_f1": 0.8586497890295359,
|
229 |
+
"eval_AMOUNT_f1": 0.7828200972447326,
|
230 |
+
"eval_BIC_f1": 0.815426997245179,
|
231 |
+
"eval_BITCOINADDRESS_f1": 0.8296593186372745,
|
232 |
+
"eval_BUILDINGNUMBER_f1": 0.7919597989949748,
|
233 |
+
"eval_CITY_f1": 0.7957405614714423,
|
234 |
+
"eval_COMPANYNAME_f1": 0.9143407122232916,
|
235 |
+
"eval_COUNTY_f1": 0.8413098236775819,
|
236 |
+
"eval_CREDITCARDCVV_f1": 0.8217522658610271,
|
237 |
+
"eval_CREDITCARDISSUER_f1": 0.962825278810409,
|
238 |
+
"eval_CREDITCARDNUMBER_f1": 0.8633776091081594,
|
239 |
+
"eval_CURRENCYCODE_f1": 0.5636363636363637,
|
240 |
+
"eval_CURRENCYNAME_f1": 0.1323529411764706,
|
241 |
+
"eval_CURRENCYSYMBOL_f1": 0.8787584869059165,
|
242 |
+
"eval_CURRENCY_f1": 0.6290143964562569,
|
243 |
+
"eval_DATE_f1": 0.8283302063789869,
|
244 |
+
"eval_DOB_f1": 0.48951048951048953,
|
245 |
+
"eval_EMAIL_f1": 0.9797421731123389,
|
246 |
+
"eval_ETHEREUMADDRESS_f1": 0.9916897506925207,
|
247 |
+
"eval_EYECOLOR_f1": 0.889487870619946,
|
248 |
+
"eval_FIRSTNAME_f1": 0.8302983339790778,
|
249 |
+
"eval_GENDER_f1": 0.9294354838709677,
|
250 |
+
"eval_HEIGHT_f1": 0.9717868338557994,
|
251 |
+
"eval_IBAN_f1": 0.9746192893401016,
|
252 |
+
"eval_IPV4_f1": 0.8324646314221892,
|
253 |
+
"eval_IPV6_f1": 0.7975567190226877,
|
254 |
+
"eval_IP_f1": 0.0,
|
255 |
+
"eval_JOBAREA_f1": 0.75207756232687,
|
256 |
+
"eval_JOBTITLE_f1": 0.9647463456577817,
|
257 |
+
"eval_JOBTYPE_f1": 0.9139966273187183,
|
258 |
+
"eval_LASTNAME_f1": 0.7494736842105264,
|
259 |
+
"eval_LITECOINADDRESS_f1": 0.7370892018779343,
|
260 |
+
"eval_MAC_f1": 0.9848156182212582,
|
261 |
+
"eval_MASKEDNUMBER_f1": 0.7943595769682725,
|
262 |
+
"eval_MIDDLENAME_f1": 0.8836023789294816,
|
263 |
+
"eval_NEARBYGPSCOORDINATE_f1": 0.9955022488755623,
|
264 |
+
"eval_ORDINALDIRECTION_f1": 0.9700854700854701,
|
265 |
+
"eval_PASSWORD_f1": 0.9226569608735214,
|
266 |
+
"eval_PHONEIMEI_f1": 0.9944444444444445,
|
267 |
+
"eval_PHONENUMBER_f1": 0.9785407725321887,
|
268 |
+
"eval_PIN_f1": 0.7426900584795323,
|
269 |
+
"eval_PREFIX_f1": 0.9254125412541255,
|
270 |
+
"eval_SECONDARYADDRESS_f1": 0.9923830250272035,
|
271 |
+
"eval_SEX_f1": 0.9700598802395208,
|
272 |
+
"eval_SSN_f1": 0.9527363184079601,
|
273 |
+
"eval_STATE_f1": 0.8031037827352085,
|
274 |
+
"eval_STREET_f1": 0.7518796992481204,
|
275 |
+
"eval_TIME_f1": 0.9288079470198677,
|
276 |
+
"eval_URL_f1": 0.9928514694201747,
|
277 |
+
"eval_USERAGENT_f1": 0.984759671746776,
|
278 |
+
"eval_USERNAME_f1": 0.8879935535858179,
|
279 |
+
"eval_VEHICLEVIN_f1": 0.9391304347826087,
|
280 |
+
"eval_VEHICLEVRM_f1": 0.9251336898395722,
|
281 |
+
"eval_ZIPCODE_f1": 0.8403001071811361,
|
282 |
+
"eval_loss": 0.11426308751106262,
|
283 |
+
"eval_overall_accuracy": 0.9558599242632781,
|
284 |
+
"eval_overall_f1": 0.8594547179606523,
|
285 |
+
"eval_overall_precision": 0.8375785066294487,
|
286 |
+
"eval_overall_recall": 0.8825043196941289,
|
287 |
+
"eval_runtime": 28.6543,
|
288 |
+
"eval_samples_per_second": 303.619,
|
289 |
+
"eval_steps_per_second": 9.492,
|
290 |
+
"step": 6525
|
291 |
+
},
|
292 |
+
{
|
293 |
+
"epoch": 3.22,
|
294 |
+
"learning_rate": 2.073290190258459e-05,
|
295 |
+
"loss": 0.0916,
|
296 |
+
"step": 7000
|
297 |
+
},
|
298 |
+
{
|
299 |
+
"epoch": 3.45,
|
300 |
+
"learning_rate": 1.6378842434300746e-05,
|
301 |
+
"loss": 0.0849,
|
302 |
+
"step": 7500
|
303 |
+
},
|
304 |
+
{
|
305 |
+
"epoch": 3.68,
|
306 |
+
"learning_rate": 1.2305059489451364e-05,
|
307 |
+
"loss": 0.0829,
|
308 |
+
"step": 8000
|
309 |
+
},
|
310 |
+
{
|
311 |
+
"epoch": 3.91,
|
312 |
+
"learning_rate": 8.643993023147797e-06,
|
313 |
+
"loss": 0.0804,
|
314 |
+
"step": 8500
|
315 |
+
},
|
316 |
+
{
|
317 |
+
"epoch": 4.0,
|
318 |
+
"eval_ACCOUNTNAME_f1": 0.9898305084745762,
|
319 |
+
"eval_ACCOUNTNUMBER_f1": 0.9896193771626298,
|
320 |
+
"eval_AGE_f1": 0.8744769874476988,
|
321 |
+
"eval_AMOUNT_f1": 0.8662838392124692,
|
322 |
+
"eval_BIC_f1": 0.8781869688385269,
|
323 |
+
"eval_BITCOINADDRESS_f1": 0.9414101290963257,
|
324 |
+
"eval_BUILDINGNUMBER_f1": 0.8278529980657641,
|
325 |
+
"eval_CITY_f1": 0.8312159709618875,
|
326 |
+
"eval_COMPANYNAME_f1": 0.9433962264150944,
|
327 |
+
"eval_COUNTY_f1": 0.927927927927928,
|
328 |
+
"eval_CREDITCARDCVV_f1": 0.894736842105263,
|
329 |
+
"eval_CREDITCARDISSUER_f1": 0.975517890772128,
|
330 |
+
"eval_CREDITCARDNUMBER_f1": 0.8769953051643193,
|
331 |
+
"eval_CURRENCYCODE_f1": 0.6397515527950312,
|
332 |
+
"eval_CURRENCYNAME_f1": 0.2105263157894737,
|
333 |
+
"eval_CURRENCYSYMBOL_f1": 0.9223205506391347,
|
334 |
+
"eval_CURRENCY_f1": 0.6753246753246753,
|
335 |
+
"eval_DATE_f1": 0.8275529865125241,
|
336 |
+
"eval_DOB_f1": 0.5470297029702971,
|
337 |
+
"eval_EMAIL_f1": 0.9840490797546012,
|
338 |
+
"eval_ETHEREUMADDRESS_f1": 0.997229916897507,
|
339 |
+
"eval_EYECOLOR_f1": 0.9027027027027027,
|
340 |
+
"eval_FIRSTNAME_f1": 0.8696149447197865,
|
341 |
+
"eval_GENDER_f1": 0.9626556016597512,
|
342 |
+
"eval_HEIGHT_f1": 0.9811320754716981,
|
343 |
+
"eval_IBAN_f1": 0.991172761664565,
|
344 |
+
"eval_IPV4_f1": 0.8376963350785339,
|
345 |
+
"eval_IPV6_f1": 0.7585004359197908,
|
346 |
+
"eval_IP_f1": 0.012396694214876033,
|
347 |
+
"eval_JOBAREA_f1": 0.8211508553654743,
|
348 |
+
"eval_JOBTITLE_f1": 0.9833479404031551,
|
349 |
+
"eval_JOBTYPE_f1": 0.911032028469751,
|
350 |
+
"eval_LASTNAME_f1": 0.8304904051172707,
|
351 |
+
"eval_LITECOINADDRESS_f1": 0.8793103448275862,
|
352 |
+
"eval_MAC_f1": 0.9956521739130435,
|
353 |
+
"eval_MASKEDNUMBER_f1": 0.8315151515151514,
|
354 |
+
"eval_MIDDLENAME_f1": 0.944110060189166,
|
355 |
+
"eval_NEARBYGPSCOORDINATE_f1": 0.996996996996997,
|
356 |
+
"eval_ORDINALDIRECTION_f1": 0.9681528662420382,
|
357 |
+
"eval_PASSWORD_f1": 0.9653882132834425,
|
358 |
+
"eval_PHONEIMEI_f1": 0.9944289693593316,
|
359 |
+
"eval_PHONENUMBER_f1": 0.9860064585575887,
|
360 |
+
"eval_PIN_f1": 0.8150289017341039,
|
361 |
+
"eval_PREFIX_f1": 0.930601454064772,
|
362 |
+
"eval_SECONDARYADDRESS_f1": 0.9934640522875817,
|
363 |
+
"eval_SEX_f1": 0.9721115537848605,
|
364 |
+
"eval_SSN_f1": 0.9758576874205844,
|
365 |
+
"eval_STATE_f1": 0.8817204301075269,
|
366 |
+
"eval_STREET_f1": 0.826431718061674,
|
367 |
+
"eval_TIME_f1": 0.948523206751055,
|
368 |
+
"eval_URL_f1": 0.9936406995230525,
|
369 |
+
"eval_USERAGENT_f1": 0.9976415094339622,
|
370 |
+
"eval_USERNAME_f1": 0.9108433734939759,
|
371 |
+
"eval_VEHICLEVIN_f1": 0.956772334293948,
|
372 |
+
"eval_VEHICLEVRM_f1": 0.9238845144356956,
|
373 |
+
"eval_ZIPCODE_f1": 0.8543478260869566,
|
374 |
+
"eval_loss": 0.0961993858218193,
|
375 |
+
"eval_overall_accuracy": 0.9623225928047634,
|
376 |
+
"eval_overall_f1": 0.8889932619180954,
|
377 |
+
"eval_overall_precision": 0.8739167495382867,
|
378 |
+
"eval_overall_recall": 0.9045990956214846,
|
379 |
+
"eval_runtime": 28.6117,
|
380 |
+
"eval_samples_per_second": 304.071,
|
381 |
+
"eval_steps_per_second": 9.507,
|
382 |
+
"step": 8700
|
383 |
+
},
|
384 |
+
{
|
385 |
+
"epoch": 4.14,
|
386 |
+
"learning_rate": 5.51466544896021e-06,
|
387 |
+
"loss": 0.0717,
|
388 |
+
"step": 9000
|
389 |
+
},
|
390 |
+
{
|
391 |
+
"epoch": 4.37,
|
392 |
+
"learning_rate": 3.0188121831012023e-06,
|
393 |
+
"loss": 0.0628,
|
394 |
+
"step": 9500
|
395 |
+
},
|
396 |
+
{
|
397 |
+
"epoch": 4.6,
|
398 |
+
"learning_rate": 1.2375741942894869e-06,
|
399 |
+
"loss": 0.066,
|
400 |
+
"step": 10000
|
401 |
+
},
|
402 |
+
{
|
403 |
+
"epoch": 4.83,
|
404 |
+
"learning_rate": 2.288600855298306e-07,
|
405 |
+
"loss": 0.0663,
|
406 |
+
"step": 10500
|
407 |
+
},
|
408 |
+
{
|
409 |
+
"epoch": 5.0,
|
410 |
+
"eval_ACCOUNTNAME_f1": 0.988155668358714,
|
411 |
+
"eval_ACCOUNTNUMBER_f1": 0.9896373056994819,
|
412 |
+
"eval_AGE_f1": 0.884453781512605,
|
413 |
+
"eval_AMOUNT_f1": 0.8675873273761169,
|
414 |
+
"eval_BIC_f1": 0.8749999999999999,
|
415 |
+
"eval_BITCOINADDRESS_f1": 0.9463220675944334,
|
416 |
+
"eval_BUILDINGNUMBER_f1": 0.8279883381924198,
|
417 |
+
"eval_CITY_f1": 0.8415300546448088,
|
418 |
+
"eval_COMPANYNAME_f1": 0.9482071713147411,
|
419 |
+
"eval_COUNTY_f1": 0.9364791288566243,
|
420 |
+
"eval_CREDITCARDCVV_f1": 0.8954248366013072,
|
421 |
+
"eval_CREDITCARDISSUER_f1": 0.9774436090225563,
|
422 |
+
"eval_CREDITCARDNUMBER_f1": 0.8897338403041825,
|
423 |
+
"eval_CURRENCYCODE_f1": 0.6773162939297124,
|
424 |
+
"eval_CURRENCYNAME_f1": 0.2689655172413793,
|
425 |
+
"eval_CURRENCYSYMBOL_f1": 0.9217221135029353,
|
426 |
+
"eval_CURRENCY_f1": 0.657142857142857,
|
427 |
+
"eval_DATE_f1": 0.8258706467661692,
|
428 |
+
"eval_DOB_f1": 0.61345496009122,
|
429 |
+
"eval_EMAIL_f1": 0.9858809085328423,
|
430 |
+
"eval_ETHEREUMADDRESS_f1": 0.997229916897507,
|
431 |
+
"eval_EYECOLOR_f1": 0.9180327868852458,
|
432 |
+
"eval_FIRSTNAME_f1": 0.8840245775729647,
|
433 |
+
"eval_GENDER_f1": 0.9707724425887266,
|
434 |
+
"eval_HEIGHT_f1": 0.975,
|
435 |
+
"eval_IBAN_f1": 0.966707768187423,
|
436 |
+
"eval_IPV4_f1": 0.8108527131782945,
|
437 |
+
"eval_IPV6_f1": 0.7063829787234042,
|
438 |
+
"eval_IP_f1": 0.12012987012987014,
|
439 |
+
"eval_JOBAREA_f1": 0.8297703879651622,
|
440 |
+
"eval_JOBTITLE_f1": 0.9885462555066078,
|
441 |
+
"eval_JOBTYPE_f1": 0.9265341400172861,
|
442 |
+
"eval_LASTNAME_f1": 0.8519701810436635,
|
443 |
+
"eval_LITECOINADDRESS_f1": 0.8843930635838151,
|
444 |
+
"eval_MAC_f1": 0.9934924078091107,
|
445 |
+
"eval_MASKEDNUMBER_f1": 0.8523002421307505,
|
446 |
+
"eval_MIDDLENAME_f1": 0.946199829205807,
|
447 |
+
"eval_NEARBYGPSCOORDINATE_f1": 0.9985007496251874,
|
448 |
+
"eval_ORDINALDIRECTION_f1": 0.9743589743589743,
|
449 |
+
"eval_PASSWORD_f1": 0.9681647940074907,
|
450 |
+
"eval_PHONEIMEI_f1": 0.9958275382475661,
|
451 |
+
"eval_PHONENUMBER_f1": 0.9881081081081081,
|
452 |
+
"eval_PIN_f1": 0.8165680473372781,
|
453 |
+
"eval_PREFIX_f1": 0.9333333333333333,
|
454 |
+
"eval_SECONDARYADDRESS_f1": 0.9934640522875817,
|
455 |
+
"eval_SEX_f1": 0.9721115537848605,
|
456 |
+
"eval_SSN_f1": 0.9772151898734177,
|
457 |
+
"eval_STATE_f1": 0.888888888888889,
|
458 |
+
"eval_STREET_f1": 0.8293545534924845,
|
459 |
+
"eval_TIME_f1": 0.963153384747215,
|
460 |
+
"eval_URL_f1": 0.9952305246422893,
|
461 |
+
"eval_USERAGENT_f1": 0.9976415094339622,
|
462 |
+
"eval_USERNAME_f1": 0.9172077922077921,
|
463 |
+
"eval_VEHICLEVIN_f1": 0.953757225433526,
|
464 |
+
"eval_VEHICLEVRM_f1": 0.9417989417989417,
|
465 |
+
"eval_ZIPCODE_f1": 0.863780359028511,
|
466 |
+
"eval_loss": 0.09649262577295303,
|
467 |
+
"eval_overall_accuracy": 0.9631732049727333,
|
468 |
+
"eval_overall_f1": 0.8922010898985889,
|
469 |
+
"eval_overall_precision": 0.8761384980685403,
|
470 |
+
"eval_overall_recall": 0.9088636447189442,
|
471 |
+
"eval_runtime": 28.6468,
|
472 |
+
"eval_samples_per_second": 303.699,
|
473 |
+
"eval_steps_per_second": 9.495,
|
474 |
+
"step": 10875
|
475 |
+
},
|
476 |
+
{
|
477 |
+
"epoch": 5.0,
|
478 |
+
"step": 10875,
|
479 |
+
"total_flos": 8191053731222496.0,
|
480 |
+
"train_loss": 0.29213084867630884,
|
481 |
+
"train_runtime": 1421.2143,
|
482 |
+
"train_samples_per_second": 122.416,
|
483 |
+
"train_steps_per_second": 7.652
|
484 |
+
},
|
485 |
+
{
|
486 |
+
"epoch": 5.0,
|
487 |
+
"eval_ACCOUNTNAME_f1": 0.9898305084745762,
|
488 |
+
"eval_ACCOUNTNUMBER_f1": 0.9896193771626298,
|
489 |
+
"eval_AGE_f1": 0.8744769874476988,
|
490 |
+
"eval_AMOUNT_f1": 0.8662838392124692,
|
491 |
+
"eval_BIC_f1": 0.8781869688385269,
|
492 |
+
"eval_BITCOINADDRESS_f1": 0.9414101290963257,
|
493 |
+
"eval_BUILDINGNUMBER_f1": 0.8278529980657641,
|
494 |
+
"eval_CITY_f1": 0.8312159709618875,
|
495 |
+
"eval_COMPANYNAME_f1": 0.9433962264150944,
|
496 |
+
"eval_COUNTY_f1": 0.927927927927928,
|
497 |
+
"eval_CREDITCARDCVV_f1": 0.894736842105263,
|
498 |
+
"eval_CREDITCARDISSUER_f1": 0.975517890772128,
|
499 |
+
"eval_CREDITCARDNUMBER_f1": 0.8769953051643193,
|
500 |
+
"eval_CURRENCYCODE_f1": 0.6397515527950312,
|
501 |
+
"eval_CURRENCYNAME_f1": 0.2105263157894737,
|
502 |
+
"eval_CURRENCYSYMBOL_f1": 0.9223205506391347,
|
503 |
+
"eval_CURRENCY_f1": 0.6753246753246753,
|
504 |
+
"eval_DATE_f1": 0.8275529865125241,
|
505 |
+
"eval_DOB_f1": 0.5470297029702971,
|
506 |
+
"eval_EMAIL_f1": 0.9840490797546012,
|
507 |
+
"eval_ETHEREUMADDRESS_f1": 0.997229916897507,
|
508 |
+
"eval_EYECOLOR_f1": 0.9027027027027027,
|
509 |
+
"eval_FIRSTNAME_f1": 0.8696149447197865,
|
510 |
+
"eval_GENDER_f1": 0.9626556016597512,
|
511 |
+
"eval_HEIGHT_f1": 0.9811320754716981,
|
512 |
+
"eval_IBAN_f1": 0.991172761664565,
|
513 |
+
"eval_IPV4_f1": 0.8376963350785339,
|
514 |
+
"eval_IPV6_f1": 0.7585004359197908,
|
515 |
+
"eval_IP_f1": 0.012396694214876033,
|
516 |
+
"eval_JOBAREA_f1": 0.8211508553654743,
|
517 |
+
"eval_JOBTITLE_f1": 0.9833479404031551,
|
518 |
+
"eval_JOBTYPE_f1": 0.911032028469751,
|
519 |
+
"eval_LASTNAME_f1": 0.8304904051172707,
|
520 |
+
"eval_LITECOINADDRESS_f1": 0.8793103448275862,
|
521 |
+
"eval_MAC_f1": 0.9956521739130435,
|
522 |
+
"eval_MASKEDNUMBER_f1": 0.8315151515151514,
|
523 |
+
"eval_MIDDLENAME_f1": 0.944110060189166,
|
524 |
+
"eval_NEARBYGPSCOORDINATE_f1": 0.996996996996997,
|
525 |
+
"eval_ORDINALDIRECTION_f1": 0.9681528662420382,
|
526 |
+
"eval_PASSWORD_f1": 0.9653882132834425,
|
527 |
+
"eval_PHONEIMEI_f1": 0.9944289693593316,
|
528 |
+
"eval_PHONENUMBER_f1": 0.9860064585575887,
|
529 |
+
"eval_PIN_f1": 0.8150289017341039,
|
530 |
+
"eval_PREFIX_f1": 0.930601454064772,
|
531 |
+
"eval_SECONDARYADDRESS_f1": 0.9934640522875817,
|
532 |
+
"eval_SEX_f1": 0.9721115537848605,
|
533 |
+
"eval_SSN_f1": 0.9758576874205844,
|
534 |
+
"eval_STATE_f1": 0.8817204301075269,
|
535 |
+
"eval_STREET_f1": 0.826431718061674,
|
536 |
+
"eval_TIME_f1": 0.948523206751055,
|
537 |
+
"eval_URL_f1": 0.9936406995230525,
|
538 |
+
"eval_USERAGENT_f1": 0.9976415094339622,
|
539 |
+
"eval_USERNAME_f1": 0.9108433734939759,
|
540 |
+
"eval_VEHICLEVIN_f1": 0.956772334293948,
|
541 |
+
"eval_VEHICLEVRM_f1": 0.9238845144356956,
|
542 |
+
"eval_ZIPCODE_f1": 0.8543478260869566,
|
543 |
+
"eval_loss": 0.0961993858218193,
|
544 |
+
"eval_overall_accuracy": 0.9623225928047634,
|
545 |
+
"eval_overall_f1": 0.8889932619180954,
|
546 |
+
"eval_overall_precision": 0.8739167495382867,
|
547 |
+
"eval_overall_recall": 0.9045990956214846,
|
548 |
+
"eval_runtime": 28.664,
|
549 |
+
"eval_samples_per_second": 303.516,
|
550 |
+
"eval_steps_per_second": 9.489,
|
551 |
+
"step": 10875
|
552 |
+
}
|
553 |
+
],
|
554 |
+
"max_steps": 10875,
|
555 |
+
"num_train_epochs": 5,
|
556 |
+
"total_flos": 8191053731222496.0,
|
557 |
+
"trial_name": null,
|
558 |
+
"trial_params": null
|
559 |
+
}
|