xXiaobuding commited on
Commit
0406731
1 Parent(s): 8efed9b

Model save

Browse files
Files changed (4) hide show
  1. all_results.json +72 -0
  2. eval_results.json +67 -0
  3. train_results.json +8 -0
  4. trainer_state.json +331 -0
all_results.json ADDED
@@ -0,0 +1,72 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 2.0,
3
+ "eval_ACCOUNTNAME_f1": 0.9923793395427604,
4
+ "eval_ACCOUNTNUMBER_f1": 0.9905090595340811,
5
+ "eval_AGE_f1": 0.9338929695697795,
6
+ "eval_AMOUNT_f1": 0.9277504105090312,
7
+ "eval_BIC_f1": 0.9597701149425286,
8
+ "eval_BITCOINADDRESS_f1": 0.9801192842942346,
9
+ "eval_BUILDINGNUMBER_f1": 0.9090909090909091,
10
+ "eval_CITY_f1": 0.956442831215971,
11
+ "eval_COMPANYNAME_f1": 0.9908069458631257,
12
+ "eval_COUNTY_f1": 0.9852670349907919,
13
+ "eval_CREDITCARDCVV_f1": 0.9639344262295083,
14
+ "eval_CREDITCARDISSUER_f1": 0.9867674858223062,
15
+ "eval_CREDITCARDNUMBER_f1": 0.8928909952606634,
16
+ "eval_CURRENCYCODE_f1": 0.8607594936708861,
17
+ "eval_CURRENCYNAME_f1": 0.36501901140684406,
18
+ "eval_CURRENCYSYMBOL_f1": 0.9535783365570599,
19
+ "eval_CURRENCY_f1": 0.7725631768953068,
20
+ "eval_DATE_f1": 0.8589999999999999,
21
+ "eval_DOB_f1": 0.6490384615384616,
22
+ "eval_EMAIL_f1": 0.9944615384615385,
23
+ "eval_ETHEREUMADDRESS_f1": 0.9986168741355463,
24
+ "eval_EYECOLOR_f1": 0.9688385269121812,
25
+ "eval_FIRSTNAME_f1": 0.9789996181748759,
26
+ "eval_GENDER_f1": 0.9831932773109244,
27
+ "eval_HEIGHT_f1": 0.9905956112852665,
28
+ "eval_IBAN_f1": 1.0,
29
+ "eval_IPV4_f1": 0.8217291507268554,
30
+ "eval_IPV6_f1": 0.7506339814032122,
31
+ "eval_IP_f1": 0.10247349823321554,
32
+ "eval_JOBAREA_f1": 0.9306260575296108,
33
+ "eval_JOBTITLE_f1": 0.9938217122683143,
34
+ "eval_JOBTYPE_f1": 0.9507908611599297,
35
+ "eval_LASTNAME_f1": 0.9479892761394102,
36
+ "eval_LITECOINADDRESS_f1": 0.9345238095238094,
37
+ "eval_MAC_f1": 1.0,
38
+ "eval_MASKEDNUMBER_f1": 0.8608799048751485,
39
+ "eval_MIDDLENAME_f1": 0.9600694444444444,
40
+ "eval_NEARBYGPSCOORDINATE_f1": 1.0,
41
+ "eval_ORDINALDIRECTION_f1": 0.9783549783549784,
42
+ "eval_PASSWORD_f1": 0.9839167455061494,
43
+ "eval_PHONEIMEI_f1": 0.99860529986053,
44
+ "eval_PHONENUMBER_f1": 0.9902912621359222,
45
+ "eval_PIN_f1": 0.9390243902439024,
46
+ "eval_PREFIX_f1": 0.944141689373297,
47
+ "eval_SECONDARYADDRESS_f1": 0.9945474372955289,
48
+ "eval_SEX_f1": 0.9780439121756487,
49
+ "eval_SSN_f1": 0.9897959183673469,
50
+ "eval_STATE_f1": 0.98046875,
51
+ "eval_STREET_f1": 0.9693140794223826,
52
+ "eval_TIME_f1": 0.9843205574912891,
53
+ "eval_URL_f1": 0.9984101748807631,
54
+ "eval_USERAGENT_f1": 0.9917936694021102,
55
+ "eval_USERNAME_f1": 0.9909465020576131,
56
+ "eval_VEHICLEVIN_f1": 0.9855907780979827,
57
+ "eval_VEHICLEVRM_f1": 0.9653333333333334,
58
+ "eval_ZIPCODE_f1": 0.8990228013029316,
59
+ "eval_loss": 0.07021763920783997,
60
+ "eval_overall_accuracy": 0.9706055217873271,
61
+ "eval_overall_f1": 0.9360433407264662,
62
+ "eval_overall_precision": 0.9258766408919259,
63
+ "eval_overall_recall": 0.9464357928017352,
64
+ "eval_runtime": 440.2246,
65
+ "eval_samples_per_second": 19.763,
66
+ "eval_steps_per_second": 1.236,
67
+ "total_flos": 2872141576234200.0,
68
+ "train_loss": 0.2210703050679174,
69
+ "train_runtime": 10530.9203,
70
+ "train_samples_per_second": 6.608,
71
+ "train_steps_per_second": 0.826
72
+ }
eval_results.json ADDED
@@ -0,0 +1,67 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 2.0,
3
+ "eval_ACCOUNTNAME_f1": 0.9923793395427604,
4
+ "eval_ACCOUNTNUMBER_f1": 0.9905090595340811,
5
+ "eval_AGE_f1": 0.9338929695697795,
6
+ "eval_AMOUNT_f1": 0.9277504105090312,
7
+ "eval_BIC_f1": 0.9597701149425286,
8
+ "eval_BITCOINADDRESS_f1": 0.9801192842942346,
9
+ "eval_BUILDINGNUMBER_f1": 0.9090909090909091,
10
+ "eval_CITY_f1": 0.956442831215971,
11
+ "eval_COMPANYNAME_f1": 0.9908069458631257,
12
+ "eval_COUNTY_f1": 0.9852670349907919,
13
+ "eval_CREDITCARDCVV_f1": 0.9639344262295083,
14
+ "eval_CREDITCARDISSUER_f1": 0.9867674858223062,
15
+ "eval_CREDITCARDNUMBER_f1": 0.8928909952606634,
16
+ "eval_CURRENCYCODE_f1": 0.8607594936708861,
17
+ "eval_CURRENCYNAME_f1": 0.36501901140684406,
18
+ "eval_CURRENCYSYMBOL_f1": 0.9535783365570599,
19
+ "eval_CURRENCY_f1": 0.7725631768953068,
20
+ "eval_DATE_f1": 0.8589999999999999,
21
+ "eval_DOB_f1": 0.6490384615384616,
22
+ "eval_EMAIL_f1": 0.9944615384615385,
23
+ "eval_ETHEREUMADDRESS_f1": 0.9986168741355463,
24
+ "eval_EYECOLOR_f1": 0.9688385269121812,
25
+ "eval_FIRSTNAME_f1": 0.9789996181748759,
26
+ "eval_GENDER_f1": 0.9831932773109244,
27
+ "eval_HEIGHT_f1": 0.9905956112852665,
28
+ "eval_IBAN_f1": 1.0,
29
+ "eval_IPV4_f1": 0.8217291507268554,
30
+ "eval_IPV6_f1": 0.7506339814032122,
31
+ "eval_IP_f1": 0.10247349823321554,
32
+ "eval_JOBAREA_f1": 0.9306260575296108,
33
+ "eval_JOBTITLE_f1": 0.9938217122683143,
34
+ "eval_JOBTYPE_f1": 0.9507908611599297,
35
+ "eval_LASTNAME_f1": 0.9479892761394102,
36
+ "eval_LITECOINADDRESS_f1": 0.9345238095238094,
37
+ "eval_MAC_f1": 1.0,
38
+ "eval_MASKEDNUMBER_f1": 0.8608799048751485,
39
+ "eval_MIDDLENAME_f1": 0.9600694444444444,
40
+ "eval_NEARBYGPSCOORDINATE_f1": 1.0,
41
+ "eval_ORDINALDIRECTION_f1": 0.9783549783549784,
42
+ "eval_PASSWORD_f1": 0.9839167455061494,
43
+ "eval_PHONEIMEI_f1": 0.99860529986053,
44
+ "eval_PHONENUMBER_f1": 0.9902912621359222,
45
+ "eval_PIN_f1": 0.9390243902439024,
46
+ "eval_PREFIX_f1": 0.944141689373297,
47
+ "eval_SECONDARYADDRESS_f1": 0.9945474372955289,
48
+ "eval_SEX_f1": 0.9780439121756487,
49
+ "eval_SSN_f1": 0.9897959183673469,
50
+ "eval_STATE_f1": 0.98046875,
51
+ "eval_STREET_f1": 0.9693140794223826,
52
+ "eval_TIME_f1": 0.9843205574912891,
53
+ "eval_URL_f1": 0.9984101748807631,
54
+ "eval_USERAGENT_f1": 0.9917936694021102,
55
+ "eval_USERNAME_f1": 0.9909465020576131,
56
+ "eval_VEHICLEVIN_f1": 0.9855907780979827,
57
+ "eval_VEHICLEVRM_f1": 0.9653333333333334,
58
+ "eval_ZIPCODE_f1": 0.8990228013029316,
59
+ "eval_loss": 0.07021763920783997,
60
+ "eval_overall_accuracy": 0.9706055217873271,
61
+ "eval_overall_f1": 0.9360433407264662,
62
+ "eval_overall_precision": 0.9258766408919259,
63
+ "eval_overall_recall": 0.9464357928017352,
64
+ "eval_runtime": 440.2246,
65
+ "eval_samples_per_second": 19.763,
66
+ "eval_steps_per_second": 1.236
67
+ }
train_results.json ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 2.0,
3
+ "total_flos": 2872141576234200.0,
4
+ "train_loss": 0.2210703050679174,
5
+ "train_runtime": 10530.9203,
6
+ "train_samples_per_second": 6.608,
7
+ "train_steps_per_second": 0.826
8
+ }
trainer_state.json ADDED
@@ -0,0 +1,331 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_metric": 0.07021763920783997,
3
+ "best_model_checkpoint": "google-bert/bert-base-uncased_ai4privacy_en/checkpoint-8700",
4
+ "epoch": 2.0,
5
+ "global_step": 8700,
6
+ "is_hyper_param_search": false,
7
+ "is_local_process_zero": true,
8
+ "is_world_process_zero": true,
9
+ "log_history": [
10
+ {
11
+ "epoch": 0.11,
12
+ "learning_rate": 1.4367816091954022e-05,
13
+ "loss": 1.991,
14
+ "step": 500
15
+ },
16
+ {
17
+ "epoch": 0.23,
18
+ "learning_rate": 2.8735632183908045e-05,
19
+ "loss": 0.4124,
20
+ "step": 1000
21
+ },
22
+ {
23
+ "epoch": 0.34,
24
+ "learning_rate": 4.3103448275862066e-05,
25
+ "loss": 0.2086,
26
+ "step": 1500
27
+ },
28
+ {
29
+ "epoch": 0.46,
30
+ "learning_rate": 4.982803524033569e-05,
31
+ "loss": 0.1406,
32
+ "step": 2000
33
+ },
34
+ {
35
+ "epoch": 0.57,
36
+ "learning_rate": 4.8543349906162705e-05,
37
+ "loss": 0.1193,
38
+ "step": 2500
39
+ },
40
+ {
41
+ "epoch": 0.69,
42
+ "learning_rate": 4.606455184041622e-05,
43
+ "loss": 0.1118,
44
+ "step": 3000
45
+ },
46
+ {
47
+ "epoch": 0.8,
48
+ "learning_rate": 4.251736505183356e-05,
49
+ "loss": 0.1028,
50
+ "step": 3500
51
+ },
52
+ {
53
+ "epoch": 0.92,
54
+ "learning_rate": 3.808170195400064e-05,
55
+ "loss": 0.0939,
56
+ "step": 4000
57
+ },
58
+ {
59
+ "epoch": 1.0,
60
+ "eval_ACCOUNTNAME_f1": 0.9839662447257383,
61
+ "eval_ACCOUNTNUMBER_f1": 0.9896373056994819,
62
+ "eval_AGE_f1": 0.9182389937106918,
63
+ "eval_AMOUNT_f1": 0.8769356153219233,
64
+ "eval_BIC_f1": 0.9126760563380281,
65
+ "eval_BITCOINADDRESS_f1": 0.962671905697446,
66
+ "eval_BUILDINGNUMBER_f1": 0.8769953051643191,
67
+ "eval_CITY_f1": 0.9616087751371114,
68
+ "eval_COMPANYNAME_f1": 0.9846782431052095,
69
+ "eval_COUNTY_f1": 0.9711711711711711,
70
+ "eval_CREDITCARDCVV_f1": 0.9372937293729373,
71
+ "eval_CREDITCARDISSUER_f1": 0.9812734082397003,
72
+ "eval_CREDITCARDNUMBER_f1": 0.8405797101449276,
73
+ "eval_CURRENCYCODE_f1": 0.7450980392156863,
74
+ "eval_CURRENCYNAME_f1": 0.13721413721413722,
75
+ "eval_CURRENCYSYMBOL_f1": 0.9265536723163841,
76
+ "eval_CURRENCY_f1": 0.39336492890995267,
77
+ "eval_DATE_f1": 0.8353569694026226,
78
+ "eval_DOB_f1": 0.5796019900497511,
79
+ "eval_EMAIL_f1": 0.9920294297976702,
80
+ "eval_ETHEREUMADDRESS_f1": 0.9876543209876543,
81
+ "eval_EYECOLOR_f1": 0.9037433155080213,
82
+ "eval_FIRSTNAME_f1": 0.9641779788838613,
83
+ "eval_GENDER_f1": 0.9788583509513742,
84
+ "eval_HEIGHT_f1": 0.9905956112852665,
85
+ "eval_IBAN_f1": 0.9874055415617129,
86
+ "eval_IPV4_f1": 0.8415545590433483,
87
+ "eval_IPV6_f1": 0.8086956521739129,
88
+ "eval_IP_f1": 0.0,
89
+ "eval_JOBAREA_f1": 0.8854003139717426,
90
+ "eval_JOBTITLE_f1": 0.9824868651488616,
91
+ "eval_JOBTYPE_f1": 0.942630185348632,
92
+ "eval_LASTNAME_f1": 0.9212513484358145,
93
+ "eval_LITECOINADDRESS_f1": 0.9014925373134328,
94
+ "eval_MAC_f1": 0.980561555075594,
95
+ "eval_MASKEDNUMBER_f1": 0.7978494623655914,
96
+ "eval_MIDDLENAME_f1": 0.954349698535745,
97
+ "eval_NEARBYGPSCOORDINATE_f1": 1.0,
98
+ "eval_ORDINALDIRECTION_f1": 0.9827586206896551,
99
+ "eval_PASSWORD_f1": 0.9688972667295005,
100
+ "eval_PHONEIMEI_f1": 0.9916666666666667,
101
+ "eval_PHONENUMBER_f1": 0.9776833156216791,
102
+ "eval_PIN_f1": 0.8764044943820225,
103
+ "eval_PREFIX_f1": 0.9340439706862093,
104
+ "eval_SECONDARYADDRESS_f1": 0.991285403050109,
105
+ "eval_SEX_f1": 0.9760956175298805,
106
+ "eval_SSN_f1": 0.9948979591836734,
107
+ "eval_STATE_f1": 0.9553398058252427,
108
+ "eval_STREET_f1": 0.9561324977618622,
109
+ "eval_TIME_f1": 0.972318339100346,
110
+ "eval_URL_f1": 0.9920634920634921,
111
+ "eval_USERAGENT_f1": 0.990632318501171,
112
+ "eval_USERNAME_f1": 0.977850697292863,
113
+ "eval_VEHICLEVIN_f1": 0.9941860465116279,
114
+ "eval_VEHICLEVRM_f1": 0.968421052631579,
115
+ "eval_ZIPCODE_f1": 0.8521739130434782,
116
+ "eval_loss": 0.08007875829935074,
117
+ "eval_overall_accuracy": 0.9665954929954692,
118
+ "eval_overall_f1": 0.9126164603268998,
119
+ "eval_overall_precision": 0.8950512548603747,
120
+ "eval_overall_recall": 0.9308848939377229,
121
+ "eval_runtime": 434.9839,
122
+ "eval_samples_per_second": 20.001,
123
+ "eval_steps_per_second": 1.251,
124
+ "step": 4350
125
+ },
126
+ {
127
+ "epoch": 1.03,
128
+ "learning_rate": 3.29825382533995e-05,
129
+ "loss": 0.0857,
130
+ "step": 4500
131
+ },
132
+ {
133
+ "epoch": 1.15,
134
+ "learning_rate": 2.7478502238677862e-05,
135
+ "loss": 0.08,
136
+ "step": 5000
137
+ },
138
+ {
139
+ "epoch": 1.26,
140
+ "learning_rate": 2.1848757219492768e-05,
141
+ "loss": 0.0712,
142
+ "step": 5500
143
+ },
144
+ {
145
+ "epoch": 1.38,
146
+ "learning_rate": 1.6378842434300746e-05,
147
+ "loss": 0.0723,
148
+ "step": 6000
149
+ },
150
+ {
151
+ "epoch": 1.49,
152
+ "learning_rate": 1.1346190572657575e-05,
153
+ "loss": 0.0707,
154
+ "step": 6500
155
+ },
156
+ {
157
+ "epoch": 1.61,
158
+ "learning_rate": 7.00605645962078e-06,
159
+ "loss": 0.0668,
160
+ "step": 7000
161
+ },
162
+ {
163
+ "epoch": 1.72,
164
+ "learning_rate": 3.578570595810274e-06,
165
+ "loss": 0.0652,
166
+ "step": 7500
167
+ },
168
+ {
169
+ "epoch": 1.84,
170
+ "learning_rate": 1.2375741942894869e-06,
171
+ "loss": 0.0633,
172
+ "step": 8000
173
+ },
174
+ {
175
+ "epoch": 1.95,
176
+ "learning_rate": 1.0180199836239412e-07,
177
+ "loss": 0.0644,
178
+ "step": 8500
179
+ },
180
+ {
181
+ "epoch": 2.0,
182
+ "eval_ACCOUNTNAME_f1": 0.9923793395427604,
183
+ "eval_ACCOUNTNUMBER_f1": 0.9905090595340811,
184
+ "eval_AGE_f1": 0.9338929695697795,
185
+ "eval_AMOUNT_f1": 0.9277504105090312,
186
+ "eval_BIC_f1": 0.9597701149425286,
187
+ "eval_BITCOINADDRESS_f1": 0.9801192842942346,
188
+ "eval_BUILDINGNUMBER_f1": 0.9090909090909091,
189
+ "eval_CITY_f1": 0.956442831215971,
190
+ "eval_COMPANYNAME_f1": 0.9908069458631257,
191
+ "eval_COUNTY_f1": 0.9852670349907919,
192
+ "eval_CREDITCARDCVV_f1": 0.9639344262295083,
193
+ "eval_CREDITCARDISSUER_f1": 0.9867674858223062,
194
+ "eval_CREDITCARDNUMBER_f1": 0.8928909952606634,
195
+ "eval_CURRENCYCODE_f1": 0.8607594936708861,
196
+ "eval_CURRENCYNAME_f1": 0.36501901140684406,
197
+ "eval_CURRENCYSYMBOL_f1": 0.9535783365570599,
198
+ "eval_CURRENCY_f1": 0.7725631768953068,
199
+ "eval_DATE_f1": 0.8589999999999999,
200
+ "eval_DOB_f1": 0.6490384615384616,
201
+ "eval_EMAIL_f1": 0.9944615384615385,
202
+ "eval_ETHEREUMADDRESS_f1": 0.9986168741355463,
203
+ "eval_EYECOLOR_f1": 0.9688385269121812,
204
+ "eval_FIRSTNAME_f1": 0.9789996181748759,
205
+ "eval_GENDER_f1": 0.9831932773109244,
206
+ "eval_HEIGHT_f1": 0.9905956112852665,
207
+ "eval_IBAN_f1": 1.0,
208
+ "eval_IPV4_f1": 0.8217291507268554,
209
+ "eval_IPV6_f1": 0.7506339814032122,
210
+ "eval_IP_f1": 0.10247349823321554,
211
+ "eval_JOBAREA_f1": 0.9306260575296108,
212
+ "eval_JOBTITLE_f1": 0.9938217122683143,
213
+ "eval_JOBTYPE_f1": 0.9507908611599297,
214
+ "eval_LASTNAME_f1": 0.9479892761394102,
215
+ "eval_LITECOINADDRESS_f1": 0.9345238095238094,
216
+ "eval_MAC_f1": 1.0,
217
+ "eval_MASKEDNUMBER_f1": 0.8608799048751485,
218
+ "eval_MIDDLENAME_f1": 0.9600694444444444,
219
+ "eval_NEARBYGPSCOORDINATE_f1": 1.0,
220
+ "eval_ORDINALDIRECTION_f1": 0.9783549783549784,
221
+ "eval_PASSWORD_f1": 0.9839167455061494,
222
+ "eval_PHONEIMEI_f1": 0.99860529986053,
223
+ "eval_PHONENUMBER_f1": 0.9902912621359222,
224
+ "eval_PIN_f1": 0.9390243902439024,
225
+ "eval_PREFIX_f1": 0.944141689373297,
226
+ "eval_SECONDARYADDRESS_f1": 0.9945474372955289,
227
+ "eval_SEX_f1": 0.9780439121756487,
228
+ "eval_SSN_f1": 0.9897959183673469,
229
+ "eval_STATE_f1": 0.98046875,
230
+ "eval_STREET_f1": 0.9693140794223826,
231
+ "eval_TIME_f1": 0.9843205574912891,
232
+ "eval_URL_f1": 0.9984101748807631,
233
+ "eval_USERAGENT_f1": 0.9917936694021102,
234
+ "eval_USERNAME_f1": 0.9909465020576131,
235
+ "eval_VEHICLEVIN_f1": 0.9855907780979827,
236
+ "eval_VEHICLEVRM_f1": 0.9653333333333334,
237
+ "eval_ZIPCODE_f1": 0.8990228013029316,
238
+ "eval_loss": 0.07021763920783997,
239
+ "eval_overall_accuracy": 0.9706055217873271,
240
+ "eval_overall_f1": 0.9360433407264662,
241
+ "eval_overall_precision": 0.9258766408919259,
242
+ "eval_overall_recall": 0.9464357928017352,
243
+ "eval_runtime": 434.7226,
244
+ "eval_samples_per_second": 20.013,
245
+ "eval_steps_per_second": 1.251,
246
+ "step": 8700
247
+ },
248
+ {
249
+ "epoch": 2.0,
250
+ "step": 8700,
251
+ "total_flos": 2872141576234200.0,
252
+ "train_loss": 0.2210703050679174,
253
+ "train_runtime": 10530.9203,
254
+ "train_samples_per_second": 6.608,
255
+ "train_steps_per_second": 0.826
256
+ },
257
+ {
258
+ "epoch": 2.0,
259
+ "eval_ACCOUNTNAME_f1": 0.9923793395427604,
260
+ "eval_ACCOUNTNUMBER_f1": 0.9905090595340811,
261
+ "eval_AGE_f1": 0.9338929695697795,
262
+ "eval_AMOUNT_f1": 0.9277504105090312,
263
+ "eval_BIC_f1": 0.9597701149425286,
264
+ "eval_BITCOINADDRESS_f1": 0.9801192842942346,
265
+ "eval_BUILDINGNUMBER_f1": 0.9090909090909091,
266
+ "eval_CITY_f1": 0.956442831215971,
267
+ "eval_COMPANYNAME_f1": 0.9908069458631257,
268
+ "eval_COUNTY_f1": 0.9852670349907919,
269
+ "eval_CREDITCARDCVV_f1": 0.9639344262295083,
270
+ "eval_CREDITCARDISSUER_f1": 0.9867674858223062,
271
+ "eval_CREDITCARDNUMBER_f1": 0.8928909952606634,
272
+ "eval_CURRENCYCODE_f1": 0.8607594936708861,
273
+ "eval_CURRENCYNAME_f1": 0.36501901140684406,
274
+ "eval_CURRENCYSYMBOL_f1": 0.9535783365570599,
275
+ "eval_CURRENCY_f1": 0.7725631768953068,
276
+ "eval_DATE_f1": 0.8589999999999999,
277
+ "eval_DOB_f1": 0.6490384615384616,
278
+ "eval_EMAIL_f1": 0.9944615384615385,
279
+ "eval_ETHEREUMADDRESS_f1": 0.9986168741355463,
280
+ "eval_EYECOLOR_f1": 0.9688385269121812,
281
+ "eval_FIRSTNAME_f1": 0.9789996181748759,
282
+ "eval_GENDER_f1": 0.9831932773109244,
283
+ "eval_HEIGHT_f1": 0.9905956112852665,
284
+ "eval_IBAN_f1": 1.0,
285
+ "eval_IPV4_f1": 0.8217291507268554,
286
+ "eval_IPV6_f1": 0.7506339814032122,
287
+ "eval_IP_f1": 0.10247349823321554,
288
+ "eval_JOBAREA_f1": 0.9306260575296108,
289
+ "eval_JOBTITLE_f1": 0.9938217122683143,
290
+ "eval_JOBTYPE_f1": 0.9507908611599297,
291
+ "eval_LASTNAME_f1": 0.9479892761394102,
292
+ "eval_LITECOINADDRESS_f1": 0.9345238095238094,
293
+ "eval_MAC_f1": 1.0,
294
+ "eval_MASKEDNUMBER_f1": 0.8608799048751485,
295
+ "eval_MIDDLENAME_f1": 0.9600694444444444,
296
+ "eval_NEARBYGPSCOORDINATE_f1": 1.0,
297
+ "eval_ORDINALDIRECTION_f1": 0.9783549783549784,
298
+ "eval_PASSWORD_f1": 0.9839167455061494,
299
+ "eval_PHONEIMEI_f1": 0.99860529986053,
300
+ "eval_PHONENUMBER_f1": 0.9902912621359222,
301
+ "eval_PIN_f1": 0.9390243902439024,
302
+ "eval_PREFIX_f1": 0.944141689373297,
303
+ "eval_SECONDARYADDRESS_f1": 0.9945474372955289,
304
+ "eval_SEX_f1": 0.9780439121756487,
305
+ "eval_SSN_f1": 0.9897959183673469,
306
+ "eval_STATE_f1": 0.98046875,
307
+ "eval_STREET_f1": 0.9693140794223826,
308
+ "eval_TIME_f1": 0.9843205574912891,
309
+ "eval_URL_f1": 0.9984101748807631,
310
+ "eval_USERAGENT_f1": 0.9917936694021102,
311
+ "eval_USERNAME_f1": 0.9909465020576131,
312
+ "eval_VEHICLEVIN_f1": 0.9855907780979827,
313
+ "eval_VEHICLEVRM_f1": 0.9653333333333334,
314
+ "eval_ZIPCODE_f1": 0.8990228013029316,
315
+ "eval_loss": 0.07021763920783997,
316
+ "eval_overall_accuracy": 0.9706055217873271,
317
+ "eval_overall_f1": 0.9360433407264662,
318
+ "eval_overall_precision": 0.9258766408919259,
319
+ "eval_overall_recall": 0.9464357928017352,
320
+ "eval_runtime": 440.2246,
321
+ "eval_samples_per_second": 19.763,
322
+ "eval_steps_per_second": 1.236,
323
+ "step": 8700
324
+ }
325
+ ],
326
+ "max_steps": 8700,
327
+ "num_train_epochs": 2,
328
+ "total_flos": 2872141576234200.0,
329
+ "trial_name": null,
330
+ "trial_params": null
331
+ }