End of training
Browse files- README.md +29 -31
- config.json +169 -101
- label_encoder.joblib +2 -2
- model.safetensors +1 -1
- runs/Nov15_21-54-21_SuperWhite/events.out.tfevents.1731687862.SuperWhite.31860.0 +3 -0
- runs/Nov15_21-54-21_SuperWhite/events.out.tfevents.1731695870.SuperWhite.31860.1 +3 -0
- special_tokens_map.json +35 -5
- training_args.bin +1 -1
README.md
CHANGED
@@ -1,7 +1,5 @@
|
|
1 |
---
|
2 |
library_name: transformers
|
3 |
-
license: apache-2.0
|
4 |
-
base_model: bert-base-uncased
|
5 |
tags:
|
6 |
- generated_from_trainer
|
7 |
model-index:
|
@@ -14,9 +12,9 @@ should probably proofread and complete it, then remove this comment. -->
|
|
14 |
|
15 |
# TenaliAI-FinTech-v1
|
16 |
|
17 |
-
This model
|
18 |
It achieves the following results on the evaluation set:
|
19 |
-
- Loss: 0.
|
20 |
|
21 |
## Model description
|
22 |
|
@@ -45,33 +43,33 @@ The following hyperparameters were used during training:
|
|
45 |
|
46 |
### Training results
|
47 |
|
48 |
-
| Training Loss | Epoch | Step
|
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 |
### Framework versions
|
|
|
1 |
---
|
2 |
library_name: transformers
|
|
|
|
|
3 |
tags:
|
4 |
- generated_from_trainer
|
5 |
model-index:
|
|
|
12 |
|
13 |
# TenaliAI-FinTech-v1
|
14 |
|
15 |
+
This model was trained from scratch on an unknown dataset.
|
16 |
It achieves the following results on the evaluation set:
|
17 |
+
- Loss: 0.9575
|
18 |
|
19 |
## Model description
|
20 |
|
|
|
43 |
|
44 |
### Training results
|
45 |
|
46 |
+
| Training Loss | Epoch | Step | Validation Loss |
|
47 |
+
|:-------------:|:-----:|:-----:|:---------------:|
|
48 |
+
| 2.1596 | 1.0 | 1251 | 1.5085 |
|
49 |
+
| 1.1181 | 2.0 | 2502 | 1.0933 |
|
50 |
+
| 1.0009 | 3.0 | 3753 | 1.0202 |
|
51 |
+
| 0.922 | 4.0 | 5004 | 0.9683 |
|
52 |
+
| 0.8721 | 5.0 | 6255 | 0.9575 |
|
53 |
+
| 0.8498 | 6.0 | 7506 | 0.9721 |
|
54 |
+
| 0.8363 | 7.0 | 8757 | 1.0118 |
|
55 |
+
| 0.8535 | 8.0 | 10008 | 0.9851 |
|
56 |
+
| 0.8239 | 9.0 | 11259 | 0.9728 |
|
57 |
+
| 0.8242 | 10.0 | 12510 | 0.9693 |
|
58 |
+
| 0.7947 | 11.0 | 13761 | 0.9947 |
|
59 |
+
| 0.7951 | 12.0 | 15012 | 0.9905 |
|
60 |
+
| 0.7874 | 13.0 | 16263 | 0.9900 |
|
61 |
+
| 0.7967 | 14.0 | 17514 | 0.9984 |
|
62 |
+
| 0.7666 | 15.0 | 18765 | 0.9918 |
|
63 |
+
| 0.7788 | 16.0 | 20016 | 0.9955 |
|
64 |
+
| 0.7832 | 17.0 | 21267 | 1.0130 |
|
65 |
+
| 0.7615 | 18.0 | 22518 | 1.0061 |
|
66 |
+
| 0.7666 | 19.0 | 23769 | 1.0104 |
|
67 |
+
| 0.7685 | 20.0 | 25020 | 1.0144 |
|
68 |
+
| 0.7367 | 21.0 | 26271 | 1.0275 |
|
69 |
+
| 0.7609 | 22.0 | 27522 | 1.0371 |
|
70 |
+
| 0.7663 | 23.0 | 28773 | 1.0271 |
|
71 |
+
| 0.7564 | 24.0 | 30024 | 1.0498 |
|
72 |
+
| 0.7478 | 25.0 | 31275 | 1.0385 |
|
73 |
|
74 |
|
75 |
### Framework versions
|
config.json
CHANGED
@@ -1,5 +1,5 @@
|
|
1 |
{
|
2 |
-
"_name_or_path": "
|
3 |
"architectures": [
|
4 |
"BertForSequenceClassification"
|
5 |
],
|
@@ -10,110 +10,178 @@
|
|
10 |
"hidden_dropout_prob": 0.1,
|
11 |
"hidden_size": 768,
|
12 |
"id2label": {
|
13 |
-
"0": "
|
14 |
-
"1": "
|
15 |
-
"2": "
|
16 |
-
"3": "
|
17 |
-
"4": "
|
18 |
-
"5": "
|
19 |
-
"6": "
|
20 |
-
"7": "
|
21 |
-
"8": "
|
22 |
-
"9": "
|
23 |
-
"10": "
|
24 |
-
"11": "
|
25 |
-
"12": "
|
26 |
-
"13": "
|
27 |
-
"14": "
|
28 |
-
"15": "
|
29 |
-
"16": "
|
30 |
-
"17": "
|
31 |
-
"18": "
|
32 |
-
"19": "
|
33 |
-
"20": "
|
34 |
-
"21": "
|
35 |
-
"22": "
|
36 |
-
"23": "
|
37 |
-
"24": "
|
38 |
-
"25": "
|
39 |
-
"26": "
|
40 |
-
"27": "
|
41 |
-
"28": "
|
42 |
-
"29": "
|
43 |
-
"30": "
|
44 |
-
"31": "
|
45 |
-
"32": "
|
46 |
-
"33": "
|
47 |
-
"34": "
|
48 |
-
"35": "
|
49 |
-
"36": "
|
50 |
-
"37": "
|
51 |
-
"38": "
|
52 |
-
"39": "
|
53 |
-
"40": "
|
54 |
-
"41": "
|
55 |
-
"42": "
|
56 |
-
"43": "
|
57 |
-
"44": "
|
58 |
-
"45": "
|
59 |
-
"46": "
|
60 |
-
"47": "
|
61 |
-
"48": "
|
62 |
-
"49": "
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
63 |
},
|
64 |
"initializer_range": 0.02,
|
65 |
"intermediate_size": 3072,
|
66 |
"label2id": {
|
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 |
"layer_norm_eps": 1e-12,
|
119 |
"max_position_embeddings": 512,
|
|
|
1 |
{
|
2 |
+
"_name_or_path": "TenaliAIModels/BertBaseModel",
|
3 |
"architectures": [
|
4 |
"BertForSequenceClassification"
|
5 |
],
|
|
|
10 |
"hidden_dropout_prob": 0.1,
|
11 |
"hidden_size": 768,
|
12 |
"id2label": {
|
13 |
+
"0": "farm_equipment_finance_ar",
|
14 |
+
"1": "farm_equipment_finance_bn",
|
15 |
+
"2": "farm_equipment_finance_en",
|
16 |
+
"3": "farm_equipment_finance_es",
|
17 |
+
"4": "farm_equipment_finance_gu",
|
18 |
+
"5": "farm_equipment_finance_hi",
|
19 |
+
"6": "farm_equipment_finance_kn",
|
20 |
+
"7": "farm_equipment_finance_kok",
|
21 |
+
"8": "farm_equipment_finance_ml",
|
22 |
+
"9": "farm_equipment_finance_mr",
|
23 |
+
"10": "farm_equipment_finance_or",
|
24 |
+
"11": "farm_equipment_finance_pa",
|
25 |
+
"12": "farm_equipment_finance_ta",
|
26 |
+
"13": "farm_equipment_finance_te",
|
27 |
+
"14": "housing_finance_ar",
|
28 |
+
"15": "housing_finance_bn",
|
29 |
+
"16": "housing_finance_en",
|
30 |
+
"17": "housing_finance_es",
|
31 |
+
"18": "housing_finance_gu",
|
32 |
+
"19": "housing_finance_hi",
|
33 |
+
"20": "housing_finance_kn",
|
34 |
+
"21": "housing_finance_kok",
|
35 |
+
"22": "housing_finance_ml",
|
36 |
+
"23": "housing_finance_mr",
|
37 |
+
"24": "housing_finance_or",
|
38 |
+
"25": "housing_finance_pa",
|
39 |
+
"26": "housing_finance_ta",
|
40 |
+
"27": "housing_finance_te",
|
41 |
+
"28": "micro_loan_ar",
|
42 |
+
"29": "micro_loan_bn",
|
43 |
+
"30": "micro_loan_en",
|
44 |
+
"31": "micro_loan_es",
|
45 |
+
"32": "micro_loan_gu",
|
46 |
+
"33": "micro_loan_hi",
|
47 |
+
"34": "micro_loan_kn",
|
48 |
+
"35": "micro_loan_kok",
|
49 |
+
"36": "micro_loan_ml",
|
50 |
+
"37": "micro_loan_mr",
|
51 |
+
"38": "micro_loan_or",
|
52 |
+
"39": "micro_loan_pa",
|
53 |
+
"40": "micro_loan_ta",
|
54 |
+
"41": "micro_loan_te",
|
55 |
+
"42": "personal_loan_ar",
|
56 |
+
"43": "personal_loan_bn",
|
57 |
+
"44": "personal_loan_en",
|
58 |
+
"45": "personal_loan_es",
|
59 |
+
"46": "personal_loan_gu",
|
60 |
+
"47": "personal_loan_hi",
|
61 |
+
"48": "personal_loan_kn",
|
62 |
+
"49": "personal_loan_kok",
|
63 |
+
"50": "personal_loan_ml",
|
64 |
+
"51": "personal_loan_mr",
|
65 |
+
"52": "personal_loan_or",
|
66 |
+
"53": "personal_loan_pa",
|
67 |
+
"54": "personal_loan_ta",
|
68 |
+
"55": "personal_loan_te",
|
69 |
+
"56": "sme_loan_ar",
|
70 |
+
"57": "sme_loan_bn",
|
71 |
+
"58": "sme_loan_en",
|
72 |
+
"59": "sme_loan_es",
|
73 |
+
"60": "sme_loan_gu",
|
74 |
+
"61": "sme_loan_hi",
|
75 |
+
"62": "sme_loan_kn",
|
76 |
+
"63": "sme_loan_kok",
|
77 |
+
"64": "sme_loan_ml",
|
78 |
+
"65": "sme_loan_mr",
|
79 |
+
"66": "sme_loan_or",
|
80 |
+
"67": "sme_loan_pa",
|
81 |
+
"68": "sme_loan_ta",
|
82 |
+
"69": "sme_loan_te",
|
83 |
+
"70": "two_wheeler_loan_ar",
|
84 |
+
"71": "two_wheeler_loan_bn",
|
85 |
+
"72": "two_wheeler_loan_en",
|
86 |
+
"73": "two_wheeler_loan_es",
|
87 |
+
"74": "two_wheeler_loan_gu",
|
88 |
+
"75": "two_wheeler_loan_hi",
|
89 |
+
"76": "two_wheeler_loan_kn",
|
90 |
+
"77": "two_wheeler_loan_kok",
|
91 |
+
"78": "two_wheeler_loan_ml",
|
92 |
+
"79": "two_wheeler_loan_mr",
|
93 |
+
"80": "two_wheeler_loan_or",
|
94 |
+
"81": "two_wheeler_loan_pa",
|
95 |
+
"82": "two_wheeler_loan_ta",
|
96 |
+
"83": "two_wheeler_loan_te"
|
97 |
},
|
98 |
"initializer_range": 0.02,
|
99 |
"intermediate_size": 3072,
|
100 |
"label2id": {
|
101 |
+
"farm_equipment_finance_ar": 0,
|
102 |
+
"farm_equipment_finance_bn": 1,
|
103 |
+
"farm_equipment_finance_en": 2,
|
104 |
+
"farm_equipment_finance_es": 3,
|
105 |
+
"farm_equipment_finance_gu": 4,
|
106 |
+
"farm_equipment_finance_hi": 5,
|
107 |
+
"farm_equipment_finance_kn": 6,
|
108 |
+
"farm_equipment_finance_kok": 7,
|
109 |
+
"farm_equipment_finance_ml": 8,
|
110 |
+
"farm_equipment_finance_mr": 9,
|
111 |
+
"farm_equipment_finance_or": 10,
|
112 |
+
"farm_equipment_finance_pa": 11,
|
113 |
+
"farm_equipment_finance_ta": 12,
|
114 |
+
"farm_equipment_finance_te": 13,
|
115 |
+
"housing_finance_ar": 14,
|
116 |
+
"housing_finance_bn": 15,
|
117 |
+
"housing_finance_en": 16,
|
118 |
+
"housing_finance_es": 17,
|
119 |
+
"housing_finance_gu": 18,
|
120 |
+
"housing_finance_hi": 19,
|
121 |
+
"housing_finance_kn": 20,
|
122 |
+
"housing_finance_kok": 21,
|
123 |
+
"housing_finance_ml": 22,
|
124 |
+
"housing_finance_mr": 23,
|
125 |
+
"housing_finance_or": 24,
|
126 |
+
"housing_finance_pa": 25,
|
127 |
+
"housing_finance_ta": 26,
|
128 |
+
"housing_finance_te": 27,
|
129 |
+
"micro_loan_ar": 28,
|
130 |
+
"micro_loan_bn": 29,
|
131 |
+
"micro_loan_en": 30,
|
132 |
+
"micro_loan_es": 31,
|
133 |
+
"micro_loan_gu": 32,
|
134 |
+
"micro_loan_hi": 33,
|
135 |
+
"micro_loan_kn": 34,
|
136 |
+
"micro_loan_kok": 35,
|
137 |
+
"micro_loan_ml": 36,
|
138 |
+
"micro_loan_mr": 37,
|
139 |
+
"micro_loan_or": 38,
|
140 |
+
"micro_loan_pa": 39,
|
141 |
+
"micro_loan_ta": 40,
|
142 |
+
"micro_loan_te": 41,
|
143 |
+
"personal_loan_ar": 42,
|
144 |
+
"personal_loan_bn": 43,
|
145 |
+
"personal_loan_en": 44,
|
146 |
+
"personal_loan_es": 45,
|
147 |
+
"personal_loan_gu": 46,
|
148 |
+
"personal_loan_hi": 47,
|
149 |
+
"personal_loan_kn": 48,
|
150 |
+
"personal_loan_kok": 49,
|
151 |
+
"personal_loan_ml": 50,
|
152 |
+
"personal_loan_mr": 51,
|
153 |
+
"personal_loan_or": 52,
|
154 |
+
"personal_loan_pa": 53,
|
155 |
+
"personal_loan_ta": 54,
|
156 |
+
"personal_loan_te": 55,
|
157 |
+
"sme_loan_ar": 56,
|
158 |
+
"sme_loan_bn": 57,
|
159 |
+
"sme_loan_en": 58,
|
160 |
+
"sme_loan_es": 59,
|
161 |
+
"sme_loan_gu": 60,
|
162 |
+
"sme_loan_hi": 61,
|
163 |
+
"sme_loan_kn": 62,
|
164 |
+
"sme_loan_kok": 63,
|
165 |
+
"sme_loan_ml": 64,
|
166 |
+
"sme_loan_mr": 65,
|
167 |
+
"sme_loan_or": 66,
|
168 |
+
"sme_loan_pa": 67,
|
169 |
+
"sme_loan_ta": 68,
|
170 |
+
"sme_loan_te": 69,
|
171 |
+
"two_wheeler_loan_ar": 70,
|
172 |
+
"two_wheeler_loan_bn": 71,
|
173 |
+
"two_wheeler_loan_en": 72,
|
174 |
+
"two_wheeler_loan_es": 73,
|
175 |
+
"two_wheeler_loan_gu": 74,
|
176 |
+
"two_wheeler_loan_hi": 75,
|
177 |
+
"two_wheeler_loan_kn": 76,
|
178 |
+
"two_wheeler_loan_kok": 77,
|
179 |
+
"two_wheeler_loan_ml": 78,
|
180 |
+
"two_wheeler_loan_mr": 79,
|
181 |
+
"two_wheeler_loan_or": 80,
|
182 |
+
"two_wheeler_loan_pa": 81,
|
183 |
+
"two_wheeler_loan_ta": 82,
|
184 |
+
"two_wheeler_loan_te": 83
|
185 |
},
|
186 |
"layer_norm_eps": 1e-12,
|
187 |
"max_position_embeddings": 512,
|
label_encoder.joblib
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
-
size
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ff463b256b48afff3bf96a0577a982b08fcfce210658c3ad27480393770f0ce6
|
3 |
+
size 9063
|
model.safetensors
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
size 438210880
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4de672ecf5a5e809fa1be32cbcf016b198db0e6547628c2c22193c8838eb1d91
|
3 |
size 438210880
|
runs/Nov15_21-54-21_SuperWhite/events.out.tfevents.1731687862.SuperWhite.31860.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:84d25baa0ad13deb95251dfb0eff816cd5afa19ad7b6b2373b60860b3a4556df
|
3 |
+
size 30475
|
runs/Nov15_21-54-21_SuperWhite/events.out.tfevents.1731695870.SuperWhite.31860.1
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e85e0bfef4e0e4f66f468d0dc5b864922521dc0fb2f63e5c38bb5745c847f8c6
|
3 |
+
size 364
|
special_tokens_map.json
CHANGED
@@ -1,7 +1,37 @@
|
|
1 |
{
|
2 |
-
"cls_token":
|
3 |
-
|
4 |
-
|
5 |
-
|
6 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
7 |
}
|
|
|
1 |
{
|
2 |
+
"cls_token": {
|
3 |
+
"content": "[CLS]",
|
4 |
+
"lstrip": false,
|
5 |
+
"normalized": false,
|
6 |
+
"rstrip": false,
|
7 |
+
"single_word": false
|
8 |
+
},
|
9 |
+
"mask_token": {
|
10 |
+
"content": "[MASK]",
|
11 |
+
"lstrip": false,
|
12 |
+
"normalized": false,
|
13 |
+
"rstrip": false,
|
14 |
+
"single_word": false
|
15 |
+
},
|
16 |
+
"pad_token": {
|
17 |
+
"content": "[PAD]",
|
18 |
+
"lstrip": false,
|
19 |
+
"normalized": false,
|
20 |
+
"rstrip": false,
|
21 |
+
"single_word": false
|
22 |
+
},
|
23 |
+
"sep_token": {
|
24 |
+
"content": "[SEP]",
|
25 |
+
"lstrip": false,
|
26 |
+
"normalized": false,
|
27 |
+
"rstrip": false,
|
28 |
+
"single_word": false
|
29 |
+
},
|
30 |
+
"unk_token": {
|
31 |
+
"content": "[UNK]",
|
32 |
+
"lstrip": false,
|
33 |
+
"normalized": false,
|
34 |
+
"rstrip": false,
|
35 |
+
"single_word": false
|
36 |
+
}
|
37 |
}
|
training_args.bin
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
size 5304
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:821a77a44e1054ec4725e9672fe613dc65d0daffa44df6e9040bc7ba0d3c04ac
|
3 |
size 5304
|