Model save
Browse files
README.md
ADDED
@@ -0,0 +1,76 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
library_name: transformers
|
3 |
+
license: apache-2.0
|
4 |
+
base_model: sentence-transformers/all-mpnet-base-v2
|
5 |
+
tags:
|
6 |
+
- generated_from_trainer
|
7 |
+
metrics:
|
8 |
+
- f1
|
9 |
+
- accuracy
|
10 |
+
model-index:
|
11 |
+
- name: Hub-Report-20241130161450
|
12 |
+
results: []
|
13 |
+
---
|
14 |
+
|
15 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
16 |
+
should probably proofread and complete it, then remove this comment. -->
|
17 |
+
|
18 |
+
# Hub-Report-20241130161450
|
19 |
+
|
20 |
+
This model is a fine-tuned version of [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) on the None dataset.
|
21 |
+
It achieves the following results on the evaluation set:
|
22 |
+
- Loss: 0.0618
|
23 |
+
- F1: 0.9067
|
24 |
+
- Roc Auc: 0.9492
|
25 |
+
- Accuracy: 0.9023
|
26 |
+
|
27 |
+
## Model description
|
28 |
+
|
29 |
+
More information needed
|
30 |
+
|
31 |
+
## Intended uses & limitations
|
32 |
+
|
33 |
+
More information needed
|
34 |
+
|
35 |
+
## Training and evaluation data
|
36 |
+
|
37 |
+
More information needed
|
38 |
+
|
39 |
+
## Training procedure
|
40 |
+
|
41 |
+
### Training hyperparameters
|
42 |
+
|
43 |
+
The following hyperparameters were used during training:
|
44 |
+
- learning_rate: 2e-05
|
45 |
+
- train_batch_size: 8
|
46 |
+
- eval_batch_size: 8
|
47 |
+
- seed: 42
|
48 |
+
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
49 |
+
- lr_scheduler_type: linear
|
50 |
+
- num_epochs: 13
|
51 |
+
|
52 |
+
### Training results
|
53 |
+
|
54 |
+
| Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy |
|
55 |
+
|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|:--------:|
|
56 |
+
| 0.315 | 1.0 | 502 | 0.2049 | 0.0 | 0.5 | 0.0 |
|
57 |
+
| 0.1619 | 2.0 | 1004 | 0.1230 | 0.7725 | 0.8300 | 0.6651 |
|
58 |
+
| 0.0952 | 3.0 | 1506 | 0.0808 | 0.9009 | 0.9401 | 0.8878 |
|
59 |
+
| 0.0607 | 4.0 | 2008 | 0.0725 | 0.8861 | 0.9350 | 0.8797 |
|
60 |
+
| 0.0427 | 5.0 | 2510 | 0.0612 | 0.9017 | 0.9461 | 0.8983 |
|
61 |
+
| 0.0307 | 6.0 | 3012 | 0.0619 | 0.8948 | 0.9418 | 0.8907 |
|
62 |
+
| 0.0247 | 7.0 | 3514 | 0.0629 | 0.8983 | 0.9437 | 0.8930 |
|
63 |
+
| 0.0195 | 8.0 | 4016 | 0.0633 | 0.8979 | 0.9442 | 0.8953 |
|
64 |
+
| 0.017 | 9.0 | 4518 | 0.0603 | 0.9052 | 0.9480 | 0.9017 |
|
65 |
+
| 0.0149 | 10.0 | 5020 | 0.0633 | 0.9022 | 0.9462 | 0.9 |
|
66 |
+
| 0.0137 | 11.0 | 5522 | 0.0619 | 0.9040 | 0.9474 | 0.9017 |
|
67 |
+
| 0.0127 | 12.0 | 6024 | 0.0616 | 0.9042 | 0.9482 | 0.8994 |
|
68 |
+
| 0.0121 | 13.0 | 6526 | 0.0618 | 0.9067 | 0.9492 | 0.9023 |
|
69 |
+
|
70 |
+
|
71 |
+
### Framework versions
|
72 |
+
|
73 |
+
- Transformers 4.46.2
|
74 |
+
- Pytorch 2.5.1+cu121
|
75 |
+
- Datasets 3.1.0
|
76 |
+
- Tokenizers 0.20.3
|
runs/Nov30_16-14-55_72584dce5ca3/events.out.tfevents.1732986190.72584dce5ca3.3875.2
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:da5483cc41bbb74fdfd0de88f3d805dc6332d5673cd248f55b7de646db3117a2
|
3 |
+
size 508
|
tokenizer.json
CHANGED
@@ -1,21 +1,7 @@
|
|
1 |
{
|
2 |
"version": "1.0",
|
3 |
-
"truncation":
|
4 |
-
|
5 |
-
"max_length": 256,
|
6 |
-
"strategy": "LongestFirst",
|
7 |
-
"stride": 0
|
8 |
-
},
|
9 |
-
"padding": {
|
10 |
-
"strategy": {
|
11 |
-
"Fixed": 256
|
12 |
-
},
|
13 |
-
"direction": "Right",
|
14 |
-
"pad_to_multiple_of": null,
|
15 |
-
"pad_id": 1,
|
16 |
-
"pad_type_id": 0,
|
17 |
-
"pad_token": "<pad>"
|
18 |
-
},
|
19 |
"added_tokens": [
|
20 |
{
|
21 |
"id": 0,
|
|
|
1 |
{
|
2 |
"version": "1.0",
|
3 |
+
"truncation": null,
|
4 |
+
"padding": null,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
5 |
"added_tokens": [
|
6 |
{
|
7 |
"id": 0,
|