End of training
Browse files
README.md
ADDED
@@ -0,0 +1,81 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: mit
|
3 |
+
base_model: LazarusNLP/NusaBERT-base
|
4 |
+
tags:
|
5 |
+
- generated_from_trainer
|
6 |
+
datasets:
|
7 |
+
- indonlu
|
8 |
+
metrics:
|
9 |
+
- f1
|
10 |
+
model-index:
|
11 |
+
- name: NusaBERT-base-SmSA
|
12 |
+
results:
|
13 |
+
- task:
|
14 |
+
name: Text Classification
|
15 |
+
type: text-classification
|
16 |
+
dataset:
|
17 |
+
name: indonlu
|
18 |
+
type: indonlu
|
19 |
+
config: smsa
|
20 |
+
split: validation
|
21 |
+
args: smsa
|
22 |
+
metrics:
|
23 |
+
- name: F1
|
24 |
+
type: f1
|
25 |
+
value: 0.8746
|
26 |
+
---
|
27 |
+
|
28 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
29 |
+
should probably proofread and complete it, then remove this comment. -->
|
30 |
+
|
31 |
+
# NusaBERT-base-SmSA
|
32 |
+
|
33 |
+
This model is a fine-tuned version of [LazarusNLP/NusaBERT-base](https://huggingface.co/LazarusNLP/NusaBERT-base) on the indonlu dataset.
|
34 |
+
It achieves the following results on the evaluation set:
|
35 |
+
- Loss: 0.2992
|
36 |
+
- F1: 0.8746
|
37 |
+
|
38 |
+
## Model description
|
39 |
+
|
40 |
+
More information needed
|
41 |
+
|
42 |
+
## Intended uses & limitations
|
43 |
+
|
44 |
+
More information needed
|
45 |
+
|
46 |
+
## Training and evaluation data
|
47 |
+
|
48 |
+
More information needed
|
49 |
+
|
50 |
+
## Training procedure
|
51 |
+
|
52 |
+
### Training hyperparameters
|
53 |
+
|
54 |
+
The following hyperparameters were used during training:
|
55 |
+
- learning_rate: 1e-05
|
56 |
+
- train_batch_size: 32
|
57 |
+
- eval_batch_size: 64
|
58 |
+
- seed: 42
|
59 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
60 |
+
- lr_scheduler_type: linear
|
61 |
+
- num_epochs: 100
|
62 |
+
|
63 |
+
### Training results
|
64 |
+
|
65 |
+
| Training Loss | Epoch | Step | Validation Loss | F1 |
|
66 |
+
|:-------------:|:-----:|:----:|:---------------:|:------:|
|
67 |
+
| No log | 1.0 | 344 | 0.2119 | 0.895 |
|
68 |
+
| 0.3517 | 2.0 | 688 | 0.1745 | 0.9193 |
|
69 |
+
| 0.1543 | 3.0 | 1032 | 0.1945 | 0.9135 |
|
70 |
+
| 0.1543 | 4.0 | 1376 | 0.1901 | 0.9149 |
|
71 |
+
| 0.1006 | 5.0 | 1720 | 0.2158 | 0.9172 |
|
72 |
+
| 0.0652 | 6.0 | 2064 | 0.2796 | 0.9151 |
|
73 |
+
| 0.0652 | 7.0 | 2408 | 0.3146 | 0.9164 |
|
74 |
+
|
75 |
+
|
76 |
+
### Framework versions
|
77 |
+
|
78 |
+
- Transformers 4.37.2
|
79 |
+
- Pytorch 2.2.0+cu118
|
80 |
+
- Datasets 2.17.1
|
81 |
+
- Tokenizers 0.15.1
|
model.safetensors
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
size 442600444
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e08cc69926a42ff8df5c270d27c0010b97ea96450f5674e45de043330e374392
|
3 |
size 442600444
|
runs/Feb22_11-56-21_bookbot-h100/events.out.tfevents.1708603090.bookbot-h100.137366.1
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:50824728f071052c9d0d38edb566b3ccfeee087fd90a689a31bcecc6b4abc2d9
|
3 |
+
size 405
|