Add adapter bert-base-uncased-siqa_pfeiffer version AdapterFusion
Browse files- ._adapter_config.json +0 -0
- README.md +63 -0
- adapter_config.json +41 -0
- pytorch_adapter.bin +3 -0
._adapter_config.json
ADDED
Binary file (220 Bytes). View file
|
|
README.md
ADDED
@@ -0,0 +1,63 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
tags:
|
3 |
+
- bert
|
4 |
+
- adapterhub:comsense/siqa
|
5 |
+
- adapter-transformers
|
6 |
+
datasets:
|
7 |
+
- social_i_qa
|
8 |
+
license: "apache-2.0"
|
9 |
+
---
|
10 |
+
|
11 |
+
# Adapter `bert-base-uncased-siqa_pfeiffer` for bert-base-uncased
|
12 |
+
|
13 |
+
Pfeiffer Adapter trained on Social IQA.
|
14 |
+
|
15 |
+
|
16 |
+
**This adapter was created for usage with the [Adapters](https://github.com/Adapter-Hub/adapters) library.**
|
17 |
+
|
18 |
+
## Usage
|
19 |
+
|
20 |
+
First, install `adapters`:
|
21 |
+
|
22 |
+
```
|
23 |
+
pip install -U adapters
|
24 |
+
```
|
25 |
+
|
26 |
+
Now, the adapter can be loaded and activated like this:
|
27 |
+
|
28 |
+
```python
|
29 |
+
from adapters import AutoAdapterModel
|
30 |
+
|
31 |
+
model = AutoAdapterModel.from_pretrained("bert-base-uncased")
|
32 |
+
adapter_name = model.load_adapter("AdapterHub/bert-base-uncased-siqa_pfeiffer")
|
33 |
+
model.set_active_adapters(adapter_name)
|
34 |
+
```
|
35 |
+
|
36 |
+
## Architecture & Training
|
37 |
+
|
38 |
+
- Adapter architecture: pfeiffer
|
39 |
+
- Prediction head: None
|
40 |
+
- Dataset: [Social IQA](https://maartensap.github.io/social-iqa/)
|
41 |
+
|
42 |
+
## Author Information
|
43 |
+
|
44 |
+
- Author name(s): Jonas Pfeiffer
|
45 |
+
- Author email: [email protected]
|
46 |
+
- Author links: [Website](https://pfeiffer.ai), [GitHub](https://github.com/JoPfeiff), [Twitter](https://twitter.com/@PfeiffJo)
|
47 |
+
|
48 |
+
|
49 |
+
|
50 |
+
## Citation
|
51 |
+
|
52 |
+
```bibtex
|
53 |
+
@article{Pfeiffer2020AdapterFusion,
|
54 |
+
author = {Pfeiffer, Jonas and Kamath, Aishwarya and R{\"{u}}ckl{\'{e}}, Andreas and Cho, Kyunghyun and Gurevych, Iryna},
|
55 |
+
journal = {arXiv preprint},
|
56 |
+
title = {{AdapterFusion}: Non-Destructive Task Composition for Transfer Learning},
|
57 |
+
url = {https://arxiv.org/pdf/2005.00247.pdf},
|
58 |
+
year = {2020}
|
59 |
+
}
|
60 |
+
|
61 |
+
```
|
62 |
+
|
63 |
+
*This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/ukp/bert-base-uncased-siqa_pfeiffer.yaml*.
|
adapter_config.json
ADDED
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"config": {
|
3 |
+
"adapter_residual_before_ln": false,
|
4 |
+
"cross_adapter": false,
|
5 |
+
"dropout": 0.0,
|
6 |
+
"factorized_phm_W": true,
|
7 |
+
"factorized_phm_rule": false,
|
8 |
+
"hypercomplex_nonlinearity": "glorot-uniform",
|
9 |
+
"init_weights": "bert",
|
10 |
+
"inv_adapter": null,
|
11 |
+
"inv_adapter_reduction_factor": null,
|
12 |
+
"is_parallel": false,
|
13 |
+
"learn_phm": true,
|
14 |
+
"leave_out": [],
|
15 |
+
"ln_after": false,
|
16 |
+
"ln_before": false,
|
17 |
+
"mh_adapter": false,
|
18 |
+
"non_linearity": "relu",
|
19 |
+
"original_ln_after": true,
|
20 |
+
"original_ln_before": true,
|
21 |
+
"output_adapter": true,
|
22 |
+
"phm_bias": true,
|
23 |
+
"phm_c_init": "normal",
|
24 |
+
"phm_dim": 4,
|
25 |
+
"phm_init_range": 0.0001,
|
26 |
+
"phm_layer": false,
|
27 |
+
"phm_rank": 1,
|
28 |
+
"reduction_factor": 16,
|
29 |
+
"residual_before_ln": true,
|
30 |
+
"scaling": 1.0,
|
31 |
+
"shared_W_phm": false,
|
32 |
+
"shared_phm_rule": true,
|
33 |
+
"use_gating": false
|
34 |
+
},
|
35 |
+
"hidden_size": 768,
|
36 |
+
"model_class": "BertAdapterModel",
|
37 |
+
"model_name": "bert-base-uncased",
|
38 |
+
"model_type": "bert",
|
39 |
+
"name": "socialiqa",
|
40 |
+
"version": "0.2.0"
|
41 |
+
}
|
pytorch_adapter.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:72897cf703499e0768ce72c88cfc7573470d990d38c9164b6d49bae546e0d66a
|
3 |
+
size 3594982
|