Adapters
English
bert
aps6992 commited on
Commit
525e070
1 Parent(s): 19745bc
Files changed (3) hide show
  1. README.md +43 -0
  2. adapter_config.json +40 -0
  3. pytorch_adapter.bin +3 -0
README.md ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - adapter-transformers
4
+ - bert
5
+ datasets:
6
+ - allenai/scirepeval
7
+ ---
8
+
9
+ # Adapter `allenai/spp_classification` for allenai/specter_plus_plus
10
+
11
+ An [adapter](https://adapterhub.ml) for the `allenai/specter_plus_plus` model that was trained on the [allenai/scirepeval](https://huggingface.co/datasets/allenai/scirepeval/) dataset.
12
+
13
+ This adapter was created for usage with the **[adapter-transformers](https://github.com/Adapter-Hub/adapter-transformers)** library.
14
+
15
+ ## Usage
16
+
17
+ First, install `adapter-transformers`:
18
+
19
+ ```
20
+ pip install -U adapter-transformers
21
+ ```
22
+ _Note: adapter-transformers is a fork of transformers that acts as a drop-in replacement with adapter support. [More](https://docs.adapterhub.ml/installation.html)_
23
+
24
+ Now, the adapter can be loaded and activated like this:
25
+
26
+ ```python
27
+ from transformers import AutoAdapterModel
28
+
29
+ model = AutoAdapterModel.from_pretrained("allenai/specter_plus_plus")
30
+ adapter_name = model.load_adapter("allenai/spp_classification", source="hf", set_active=True)
31
+ ```
32
+
33
+ ## Architecture & Training
34
+
35
+ <!-- Add some description here -->
36
+
37
+ ## Evaluation results
38
+
39
+ <!-- Add some description here -->
40
+
41
+ ## Citation
42
+
43
+ <!-- Add some description here -->
adapter_config.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "config": {
3
+ "adapter_residual_before_ln": false,
4
+ "cross_adapter": false,
5
+ "factorized_phm_W": true,
6
+ "factorized_phm_rule": false,
7
+ "hypercomplex_nonlinearity": "glorot-uniform",
8
+ "init_weights": "bert",
9
+ "inv_adapter": null,
10
+ "inv_adapter_reduction_factor": null,
11
+ "is_parallel": false,
12
+ "learn_phm": true,
13
+ "leave_out": [],
14
+ "ln_after": false,
15
+ "ln_before": false,
16
+ "mh_adapter": false,
17
+ "non_linearity": "relu",
18
+ "original_ln_after": true,
19
+ "original_ln_before": true,
20
+ "output_adapter": true,
21
+ "phm_bias": true,
22
+ "phm_c_init": "normal",
23
+ "phm_dim": 4,
24
+ "phm_init_range": 0.0001,
25
+ "phm_layer": false,
26
+ "phm_rank": 1,
27
+ "reduction_factor": 16,
28
+ "residual_before_ln": true,
29
+ "scaling": 1.0,
30
+ "shared_W_phm": false,
31
+ "shared_phm_rule": true,
32
+ "use_gating": false
33
+ },
34
+ "hidden_size": 768,
35
+ "model_class": "BertAdapterModel",
36
+ "model_name": "allenai/specter_plus_plus",
37
+ "model_type": "bert",
38
+ "name": "[CLF]",
39
+ "version": "3.1.0"
40
+ }
pytorch_adapter.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bf733988173916c54e731618a6f1cfdfd0ca3f911fe2a7b3c3085aa76405c9e5
3
+ size 3593365