Add adapter bert-base-multilingual-cased_wikiann_ner_en_pfeiffer version 1

README.md

@@ -0,0 +1,70 @@
+---
+tags:
+- bert
+- adapter-transformers
+- adapterhub:wikiann/en
+- token-classification
+license: "apache-2.0"
+---
+
+# Adapter `bert-base-multilingual-cased_wikiann_ner_en_pfeiffer` for bert-base-multilingual-cased
+
+Stacked adapter on top of Language adapter. MAD-X 2.0 style. The language adapters in the last layer (layer 11) are deleted.
+
+**This adapter was created for usage with the [Adapters](https://github.com/Adapter-Hub/adapters) library.**
+
+## Usage
+
+First, install `adapters`:
+
+```
+pip install -U adapters
+```
+
+Now, the adapter can be loaded and activated like this:
+
+```python
+from adapters import AutoAdapterModel
+
+model = AutoAdapterModel.from_pretrained("bert-base-multilingual-cased")
+adapter_name = model.load_adapter("AdapterHub/bert-base-multilingual-cased_wikiann_ner_en_pfeiffer")
+model.set_active_adapters(adapter_name)
+```
+
+## Architecture & Training
+
+- Adapter architecture: pfeiffer
+- Prediction head: tagging
+- Dataset: [English](https://adapterhub.ml/explore/wikiann/en/)
+
+## Author Information
+
+- Author name(s): Jonas Pfeiffer
+- Author email: [email protected]
+- Author links: [Website](https://pfeiffer.ai), [GitHub](https://github.com/JoPfeiff), [Twitter](https://twitter.com/@PfeiffJo)
+
+## Versions
+- `1` **(main)**
+- `2`
+- `3`
+- `4`
+- `5`
+- `6`
+
+## Citation
+
+```bibtex
+@article{Pfeiffer21UNKs,
+  author    = {Jonas Pfeiffer and
+               Ivan Vuli\'{c} and
+                Iryna Gurevych and
+                Sebastian Ruder},
+  title     = {{UNKs Everywhere: Adapting Multilingual Language Models to New Scripts}},
+  journal   = {arXiv preprint},
+  year      = {2021} ,
+  url = {https://arxiv.org/abs/2012.15562}
+}
+
+```
+
+*This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/ukp/bert-base-multilingual-cased_wikiann_ner_en_pfeiffer.yaml*.

adapter_config.json

@@ -0,0 +1,43 @@
+{
+  "config": {
+    "adapter_residual_before_ln": false,
+    "cross_adapter": false,
+    "dropout": 0.0,
+    "factorized_phm_W": true,
+    "factorized_phm_rule": false,
+    "hypercomplex_nonlinearity": "glorot-uniform",
+    "init_weights": "bert",
+    "inv_adapter": null,
+    "inv_adapter_reduction_factor": null,
+    "is_parallel": false,
+    "learn_phm": true,
+    "leave_out": [
+      11
+    ],
+    "ln_after": false,
+    "ln_before": false,
+    "mh_adapter": false,
+    "non_linearity": "gelu_new",
+    "original_ln_after": true,
+    "original_ln_before": true,
+    "output_adapter": true,
+    "phm_bias": true,
+    "phm_c_init": "normal",
+    "phm_dim": 4,
+    "phm_init_range": 0.0001,
+    "phm_layer": false,
+    "phm_rank": 1,
+    "reduction_factor": 16,
+    "residual_before_ln": true,
+    "scaling": 1.0,
+    "shared_W_phm": false,
+    "shared_phm_rule": true,
+    "use_gating": false
+  },
+  "hidden_size": 768,
+  "model_class": "BertAdapterModel",
+  "model_name": "bert-base-multilingual-cased",
+  "model_type": "bert",
+  "name": "ner",
+  "version": "0.2.0"
+}

head_config.json

@@ -0,0 +1,24 @@
+{
+  "config": {
+    "activation_function": null,
+    "dropout_prob": null,
+    "head_type": "tagging",
+    "label2id": {
+      "0": 0,
+      "B-LOC": 5,
+      "B-ORG": 3,
+      "B-PER": 1,
+      "I-LOC": 6,
+      "I-ORG": 4,
+      "I-PER": 2
+    },
+    "layers": 1,
+    "num_labels": 7
+  },
+  "hidden_size": 768,
+  "model_class": "BertAdapterModel",
+  "model_name": "bert-base-multilingual-cased",
+  "model_type": "bert",
+  "name": "ner",
+  "version": "0.2.0"
+}

pytorch_adapter.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:79caa4aff63807d320945e7f1e94d85aa9a9f4821f33d042f1de15cb492b9a59
+size 3295122

pytorch_model_head.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4d0fb4df590d25ee6430b7ef12441895ce5aa34938bf4d7f1895e4d067f2ad20
+size 23066