Add adapter bert-base-multilingual-cased_wikiann_ner_zh_pfeiffer version 1
Browse files- README.md +69 -0
- adapter_config.json +43 -0
- head_config.json +24 -0
- pytorch_adapter.bin +3 -0
- pytorch_model_head.bin +3 -0
README.md
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---
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tags:
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- bert
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- adapter-transformers
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- adapterhub:wikiann/zh
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- token-classification
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license: "apache-2.0"
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---
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# Adapter `bert-base-multilingual-cased_wikiann_ner_zh_pfeiffer` for bert-base-multilingual-cased
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Stacked adapter on top of Language adapter. MAD-X 2.0 style. The language adapters in the last layer (layer 11) are deleted.
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**This adapter was created for usage with the [Adapters](https://github.com/Adapter-Hub/adapters) library.**
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## Usage
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First, install `adapters`:
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```
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pip install -U adapters
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```
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Now, the adapter can be loaded and activated like this:
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```python
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from adapters import AutoAdapterModel
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model = AutoAdapterModel.from_pretrained("bert-base-multilingual-cased")
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adapter_name = model.load_adapter("AdapterHub/bert-base-multilingual-cased_wikiann_ner_zh_pfeiffer")
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model.set_active_adapters(adapter_name)
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```
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## Architecture & Training
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- Adapter architecture: pfeiffer
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- Prediction head: tagging
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- Dataset: [Chinese](https://adapterhub.ml/explore/wikiann/zh/)
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## Author Information
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- Author name(s): Jonas Pfeiffer
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- Author email: [email protected]
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- Author links: [Website](https://pfeiffer.ai), [GitHub](https://github.com/JoPfeiff), [Twitter](https://twitter.com/@PfeiffJo)
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## Versions
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- `1` **(main)**
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- `2`
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- `3`
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- `4`
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- `5`
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## Citation
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```bibtex
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@article{Pfeiffer21UNKs,
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author = {Jonas Pfeiffer and
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Ivan Vuli\'{c} and
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Iryna Gurevych and
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Sebastian Ruder},
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title = {{UNKs Everywhere: Adapting Multilingual Language Models to New Scripts}},
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journal = {arXiv preprint},
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year = {2021} ,
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url = {https://arxiv.org/abs/2012.15562}
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}
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```
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*This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/ukp/bert-base-multilingual-cased_wikiann_ner_zh_pfeiffer.yaml*.
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adapter_config.json
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{
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"config": {
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"adapter_residual_before_ln": false,
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"cross_adapter": false,
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"dropout": 0.0,
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"factorized_phm_W": true,
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"factorized_phm_rule": false,
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"hypercomplex_nonlinearity": "glorot-uniform",
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"init_weights": "bert",
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"inv_adapter": null,
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"inv_adapter_reduction_factor": null,
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"is_parallel": false,
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"learn_phm": true,
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"leave_out": [
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11
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],
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"ln_after": false,
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"ln_before": false,
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"mh_adapter": false,
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"non_linearity": "gelu_new",
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"original_ln_after": true,
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"original_ln_before": true,
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"output_adapter": true,
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"phm_bias": true,
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"phm_c_init": "normal",
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"phm_dim": 4,
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"phm_init_range": 0.0001,
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"phm_layer": false,
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"phm_rank": 1,
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"reduction_factor": 16,
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"residual_before_ln": true,
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"scaling": 1.0,
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"shared_W_phm": false,
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"shared_phm_rule": true,
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"use_gating": false
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},
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"hidden_size": 768,
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"model_class": "BertAdapterModel",
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"model_name": "bert-base-multilingual-cased",
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"model_type": "bert",
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"name": "ner",
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"version": "0.2.0"
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}
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head_config.json
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{
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"config": {
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"activation_function": null,
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"dropout_prob": null,
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"head_type": "tagging",
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"label2id": {
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"0": 0,
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"B-LOC": 5,
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"B-ORG": 3,
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"B-PER": 1,
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"I-LOC": 6,
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"I-ORG": 4,
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"I-PER": 2
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},
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"layers": 1,
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"num_labels": 7
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},
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"hidden_size": 768,
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"model_class": "BertAdapterModel",
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"model_name": "bert-base-multilingual-cased",
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"model_type": "bert",
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"name": "ner",
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"version": "0.2.0"
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}
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pytorch_adapter.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:086ccb7276ecada078eacbf7bb2ee9460df0eb51208b57e32cbf1715e79db9f0
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size 3295122
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pytorch_model_head.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:f55e4d131242f87d395ca42119607de43de86e7a1f30145e46dcd2dfa46389a7
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size 23066
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