Add adapter bert-base-multilingual-cased_pt_wiki_pfeiffer version 1
Browse files- README.md +56 -0
- adapter_config.json +41 -0
- head_config.json +19 -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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- adapter-transformers
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- fill-mask
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- bert
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- adapterhub:pt/wiki
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language:
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- pt
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license: "apache-2.0"
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---
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# Adapter `bert-base-multilingual-cased_pt_wiki_pfeiffer` for bert-base-multilingual-cased
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An adapter for the `bert-base-multilingual-cased` model, trained on the [pt/wiki](https://adapterhub.ml/explore/pt/wiki/) dataset and includes a prediction head for masked lm.
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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_pt_wiki_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: masked lm
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- Dataset: [pt/wiki](https://adapterhub.ml/explore/pt/wiki/)
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## Author Information
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- Author name(s): Jonas Pfeiffer
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- Author email: joans@pfeiffer.ai
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- Author links: [Website](https://pfeiffer.ai), [GitHub](https://github.com/JoPfeiff), [Twitter](https://twitter.com/@PfeiffJo)
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## Citation
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```bibtex
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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_pt_wiki_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": "nice",
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"inv_adapter_reduction_factor": 2,
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"is_parallel": false,
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"learn_phm": true,
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"leave_out": [],
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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": 2,
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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": "pt",
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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": "gelu",
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"bias": true,
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"embedding_size": 768,
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"head_type": "masked_lm",
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"label2id": null,
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"layer_norm": true,
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"layers": 2,
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"shift_labels": false,
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"vocab_size": 119547
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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": "pt",
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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 sha256:5969a8b4db15f60c42b5d83a8f15b61ba8af3e4ea05556a414b4dcf8c4e42722
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size 29570318
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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 sha256:769f7b11b05b303e485154e3e7cdb391c2c35dcdd2be89784aa526186d1e4c64
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size 370097718
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