Instructions to use AdapterHub/roberta-base-mrpc_pfeiffer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Adapters
How to use AdapterHub/roberta-base-mrpc_pfeiffer with Adapters:
from adapters import AutoAdapterModel model = AutoAdapterModel.from_pretrained("roberta-base") model.load_adapter("AdapterHub/roberta-base-mrpc_pfeiffer", set_active=True) - Notebooks
- Google Colab
- Kaggle
| tags: | |
| - adapter-transformers | |
| - roberta | |
| - adapterhub:sts/mrpc | |
| license: "apache-2.0" | |
| # Adapter `roberta-base-mrpc_pfeiffer` for roberta-base | |
| Pfeiffer Adapter trained on the MRPC dataset. | |
| **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("roberta-base") | |
| adapter_name = model.load_adapter("AdapterHub/roberta-base-mrpc_pfeiffer") | |
| model.set_active_adapters(adapter_name) | |
| ``` | |
| ## Architecture & Training | |
| - Adapter architecture: pfeiffer | |
| - Prediction head: None | |
| - Dataset: [MRPC](https://www.microsoft.com/en-us/download/details.aspx?id=52398) | |
| ## Author Information | |
| - Author name(s): Jonas Pfeiffer | |
| - Author email: jonas@pfeiffer.ai | |
| - Author links: [Website](https://pfeiffer.ai), [GitHub](https://github.com/JoPfeiff), [Twitter](https://twitter.com/@PfeiffJo) | |
| ## Citation | |
| ```bibtex | |
| @article{Pfeiffer2020AdapterFusion, | |
| author = {Pfeiffer, Jonas and Kamath, Aishwarya and R{\"{u}}ckl{\'{e}}, Andreas and Cho, Kyunghyun and Gurevych, Iryna}, | |
| journal = {arXiv preprint}, | |
| title = {{AdapterFusion}: Non-Destructive Task Composition for Transfer Learning}, | |
| url = {https://arxiv.org/pdf/2005.00247.pdf}, | |
| year = {2020} | |
| } | |
| ``` | |
| *This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/ukp/roberta-base-mrpc_pfeiffer.yaml*. |