rajpurkar/squad
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How to use AdapterHub/bert-base-uncased_qa_squad1_pfeiffer with Adapters:
from adapters import AutoAdapterModel
model = AutoAdapterModel.from_pretrained("bert-base-uncased")
model.load_adapter("AdapterHub/bert-base-uncased_qa_squad1_pfeiffer", set_active=True)bert-base-uncased_qa_squad1_pfeiffer for bert-base-uncased
Adapter for bert-base in Pfeiffer architecture trained on the SQuAD 1.1 dataset for 15 epochs with early stopping and a learning rate of 3e-4.
This adapter was created for usage with the Adapters library.
First, install adapters:
pip install -U adapters
Now, the adapter can be loaded and activated like this:
from adapters import AutoAdapterModel
model = AutoAdapterModel.from_pretrained("bert-base-uncased")
adapter_name = model.load_adapter("AdapterHub/bert-base-uncased_qa_squad1_pfeiffer")
model.set_active_adapters(adapter_name)
This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/ukp/bert-base-uncased_qa_squad1_pfeiffer.yaml.