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Support encoder-decoder models #8

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lukasgarbas opened this issue Jan 20, 2025 · 0 comments
Open

Support encoder-decoder models #8

lukasgarbas opened this issue Jan 20, 2025 · 0 comments
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bug Something isn't working enhancement New feature or request

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@lukasgarbas
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It would be good to support encoder-decoder models. Bart and t5 currently don't work.

from datasets import load_dataset
from transformer_ranker import TransformerRanker

dataset = load_dataset('conll2003')

language_models = ["facebook/bart-base", "google-t5/t5-base"]

ranker = TransformerRanker(dataset, dataset_downsample=0.2)

results = ranker.run(language_models, batch_size=64)

Error message:

transformer_ranker:Models found in cache: ['facebook/bart-base', 'google-t5/t5-base']
Retrieving Embeddings:   0%|          | 0/65 [00:00<?, ?it/s]
---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-5-8f99370783b7> in <cell line: 16>()
     14                            dataset_downsample=0.2)
     15 
---> 16 results = ranker.run(language_models, batch_size=64)


2 frames

/usr/local/lib/python3.10/dist-packages/transformer_ranker/embedder.py in embed_batch(self, sentences, move_embeddings_to_cpu)
    141             hidden_states = self.model(
    142                 input_ids, attention_mask=attention_mask, output_hidden_states=True
--> 143             ).hidden_states
    144 
    145         # Exclude the embedding layer (index 0)

AttributeError: 'Seq2SeqModelOutput' object has no attribute 'hidden_states'
@lukasgarbas lukasgarbas added bug Something isn't working enhancement New feature or request labels Jan 20, 2025
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