early exit #34244
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early exit #34244
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| inputs_tensor: Optional[torch.Tensor] = None, | ||
| logits_processor: "LogitsProcessorList" = None, | ||
| ): | ||
| # TODO(joao): somehow check whether the model supports early exit |
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should we add _supports_early_exist ? hasattr(model, "active_layers")
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IMO it depends on how the model is structured/trained 👀
- if the model is expected to have early exit at ANY layer because the lm head is compatible with all layers -> there is no way to detect unless we manually add an argument in the config, which is... brittle. Probably I would suggest to not do any check for now?
- If the model is expected to have early exit on specific layers, store those layers in the config and check that attribute here.
WDYT?
gante
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* mvp * docs and tests
gante
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* 😅 * early exit (#34244) * mvp * docs and tests * a few fixes * no shared cache * Apply suggestions from code review Co-authored-by: Mostafa Elhoushi <m.elhoushi@ieee.org> * docs * make fix-copies * cohere fix * [test all] * [test all] consistent model code copies * [test all] make fix-copies :D * Apply suggestions from code review Co-authored-by: Pedro Cuenca <pedro@huggingface.co> Co-authored-by: Mostafa Elhoushi <m.elhoushi@ieee.org> * Update src/transformers/generation/candidate_generator.py * Update src/transformers/generation/configuration_utils.py Co-authored-by: Pedro Cuenca <pedro@huggingface.co> * [test all] don't use a stand-alone attribute; fix test --------- Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com> Co-authored-by: Joao Gante <joao@huggingface.co> Co-authored-by: Mostafa Elhoushi <m.elhoushi@ieee.org> Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
BernardZach
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* 😅 * early exit (huggingface#34244) * mvp * docs and tests * a few fixes * no shared cache * Apply suggestions from code review Co-authored-by: Mostafa Elhoushi <m.elhoushi@ieee.org> * docs * make fix-copies * cohere fix * [test all] * [test all] consistent model code copies * [test all] make fix-copies :D * Apply suggestions from code review Co-authored-by: Pedro Cuenca <pedro@huggingface.co> Co-authored-by: Mostafa Elhoushi <m.elhoushi@ieee.org> * Update src/transformers/generation/candidate_generator.py * Update src/transformers/generation/configuration_utils.py Co-authored-by: Pedro Cuenca <pedro@huggingface.co> * [test all] don't use a stand-alone attribute; fix test --------- Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com> Co-authored-by: Joao Gante <joao@huggingface.co> Co-authored-by: Mostafa Elhoushi <m.elhoushi@ieee.org> Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
BernardZach
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* 😅 * early exit (huggingface#34244) * mvp * docs and tests * a few fixes * no shared cache * Apply suggestions from code review Co-authored-by: Mostafa Elhoushi <m.elhoushi@ieee.org> * docs * make fix-copies * cohere fix * [test all] * [test all] consistent model code copies * [test all] make fix-copies :D * Apply suggestions from code review Co-authored-by: Pedro Cuenca <pedro@huggingface.co> Co-authored-by: Mostafa Elhoushi <m.elhoushi@ieee.org> * Update src/transformers/generation/candidate_generator.py * Update src/transformers/generation/configuration_utils.py Co-authored-by: Pedro Cuenca <pedro@huggingface.co> * [test all] don't use a stand-alone attribute; fix test --------- Co-authored-by: Joao Gante <joaofranciscocardosogante@gmail.com> Co-authored-by: Joao Gante <joao@huggingface.co> Co-authored-by: Mostafa Elhoushi <m.elhoushi@ieee.org> Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
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