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* add mt5 and t5v1_1 model * fix tests * correct some imports * add tf model * finish tf t5 * improve examples * fix copies * clean doc
54 lines
2.1 KiB
ReStructuredText
54 lines
2.1 KiB
ReStructuredText
MT5
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Overview
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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The mT5 model was presented in `mT5: A massively multilingual pre-trained text-to-text transformer
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<https://arxiv.org/abs/2010.11934>`_ by Linting Xue, Noah Constant, Adam Roberts, Mihir Kale, Rami Al-Rfou, Aditya
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Siddhant, Aditya Barua, Colin Raffel.
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The abstract from the paper is the following:
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*The recent "Text-to-Text Transfer Transformer" (T5) leveraged a unified text-to-text format and scale to attain
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state-of-the-art results on a wide variety of English-language NLP tasks. In this paper, we introduce mT5, a
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multilingual variant of T5 that was pre-trained on a new Common Crawl-based dataset covering 101 languages. We describe
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the design and modified training of mT5 and demonstrate its state-of-the-art performance on many multilingual
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benchmarks. All of the code and model checkpoints*
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The original code can be found `here <https://github.com/google-research/multilingual-t5>`__.
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MT5Config
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.MT5Config
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:members:
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MT5Model
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.MT5Model
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:members:
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MT5ForConditionalGeneration
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.MT5ForConditionalGeneration
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:members:
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TFMT5Model
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.TFMT5Model
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:members:
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TFMT5ForConditionalGeneration
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.TFMT5ForConditionalGeneration
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:members:
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