21 lines
1.3 KiB
Markdown
21 lines
1.3 KiB
Markdown
## Reformer Model trained on "Crime and Punishment"
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Crime and Punishment is a novel written by Fyodor Dostoevsky and was translated into English.
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Crime and Punishment training data was taken from `gs://trax-ml/reformer/crime-and-punishment-2554.txt` and contains
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roughly 0.5M tokens.
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The ReformerLM model was trained in flax using colab notebook proposed by authors: https://colab.research.google.com/github/google/trax/blob/master/trax/models/reformer/text_generation.ipynb and the weights were converted to Hugging Face's PyTorch ReformerLM model `ReformerModelWithLMHead`.
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The model is a language model that operates on small sub-word units. Text can be generated as follows:
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```python
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model = ReformerModelWithLMHead.from_pretrained("patrickvonplaten/reformer-crime-and-punish")
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tok = ReformerTokenizer.from_pretrained("patrickvonplaten/reformer-crime-and-punish")
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tok.decode(model.generate(tok.encode("A few months later", return_tensors="pt"), do_sample=True,temperature=0.7, max_length=100)[0])
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# gives:'A few months later on was more than anything in the flat.
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# “I have already.” “That’s not my notion that he had forgotten him.
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# What does that matter? And why do you mean? It’s only another fellow,” he said as he went out, as though he want'
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```
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