Reformer Model trained on "Crime and Punishment"

Crime and Punishment is a novel written by Fyodor Dostoevsky and was translated into English.

Crime and Punishment training data was taken from gs://trax-ml/reformer/crime-and-punishment-2554.txt and contains roughly 0.5M tokens.

The ReformerLM model was trained in flax using colab notebook proposed by authors: and the weights were converted to Hugging Face's PyTorch ReformerLM model ReformerModelWithLMHead.

The model is a language model that operates on small sub-word units. Text can be generated as follows:

model = ReformerModelWithLMHead.from_pretrained("google/reformer-crime-and-punishment")
tok = ReformerTokenizer.from_pretrained("google/reformer-crime-and-punishment")
tok.decode(model.generate(tok.encode("A few months later", return_tensors="pt"), do_sample=True,temperature=0.7, max_length=100)[0])

# gives:'A few months later on was more than anything in the flat. 
# “I have already.” “That’s not my notion that he had forgotten him. 
# What does that matter? And why do you mean? It’s only another fellow,” he said as he went out, as though he want'
Downloads last month
Hosted inference API
Text Generation