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Add special token to PRM vocabulary if not present #2646

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@plaguss plaguss commented Jan 24, 2025

What does this PR do?

It checks if the step_separator token is present in the vocabulary of the model's tokenizer, and adds if it that's not the case. By default it uses <step_token> similar to Qwen's PRM from The Lessons of Developing Process Reward Models in Mathematical Reasoning <extra_0>.

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@plaguss plaguss assigned plaguss and unassigned plaguss Jan 24, 2025
Comment on lines +93 to +102
# Check if the step separator is in the vocabulary, if it's not, add it
if not is_token_in_vocab(tokenizer, training_args.step_token):
tokenizer.add_special_tokens({"additional_special_tokens": [training_args.step_separator]})
model.resize_token_embeddings(
len(tokenizer),
pad_to_multiple_of=(
training_args.resize_to_multiple_of if training_args.resize_to_multiple_of is not None else None
),
)

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WDYT of having it inside the PRM trainer?

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makes sense, will update the code

@HuggingFaceDocBuilderDev

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

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3 participants