google-research

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llm_scoring_lib.py 
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# coding=utf-8
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# Copyright 2024 The Google Research Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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#     http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""Helper for running scoring using various LLMs services."""
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from typing import Sequence, Union
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import typing_extensions
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class LanguageModelScoringFn(typing_extensions.Protocol):
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  """Specifcation of LLMs scoring function."""
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  def __call__(self, prompt,
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               continuations):
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    """Computes the score of continuations for a given prompt.
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    Arguments:
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      prompt: prompt to use as context
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      continuations: continuations to score
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    Returns:
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      score: the probability normalized by length of each continuation
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              (in regular scale / not in log scale)
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    """
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def score_with_dummy_llm(
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    prompt, continuations
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):
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  """Retrieves the scores of a LLM - this function is a placeholder for actual calls."""
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  del prompt
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  return [0.0] * len(continuations)
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