Adds a dummy/random model #220
Merged
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Inspired by https://github.com/EleutherAI/lm-evaluation-harness/blob/main/lm_eval/models/dummy.py, this PR adds a random/dummy model that can be used to establish random baselines and to test/debug lighteval.
Can be run with
DummyModelConfig has a single option: seed. To pass a seed:
--model_args dummy,seed=123
. The seed is used to randomly generate logprobsTwo notes:
truncated_tokens_count
andpadded_tokens_count
otherwiseevaluation_tracker.details_logger.aggregate
crashes (https://github.com/huggingface/lighteval/blob/main/src/lighteval/logging/info_loggers.py#L420 and https://github.com/huggingface/lighteval/blob/main/src/lighteval/logging/info_loggers.py#L424)tok_encode
andtok_decode
some other methods would still call the tokenizer directly