Data loader refactor (#2707)
* data loading refactor (wip) * updates * progress * pytest * pytest fix * lint * zero_first -> filelock, more simplifications * small simplification * import change * nit * lint * simplify dedup * couldnt resist * review comments WIP * continued wip * minor changes * fix; remove contrived test * further refactor * set default seed in pydantic config * lint * continued simplication * lint * renaming and nits * filelock tests * fix * fix * lint * remove nullable arg * remove unnecessary code * moving dataset save fn to shared module * remove debug print * matching var naming * fn name change * coderabbit comments * naming nit * fix test
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@@ -6,8 +6,9 @@ import unittest
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import pytest
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from axolotl.loaders.tokenizer import load_tokenizer
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from axolotl.prompt_strategies.dpo import load as load_dpo
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from axolotl.utils.data.rl import load_prepare_preference_datasets
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from axolotl.utils.data.rl import prepare_preference_datasets
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from axolotl.utils.dict import DictDefault
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from tests.hf_offline_utils import enable_hf_offline
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@@ -55,7 +56,8 @@ class TestDPOChatml:
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# test that dpo.load works
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load_dpo("chatml", cfg)
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# now actually load the datasets with the strategy
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train_ds, _ = load_prepare_preference_datasets(cfg)
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tokenizer = load_tokenizer(cfg)
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train_ds, _ = prepare_preference_datasets(cfg, tokenizer)
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assert train_ds[0]["prompt"].startswith("<|im_start|>")
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assert train_ds[0]["prompt"].endswith("<|im_start|>assistant\n")
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assert "chosen" in train_ds[0]
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