DPO cleanup (#1126)
* cleanup dpo to be a little more extensible, add zephyr/nectar strategy * fix eos slash * support for eval split * fix kwargs * handle empty evals * don't load peft model for dpo * ensure dpo traning args gets bf16 for peft if applicable * fix duplicate kwargs for bf16 * make sure to respect the configured lr scheduler * supprt trainer callback to push config to wandb * set dataloader preload args * ensure that we are loading the lora when merging * Update src/axolotl/utils/data.py Co-authored-by: Agus <agustin.piqueres@gmail.com> * support local datasets for dpo Co-authored-by: Agus <agustin.piqueres@gmail.com> * chore: lint * dpo/kto/ipo smoke tests w lora, simplify dpo dataset type names * add split to dpo tests * fix rebase/merging error * handle edge case w logging * use accelerator for dpo datasets so it doesn't break the logger * missing args * validate checkpoint is an adapter for now * log warning when dataset strategy is not loadable --------- Co-authored-by: Agus <agustin.piqueres@gmail.com>
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@@ -96,7 +96,12 @@ def train(
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freeze_parameters_except(model, cfg.unfrozen_parameters)
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trainer = setup_trainer(
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cfg, train_dataset, eval_dataset, (model, model_ref), tokenizer, total_num_steps
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cfg,
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train_dataset,
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eval_dataset,
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(model, model_ref, peft_config),
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tokenizer,
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total_num_steps,
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)
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if hasattr(model, "config"):
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