Simplify and update trl examples #38772
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qgallouedec
commented
Jun 11, 2025
| optim="galore_adamw", | ||
| optim_target_modules=[r".*.attn.*", r".*.mlp.*"], | ||
| optim_args="rank=64, update_proj_gap=100, scale=0.10", | ||
| gradient_checkpointing=True, |
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soon default, but for now we need this to avoid oom
qgallouedec
commented
Jun 11, 2025
qgallouedec
commented
Jun 11, 2025
qgallouedec
commented
Jun 11, 2025
qgallouedec
commented
Jun 11, 2025
| @@ -392,15 +392,15 @@ training_args = TrainingArguments( | |||
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| [Gradient Low-Rank Projection (GaLore)](https://hf.co/papers/2403.03507) significantly reduces memory usage when training large language models (LLMs). One of GaLores key benefits is *full-parameter* learning, unlike low-rank adaptation methods like [LoRA](https://hf.co/papers/2106.09685), which produces better model performance. | |||
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| Install the [GaLore](https://github.com/jiaweizzhao/GaLore) library, [TRL](https://hf.co/docs/trl/index), and [Datasets](https://hf.co/docs/datasets/index). | |||
| Install the [GaLore](https://github.com/jiaweizzhao/GaLore) library, [TRL](https://hf.co/docs/trl/index). | |||
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datasets is a dep of trl
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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. |
stevhliu
approved these changes
Jun 12, 2025
| @@ -392,15 +392,15 @@ training_args = TrainingArguments( | |||
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| [Gradient Low-Rank Projection (GaLore)](https://hf.co/papers/2403.03507) significantly reduces memory usage when training large language models (LLMs). One of GaLores key benefits is *full-parameter* learning, unlike low-rank adaptation methods like [LoRA](https://hf.co/papers/2106.09685), which produces better model performance. | |||
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| Install the [GaLore](https://github.com/jiaweizzhao/GaLore) library, [TRL](https://hf.co/docs/trl/index), and [Datasets](https://hf.co/docs/datasets/index). | |||
| Install the [GaLore](https://github.com/jiaweizzhao/GaLore) library, [TRL](https://hf.co/docs/trl/index). | |||
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Suggested change
| Install the [GaLore](https://github.com/jiaweizzhao/GaLore) library, [TRL](https://hf.co/docs/trl/index). | |
| Install the [GaLore](https://github.com/jiaweizzhao/GaLore) and [TRL](https://hf.co/docs/trl/index) libraries. |
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