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Align GRPO and RLOO initialization#4685

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qgallouedec merged 6 commits intomainfrom
align-rloo
Dec 16, 2025
Merged

Align GRPO and RLOO initialization#4685
qgallouedec merged 6 commits intomainfrom
align-rloo

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GRPO recently benefited from some improvements in initialization that were not applied to RLOO. This PR aligns the two initializations.

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Comment on lines 120 to 131
from datasets import load_dataset
from trl import RLOOTrainer
from trl.rewards import accuracy_reward

dataset = load_dataset("trl-lib/tldr", split="train")


def reward_func(completions, **kwargs):
# Dummy reward function that rewards completions with more unique letters.
return [float(len(set(completion))) for completion in completions]

dataset = load_dataset("trl-lib/DeepMath-103K", split="train")

trainer = RLOOTrainer(
model="Qwen/Qwen2-0.5B-Instruct",
reward_funcs=reward_func,
reward_funcs=accuracy_reward,
train_dataset=dataset,
)

trainer.train()
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see #4524

model_name = model_name.split("/")[-1]
args = RLOOConfig(f"{model_name}-RLOO")

# Models
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all other changes come from #4577

@qgallouedec qgallouedec merged commit 00da046 into main Dec 16, 2025
10 of 11 checks passed
@qgallouedec qgallouedec deleted the align-rloo branch December 16, 2025 17:21
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