"""Reward functions exposed for TRL/GRPO logging.""" def _values(name: str, completions, kwargs): return [float(x) for x in kwargs.get(name, [0.0] * len(completions))] def reward_total(completions, **kwargs): return _values("reward_total", completions, kwargs) def reward_security(completions, **kwargs): return _values("reward_security", completions, kwargs) def reward_regression(completions, **kwargs): return _values("reward_regression", completions, kwargs) def reward_patch_quality(completions, **kwargs): return _values("reward_patch_quality", completions, kwargs) def reward_anti_cheat(completions, **kwargs): return _values("reward_anti_cheat", completions, kwargs)