Update rubrics.py
Browse files- rubrics.py +13 -38
rubrics.py
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# rubrics.py –
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# --------------------------------------------------------------------------------
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# 1. TOOL‑USAGE BONUS
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# --------------------------------------------------------------------------------
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class ToolUsageRubric(Rubric):
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"""
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Small fixed reward the first time each of the major diagnostic tools is used.
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Also gives a tiny reward for every invocation to prevent the agent from ignoring them.
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"""
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def __init__(self, bonus: float = 0.05):
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self.bonus = bonus
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# --------------------------------------------------------------------------------
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# 2. DELTA‑BASED REWARDS
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# --------------------------------------------------------------------------------
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class TestDeltaRubric(Rubric):
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"""
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Rewards improvement in the pass ratio of the test suite.
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"""
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def __init__(self, weight: float = 0.3):
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self.weight = weight
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class LintDeltaRubric(Rubric):
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"""
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Rewards improvement in lint score (normalised 0‑1).
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"""
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def __init__(self, weight: float = 0.3):
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self.weight = weight
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# --------------------------------------------------------------------------------
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# 3. TERMINAL SUCCESS BONUS
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# --------------------------------------------------------------------------------
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class TerminalSuccessRubric(Rubric):
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"""
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Bonus awarded when a proposed fix achieves high test and lint scores.
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Graded: >0.85 → 0.2, >0.95 → 0.4.
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"""
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def __call__(self, env, action, obs, reward, done, info):
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if info.get("action_type") != "propose_fix":
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return 0.0
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# --------------------------------------------------------------------------------
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# 4. EXPLORATION & DIVERSITY
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# --------------------------------------------------------------------------------
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class ExplorationRubric(Rubric):
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"""
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Encourages diverse action sequences.
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- Penalty if last 3 actions are all the same.
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- Bonus if they are all different.
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"""
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def __init__(self, penalty: float = -0.05, bonus: float = 0.021):
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self.penalty = penalty
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self.bonus = bonus
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# --------------------------------------------------------------------------------
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# 5. ANTI‑HACKING & CONSISTENCY
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# --------------------------------------------------------------------------------
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class AntiHackingRubric(Rubric):
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"""
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Penalises suspicious behaviour:
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- proposing a fix without ever running tests.
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- proposing a fix too early (step < 2).
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Additional cross‑signal penalties are applied in the environment (not as a rubric)
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because they require modifying the base reward, not adding to it.
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"""
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def __call__(self, env, action, obs, reward, done, info):
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if info.get("action_type") != "propose_fix":
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return 0.0
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score -= 0.25
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if env._step_count < 2:
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score -= 0.1
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# tiny boost if the agent did the “right” preparation
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if env._tests_run and env._linter_run:
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score += 0.02
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return score
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# --------------------------------------------------------------------------------
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# 6. STEP PENALTY
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# --------------------------------------------------------------------------------
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class StepPenaltyRubric(Rubric):
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"""
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Simple per‑step penalty to encourage efficient resolution.
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"""
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def __init__(self, penalty: float = -0.01):
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self.penalty = penalty
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# rubrics.py – Self-contained Rubrics (no external OpenEnv dependency)
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class Rubric:
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"""Minimal Rubric base – compatible with OpenEnv but self‑contained."""
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def __call__(self, env, action, obs, reward, done, info):
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return 0.0
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# --------------------------------------------------------------------------------
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# 1. TOOL‑USAGE BONUS
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# --------------------------------------------------------------------------------
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class ToolUsageRubric(Rubric):
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def __init__(self, bonus: float = 0.05):
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self.bonus = bonus
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# --------------------------------------------------------------------------------
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# 2. DELTA‑BASED REWARDS
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# --------------------------------------------------------------------------------
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class TestDeltaRubric(Rubric):
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def __init__(self, weight: float = 0.3):
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self.weight = weight
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class LintDeltaRubric(Rubric):
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def __init__(self, weight: float = 0.3):
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self.weight = weight
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# --------------------------------------------------------------------------------
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# 3. TERMINAL SUCCESS BONUS
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# --------------------------------------------------------------------------------
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class TerminalSuccessRubric(Rubric):
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def __call__(self, env, action, obs, reward, done, info):
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if info.get("action_type") != "propose_fix":
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return 0.0
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# --------------------------------------------------------------------------------
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# 4. EXPLORATION & DIVERSITY
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# --------------------------------------------------------------------------------
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class ExplorationRubric(Rubric):
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def __init__(self, penalty: float = -0.05, bonus: float = 0.021):
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self.penalty = penalty
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self.bonus = bonus
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# --------------------------------------------------------------------------------
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# 5. ANTI‑HACKING & CONSISTENCY
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# --------------------------------------------------------------------------------
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class AntiHackingRubric(Rubric):
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def __call__(self, env, action, obs, reward, done, info):
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if info.get("action_type") != "propose_fix":
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return 0.0
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score -= 0.25
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if env._step_count < 2:
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score -= 0.1
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if env._tests_run and env._linter_run:
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score += 0.02
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return score
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# --------------------------------------------------------------------------------
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# 6. STEP PENALTY
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# --------------------------------------------------------------------------------
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class StepPenaltyRubric(Rubric):
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def __init__(self, penalty: float = -0.01):
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self.penalty = penalty
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