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Create grader.py
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grader.py
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def grade_comment(comment: str, expected_keywords: list, expert_comment: str) -> float:
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"""
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Returns a score in [0, 1] based on keyword coverage and some simple heuristics.
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"""
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comment_lower = comment.lower()
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# 1. Keyword coverage (primary)
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matched = sum(1 for kw in expected_keywords if kw in comment_lower)
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kw_score = min(1.0, matched / max(1, len(expected_keywords) // 2)) # partial if at least half
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# 2. Bonus for reasonable length (≥ 15 words)
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words = comment.split()
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length_bonus = 0.1 if len(words) >= 15 else 0.0
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# 3. Penalty if the comment contains "skip" or "done" (agent didn't really comment)
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if any(x in comment_lower for x in ["skip", "done", "no comment"]):
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return 0.0
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# 4. Penalty for extremely short or generic comments
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if len(words) < 5 or comment_lower in ["lgtm", "looks good", "good"]:
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penalty = 0.2
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else:
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penalty = 0.0
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final_score = kw_score + length_bonus - penalty
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return max(0.0, min(1.0, final_score))
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