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Browse files- environment/graders.py +259 -0
environment/graders.py
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| 1 |
+
"""
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| 2 |
+
Deterministic graders for each task.
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| 3 |
+
All graders return a score in [0.0, 1.0] and a feedback message.
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| 4 |
+
"""
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| 5 |
+
from typing import List, Tuple
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| 6 |
+
from environment.models import CodeReviewAction, Issue
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| 7 |
+
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| 8 |
+
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| 9 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 10 |
+
# Helpers
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| 11 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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| 12 |
+
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| 13 |
+
def _keyword_hit(text: str, keywords: List[str]) -> bool:
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"""Case-insensitive check β does `text` contain any keyword?"""
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| 15 |
+
text_lower = text.lower()
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| 16 |
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return any(kw.lower() in text_lower for kw in keywords)
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| 17 |
+
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| 18 |
+
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| 19 |
+
def _keyword_score(text: str, keywords: List[str]) -> float:
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| 20 |
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"""Fraction of keywords found in text (0.0 β 1.0)."""
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| 21 |
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if not keywords:
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return 0.0
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hits = sum(1 for kw in keywords if kw.lower() in text.lower())
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return hits / len(keywords)
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| 25 |
+
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| 26 |
+
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| 27 |
+
def _issue_text(issues: List[Issue]) -> str:
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| 28 |
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"""Concatenate all issue fields into a single string for matching."""
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| 29 |
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parts = []
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| 30 |
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for issue in issues:
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| 31 |
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parts.append(issue.issue_type)
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| 32 |
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parts.append(issue.description)
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| 33 |
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if issue.line_number is not None:
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| 34 |
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parts.append(str(issue.line_number))
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| 35 |
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return " ".join(parts).lower()
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| 36 |
+
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| 37 |
+
|
| 38 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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| 39 |
+
# Easy grader: syntax error detection
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| 40 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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| 41 |
+
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| 42 |
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def grade_easy(action: CodeReviewAction, ground_truth: dict) -> Tuple[float, str]:
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| 43 |
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"""
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+
Rubric (total 1.0):
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| 45 |
+
0.35 β identified issue_type == "syntax_error"
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| 46 |
+
0.35 β description mentions the relevant keywords (colon / if / syntax)
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| 47 |
+
0.30 β suggested_fix contains the corrected line
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| 48 |
+
"""
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| 49 |
+
score = 0.0
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| 50 |
+
feedback_parts = []
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| 51 |
+
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| 52 |
+
issue_types = [i.issue_type.lower() for i in action.identified_issues]
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| 53 |
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all_text = _issue_text(action.identified_issues) + " " + (action.explanation or "")
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| 54 |
+
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| 55 |
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# 1) Issue type check
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| 56 |
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if "syntax_error" in issue_types:
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| 57 |
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score += 0.35
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| 58 |
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feedback_parts.append("β
Correctly identified as a syntax error (+0.35)")
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| 59 |
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else:
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| 60 |
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feedback_parts.append(
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| 61 |
+
f"β Expected issue_type='syntax_error', got {issue_types} (+0.00)"
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| 62 |
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)
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| 63 |
+
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| 64 |
+
# 2) Description keyword check
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| 65 |
+
kw_score = _keyword_score(all_text, ground_truth["keywords"])
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| 66 |
+
desc_points = round(0.35 * min(kw_score * 2, 1.0), 3)
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| 67 |
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score += desc_points
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| 68 |
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feedback_parts.append(
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| 69 |
+
f"{'β
' if desc_points > 0.1 else 'β'} Description accuracy: "
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| 70 |
+
f"{desc_points:.2f}/0.35 (keyword match {kw_score:.0%})"
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| 71 |
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)
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| 72 |
+
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| 73 |
+
# 3) Fix quality check
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| 74 |
+
fix = action.suggested_fix or ""
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| 75 |
+
if _keyword_hit(fix, ground_truth["fix_keywords"]):
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| 76 |
+
score += 0.30
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| 77 |
+
feedback_parts.append("β
Suggested fix contains the correct patch (+0.30)")
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| 78 |
+
else:
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| 79 |
+
feedback_parts.append("β Suggested fix missing or incorrect (+0.00)")
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| 80 |
+
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| 81 |
+
score = round(min(score, 1.0), 4)
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| 82 |
+
return score, "\n".join(feedback_parts)
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| 83 |
+
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| 84 |
+
|
| 85 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 86 |
+
# Medium grader: logic bug detection
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| 87 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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| 88 |
+
|
| 89 |
+
def _run_is_palindrome(code: str) -> List[Tuple[str, bool, bool]]:
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| 90 |
+
"""
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| 91 |
+
Execute the patched `is_palindrome` function in a subprocess-safe sandbox.
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| 92 |
+
Returns list of (input, expected, actual).
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| 93 |
+
"""
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| 94 |
+
import subprocess, sys, json, textwrap
|
| 95 |
+
|
| 96 |
+
test_driver = textwrap.dedent(f"""
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| 97 |
+
{code}
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| 98 |
+
|
| 99 |
+
import json, sys
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| 100 |
+
cases = [
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| 101 |
+
("racecar", True),
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| 102 |
+
("hello", False),
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| 103 |
+
("amanaplanacanalpanama", True),
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| 104 |
+
("abba", True),
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| 105 |
+
("abc", False),
|
| 106 |
+
]
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| 107 |
+
results = []
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| 108 |
+
for inp, exp in cases:
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| 109 |
+
try:
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| 110 |
+
got = is_palindrome(inp)
|
| 111 |
+
results.append([inp, exp, bool(got)])
|
| 112 |
+
except Exception as e:
|
| 113 |
+
results.append([inp, exp, None])
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| 114 |
+
print(json.dumps(results))
|
| 115 |
+
""")
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| 116 |
+
try:
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| 117 |
+
out = subprocess.run(
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| 118 |
+
[sys.executable, "-c", test_driver],
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| 119 |
+
capture_output=True, text=True, timeout=5
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| 120 |
+
)
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| 121 |
+
if out.returncode != 0:
|
| 122 |
+
return []
|
| 123 |
+
return [tuple(r) for r in json.loads(out.stdout.strip())]
|
| 124 |
+
except Exception:
|
| 125 |
+
return []
|
| 126 |
+
|
| 127 |
+
|
| 128 |
+
def grade_medium(action: CodeReviewAction, ground_truth: dict) -> Tuple[float, str]:
|
| 129 |
+
"""
|
| 130 |
+
Rubric (total 1.0):
|
| 131 |
+
0.25 β identified issue_type == "logic_bug"
|
| 132 |
+
0.25 β description mentions index / off-by-one keywords
|
| 133 |
+
0.50 β suggested fix passes all 5 test cases (0.10 each)
|
| 134 |
+
"""
|
| 135 |
+
score = 0.0
|
| 136 |
+
feedback_parts = []
|
| 137 |
+
|
| 138 |
+
issue_types = [i.issue_type.lower() for i in action.identified_issues]
|
| 139 |
+
all_text = _issue_text(action.identified_issues) + " " + (action.explanation or "")
|
| 140 |
+
|
| 141 |
+
# 1) Issue type
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| 142 |
+
if "logic_bug" in issue_types:
|
| 143 |
+
score += 0.25
|
| 144 |
+
feedback_parts.append("β
Correctly identified as a logic bug (+0.25)")
|
| 145 |
+
else:
|
| 146 |
+
feedback_parts.append(f"β Expected 'logic_bug', got {issue_types} (+0.00)")
|
| 147 |
+
|
| 148 |
+
# 2) Description accuracy
|
| 149 |
+
kw_score = _keyword_score(all_text, ground_truth["keywords"])
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| 150 |
+
desc_pts = round(0.25 * min(kw_score * 2.5, 1.0), 3)
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| 151 |
+
score += desc_pts
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| 152 |
+
feedback_parts.append(
|
| 153 |
+
f"{'β
' if desc_pts > 0.08 else 'β'} Description accuracy: "
|
| 154 |
+
f"{desc_pts:.2f}/0.25 (keyword match {kw_score:.0%})"
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| 155 |
+
)
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| 156 |
+
|
| 157 |
+
# 3) Fix execution test
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| 158 |
+
fix_code = action.suggested_fix or ""
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| 159 |
+
if fix_code.strip():
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| 160 |
+
results = _run_is_palindrome(fix_code)
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| 161 |
+
if results:
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| 162 |
+
passed = sum(1 for inp, exp, got in results if got == exp)
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| 163 |
+
pts = round(0.50 * (passed / len(results)), 3)
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| 164 |
+
score += pts
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| 165 |
+
feedback_parts.append(
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| 166 |
+
f"{'β
' if passed == len(results) else 'β οΈ'} Fix passed "
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| 167 |
+
f"{passed}/{len(results)} test cases β +{pts:.2f}/0.50"
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| 168 |
+
)
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| 169 |
+
for inp, exp, got in results:
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| 170 |
+
status = "β
" if got == exp else "β"
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| 171 |
+
feedback_parts.append(f" {status} is_palindrome({inp!r}) β {got} (expected {exp})")
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| 172 |
+
else:
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| 173 |
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feedback_parts.append("β Fix code could not be executed (+0.00)")
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| 174 |
+
else:
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| 175 |
+
feedback_parts.append("β No suggested fix provided (+0.00)")
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| 176 |
+
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| 177 |
+
score = round(min(score, 1.0), 4)
|
| 178 |
+
return score, "\n".join(feedback_parts)
|
| 179 |
+
|
| 180 |
+
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| 181 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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| 182 |
+
# Hard grader: security vulnerability detection
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| 183 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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| 184 |
+
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| 185 |
+
def grade_hard(action: CodeReviewAction, ground_truth: dict) -> Tuple[float, str]:
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| 186 |
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"""
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| 187 |
+
Rubric (total 1.0) β 3 vulnerabilities, each worth ~0.33:
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| 188 |
+
Per vulnerability:
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| 189 |
+
0.15 β identified as security_vulnerability
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| 190 |
+
0.10 β description mentions relevant keywords
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| 191 |
+
0.08 β fix mentions remediation keywords
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| 192 |
+
Bonus 0.05 for finding all 3 and providing a complete fixed file.
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| 193 |
+
"""
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| 194 |
+
vulns = ground_truth["vulnerabilities"]
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| 195 |
+
per_vuln = 1.0 / len(vulns)
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| 196 |
+
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| 197 |
+
all_issue_text = _issue_text(action.identified_issues) + " " + (action.explanation or "")
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| 198 |
+
fix_text = (action.suggested_fix or "") + " " + (action.explanation or "")
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| 199 |
+
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| 200 |
+
total_score = 0.0
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| 201 |
+
feedback_parts = []
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| 202 |
+
found_count = 0
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| 203 |
+
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| 204 |
+
for vuln in vulns:
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| 205 |
+
v_score = 0.0
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| 206 |
+
v_name = vuln["name"]
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| 207 |
+
feedback_parts.append(f"\nπ Checking: {v_name}")
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| 208 |
+
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| 209 |
+
# a) issue_type == security_vulnerability
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| 210 |
+
sec_issues = [i for i in action.identified_issues if "security" in i.issue_type.lower()]
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| 211 |
+
if sec_issues:
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| 212 |
+
v_score += per_vuln * 0.45
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| 213 |
+
feedback_parts.append(f" β
Flagged as security vulnerability (+{per_vuln*0.45:.3f})")
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| 214 |
+
else:
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| 215 |
+
feedback_parts.append(f" β Not flagged as security vulnerability (+0.00)")
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| 216 |
+
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| 217 |
+
# b) description keyword match
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| 218 |
+
kw_hit = _keyword_hit(all_issue_text, vuln["keywords"])
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| 219 |
+
if kw_hit:
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| 220 |
+
kw_score_val = _keyword_score(all_issue_text, vuln["keywords"])
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| 221 |
+
pts = round(per_vuln * 0.30 * min(kw_score_val * 3, 1.0), 4)
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| 222 |
+
v_score += pts
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| 223 |
+
feedback_parts.append(f" β
Identified '{v_name}' in description (+{pts:.3f})")
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| 224 |
+
found_count += 1
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| 225 |
+
else:
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| 226 |
+
feedback_parts.append(f" β '{v_name}' not mentioned in description (+0.00)")
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| 227 |
+
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| 228 |
+
# c) fix keyword match
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| 229 |
+
fix_hit = _keyword_hit(fix_text, vuln["fix_keywords"])
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| 230 |
+
if fix_hit:
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| 231 |
+
v_score += per_vuln * 0.25
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| 232 |
+
feedback_parts.append(f" β
Fix addresses '{v_name}' (+{per_vuln*0.25:.3f})")
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| 233 |
+
else:
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| 234 |
+
feedback_parts.append(f" β Fix doesn't address '{v_name}' (+0.00)")
|
| 235 |
+
|
| 236 |
+
total_score += v_score
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| 237 |
+
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| 238 |
+
# Bonus: found all 3
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| 239 |
+
if found_count == len(vulns):
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| 240 |
+
total_score = min(total_score + 0.05, 1.0)
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| 241 |
+
feedback_parts.append("\nπ― Bonus: All 3 vulnerabilities identified! (+0.05)")
|
| 242 |
+
|
| 243 |
+
total_score = round(min(total_score, 1.0), 4)
|
| 244 |
+
return total_score, "\n".join(feedback_parts)
|
| 245 |
+
|
| 246 |
+
|
| 247 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββοΏ½οΏ½ββββββββββββ
|
| 248 |
+
# Dispatcher
|
| 249 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 250 |
+
|
| 251 |
+
def grade(task_id: str, action: CodeReviewAction, ground_truth: dict) -> Tuple[float, str]:
|
| 252 |
+
if task_id == "easy_syntax":
|
| 253 |
+
return grade_easy(action, ground_truth)
|
| 254 |
+
elif task_id == "medium_logic":
|
| 255 |
+
return grade_medium(action, ground_truth)
|
| 256 |
+
elif task_id == "hard_security":
|
| 257 |
+
return grade_hard(action, ground_truth)
|
| 258 |
+
else:
|
| 259 |
+
raise ValueError(f"No grader for task: {task_id}")
|