Upload 4 files
Browse files- evaluate.py +209 -0
- install.py +41 -0
- py500.jsonl +0 -0
- run.py +116 -0
evaluate.py
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| 1 |
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from typing import Tuple
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import ast
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| 4 |
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class AssertNormalizerPython:
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def normalize_assert(self, stmt: str, mask_str: bool = False) -> str:
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try:
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tree = ast.parse(stmt)
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except SyntaxError:
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return stmt
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if not tree.body or not isinstance(tree.body[0], (ast.Assert, ast.Expr)):
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return stmt
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node = tree.body[0]
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cps = []
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# assert ... ===
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if isinstance(node, ast.Assert):
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if isinstance(node.test, ast.Compare):
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left = self._expr_to_str(node.test.left, mask_str)
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comps = [self._expr_to_str(comp, mask_str) for comp in node.test.comparators]
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ops = node.test.ops
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length = min(len(comps), len(ops))
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for i in range(length):
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cps.append({'left': left, 'op': ops[i], 'right': comps[i]})
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left = comps[i]
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elif type(node.test) == ast.UnaryOp:
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| 30 |
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if type(node.test.op) == ast.Not:
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test_str = self._expr_to_str(node.test.operand, mask_str)
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cps.append({'left': test_str, 'op': ast.Not(), 'right': ''})
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else:
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test_str = self._expr_to_str(node.test, mask_str)
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cps.append({'left': test_str, 'op': '', 'right': ''})
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elif type(node.test) == ast.BoolOp:
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left = self._expr_to_str(node.test.values[0], mask_str)
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| 38 |
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right = self._expr_to_str(node.test.values[1], mask_str)
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| 39 |
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cps.append({'left': left, 'op': node.test.op, 'right': right})
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| 40 |
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else:
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test_str = self._expr_to_str(node.test, mask_str)
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| 42 |
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cps.append({'left': test_str, 'op': '', 'right': ''})
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| 43 |
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| 44 |
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# unittest
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| 45 |
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if isinstance(node, ast.Expr) and isinstance(node.value, ast.Call):
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| 46 |
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call = node.value
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| 47 |
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method = self._get_method_name(call.func)
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| 48 |
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if not method:
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| 49 |
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return stmt
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| 50 |
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| 51 |
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args = [self._expr_to_str(a, mask_str) for a in call.args]
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| 52 |
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| 53 |
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# === assertTrue / assertFalse / assertIsNone / assertIsNotNone ===
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| 54 |
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if method in ["assertTrue", "assertFalse", "assertIsNone", "assertIsNotNone"]:
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| 55 |
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target = args[-1] if len(args) > 0 else "?"
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| 56 |
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if method == "assertTrue":
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| 57 |
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cps.append({'left': target, 'op': ast.Is(), 'right': 'True'})
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| 58 |
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elif method == "assertFalse":
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| 59 |
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cps.append({'left': target, 'op': ast.IsNot(), 'right': 'True'})
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| 60 |
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elif method == "assertIsNone":
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| 61 |
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cps.append({'left': target, 'op': ast.Is(), 'right': 'None'})
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| 62 |
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elif method == "assertIsNotNone":
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| 63 |
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cps.append({'left': target, 'op': ast.IsNot(), 'right': 'None'})
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| 64 |
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| 65 |
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# === assertEqual / assertNotEqual ===
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| 66 |
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elif method == 'assertEqual':
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cps.append({'left': args[0], 'op': ast.Eq(), 'right': args[1]})
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| 68 |
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elif method == 'assertNotEqual':
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cps.append({'left': args[0], 'op': ast.NotEq(), 'right': args[1]})
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| 70 |
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| 71 |
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# === assertIs / assertIsNot ===
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| 72 |
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elif method == 'assertIs':
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| 73 |
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cps.append({'left': args[0], 'op': ast.Is(), 'right': args[1]})
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| 74 |
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| 75 |
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elif method == 'assertIsNot':
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| 76 |
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cps.append({'left': args[0], 'op': ast.IsNot(), 'right': args[1]})
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| 77 |
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| 78 |
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# === assertIn / assertNotIn ===
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| 79 |
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elif method == 'assertIn':
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| 80 |
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cps.append({'left': args[0], 'op': ast.In(), 'right': args[1]})
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| 81 |
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| 82 |
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elif method == 'assertNotIn':
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| 83 |
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cps.append({'left': args[0], 'op': ast.In(), 'right': args[1]})
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| 84 |
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| 85 |
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# === assertAlmostEqual ===
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| 86 |
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elif method == 'assertAlmostEqual':
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| 87 |
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cps.append({'left': args[0], 'op': ast.Eq(), 'right': args[1]})
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| 88 |
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| 89 |
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| 90 |
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# Final result
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| 91 |
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str_cps = []
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| 92 |
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for cp in cps:
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| 93 |
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left, op, right = cp['left'], cp['op'], cp['right']
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| 94 |
+
if left == 'False':
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| 95 |
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left = 'True'
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| 96 |
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op = self._not_op(op)
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| 97 |
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| 98 |
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if right == 'False':
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| 99 |
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right = 'True'
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| 100 |
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op = self._not_op(op)
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| 101 |
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| 102 |
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if left > right:
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| 103 |
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rv, rvop = self._reverse_op(op)
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| 104 |
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if rv:
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| 105 |
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str_cps.append(f'{right} {rvop} {left}')
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| 106 |
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else:
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| 107 |
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str_cps.append(f"{left} {self._op_to_str(op)} {right}")
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| 108 |
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else:
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| 109 |
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str_cps.append(f"{left} {self._op_to_str(op)} {right}")
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| 110 |
+
|
| 111 |
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str_cps = sorted(str_cps)
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| 112 |
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return ' && '.join(str_cps)
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| 113 |
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| 114 |
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def _get_method_name(self, func):
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| 115 |
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if isinstance(func, ast.Attribute):
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| 116 |
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return func.attr
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| 117 |
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elif isinstance(func, ast.Name):
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| 118 |
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return func.id
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| 119 |
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else:
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| 120 |
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return None
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| 121 |
+
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| 122 |
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def _expr_to_str(self, expr, mask_str: bool):
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| 123 |
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if isinstance(expr, ast.Constant):
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| 124 |
+
if isinstance(expr.value, str):
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| 125 |
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return '"STR"' if mask_str else repr(expr.value)
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| 126 |
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return repr(expr.value)
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| 127 |
+
elif isinstance(expr, ast.Name):
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| 128 |
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return expr.id
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| 129 |
+
elif isinstance(expr, ast.Attribute):
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| 130 |
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return f"{self._expr_to_str(expr.value, mask_str)}.{expr.attr}"
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| 131 |
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elif isinstance(expr, ast.Call):
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| 132 |
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func_str = self._expr_to_str(expr.func, mask_str)
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| 133 |
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args_str = ",".join(self._expr_to_str(a, mask_str) for a in expr.args)
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| 134 |
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return f"{func_str}({args_str})"
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| 135 |
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elif isinstance(expr, ast.Compare):
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| 136 |
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left = self._expr_to_str(expr.left, mask_str)
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| 137 |
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ops = " ".join(self._op_to_str(op) for op in expr.ops)
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| 138 |
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rights = " ".join(self._expr_to_str(c, mask_str) for c in expr.comparators)
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| 139 |
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return f"{left} {ops} {rights}"
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| 140 |
+
elif isinstance(expr, ast.BinOp):
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| 141 |
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left = self._expr_to_str(expr.left, mask_str)
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| 142 |
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right = self._expr_to_str(expr.right, mask_str)
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| 143 |
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op = self._op_to_str(expr.op)
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| 144 |
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return f"{left} {op} {right}"
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| 145 |
+
elif isinstance(expr, ast.UnaryOp):
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| 146 |
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op = self._op_to_str(expr.op)
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| 147 |
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operand = self._expr_to_str(expr.operand, mask_str)
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| 148 |
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return f"{op}{operand}"
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| 149 |
+
else:
|
| 150 |
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return ast.unparse(expr) if hasattr(ast, "unparse") else str(expr)
|
| 151 |
+
|
| 152 |
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def _op_to_str(self, op):
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| 153 |
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return {
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| 154 |
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ast.Add: "+", ast.Sub: "-", ast.Mult: "*", ast.Div: "/", ast.Mod: "%",
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| 155 |
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ast.Eq: "==", ast.NotEq: "!=", ast.Gt: ">", ast.GtE: ">=", ast.Lt: "<", ast.LtE: "<=",
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| 156 |
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ast.Is: "is", ast.IsNot: "is not", ast.In: "in", ast.NotIn: "not in",
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| 157 |
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ast.And: "and", ast.Or: "or", ast.Not: "not ", ast.USub: "-", ast.UAdd: "+",
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| 158 |
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}.get(type(op), str(op))
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| 159 |
+
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| 160 |
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def _not_op(self, op):
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| 161 |
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if type(op) is ast.NotEq:
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| 162 |
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return ast.Eq()
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| 163 |
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elif type(op) is ast.Eq:
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| 164 |
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return ast.NotEq()
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| 165 |
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elif type(op) is ast.Is:
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| 166 |
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return ast.IsNot()
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| 167 |
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elif type(op) is ast.IsNot:
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| 168 |
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return ast.Is()
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| 169 |
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else:
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| 170 |
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return op
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| 171 |
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| 172 |
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def _reverse_op(self, op) -> Tuple:
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| 173 |
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if type(op) in {ast.Eq, ast.NotEq, ast.Gt, ast.GtE, ast.Lt, ast.LtE, ast.Is, ast.IsNot, ast.And, ast.Or}:
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| 174 |
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return True, {
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| 175 |
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ast.Eq: "==", ast.NotEq: "!=", ast.Gt: "<", ast.GtE: "<=", ast.Lt: ">", ast.LtE: ">=",
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| 176 |
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ast.Is: "is", ast.IsNot: "is not",
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| 177 |
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ast.And: "and", ast.Or: "or"
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| 178 |
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}.get(type(op), "?")
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| 179 |
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return False, self._op_to_str(op)
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| 180 |
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| 181 |
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def _normalize_symmetric(self, a, b, op):
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| 182 |
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terms = sorted([a.strip(), b.strip()])
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| 183 |
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return f"{terms[0]} {op} {terms[1]}"
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| 184 |
+
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| 185 |
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def _is_logical_expr(self, expr):
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| 186 |
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return isinstance(expr, (ast.Compare, ast.BoolOp, ast.UnaryOp, ast.BinOp, ast.Call))
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| 187 |
+
|
| 188 |
+
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| 189 |
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def is_python_assert_same(assert_stmt1: str, assert_stmt2: str, mask_str: bool = False) -> bool:
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| 190 |
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try:
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| 191 |
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norm_a = AssertNormalizerPython().normalize_assert(assert_stmt1, mask_str)
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| 192 |
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norm_b = AssertNormalizerPython().normalize_assert(assert_stmt2, mask_str)
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| 193 |
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except Exception:
|
| 194 |
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return False
|
| 195 |
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return norm_a == norm_b
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| 196 |
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| 197 |
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| 198 |
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if __name__ == '__main__':
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| 199 |
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# Same
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| 200 |
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assert is_python_assert_same("assert a == b", "assert b == a # Comment")
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| 201 |
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assert is_python_assert_same("assert True is x", "assert x is True")
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| 202 |
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assert is_python_assert_same("self.assertEquals(a, b)", "self.assertEquals(b, a)")
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| 203 |
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assert is_python_assert_same("self.assertTrue(x)", "assert x is True")
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| 204 |
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assert is_python_assert_same("self.assertFalse(x)", "assert x is False")
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| 205 |
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assert is_python_assert_same("assert a > 0", "assert 0 < a")
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| 206 |
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| 207 |
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# Not Same
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| 208 |
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assert not is_python_assert_same("assert a > 0", "assert a == 0")
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| 209 |
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assert not is_python_assert_same("assert a == b", "assert a is b")
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install.py
ADDED
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| 1 |
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from utils import read_jsonl
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| 2 |
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import os
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| 3 |
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import argparse
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| 4 |
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import subprocess
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| 5 |
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| 6 |
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| 7 |
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def download_py_dependencies(repo_path: str, install_cmd: str) -> bool:
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| 8 |
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result = subprocess.run(
|
| 9 |
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install_cmd,
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| 10 |
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shell=True,
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| 11 |
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text=True,
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| 12 |
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executable='/bin/bash',
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| 13 |
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cwd=repo_path,
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| 14 |
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stdout=subprocess.PIPE,
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| 15 |
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stderr=subprocess.PIPE,
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| 16 |
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)
|
| 17 |
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return result.returncode == 0
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
if __name__ == '__main__':
|
| 21 |
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parser = argparse.ArgumentParser()
|
| 22 |
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parser.add_argument('--repo_cache_dir', type=str, default='/tmp/pywork1/py500')
|
| 23 |
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args = parser.parse_args()
|
| 24 |
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py500 = read_jsonl('data/py500.jsonl')
|
| 25 |
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repos = set()
|
| 26 |
+
for i, data in enumerate(py500):
|
| 27 |
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print(f'=== {i} ===')
|
| 28 |
+
if repos.__contains__(data['repo_name']):
|
| 29 |
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print(f'Skip {i}')
|
| 30 |
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continue
|
| 31 |
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repo_path = str(os.path.join(
|
| 32 |
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args.repo_cache_dir,
|
| 33 |
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data['repo_name']
|
| 34 |
+
))
|
| 35 |
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res = download_py_dependencies(
|
| 36 |
+
repo_path=repo_path,
|
| 37 |
+
install_cmd=data['install_cmd'],
|
| 38 |
+
)
|
| 39 |
+
print(res)
|
| 40 |
+
repos.add(data['repo_name'])
|
| 41 |
+
assert res
|
py500.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
run.py
ADDED
|
@@ -0,0 +1,116 @@
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from utils import read_jsonl
|
| 2 |
+
import argparse
|
| 3 |
+
from typing import Tuple, Dict
|
| 4 |
+
import subprocess
|
| 5 |
+
import os
|
| 6 |
+
import xml.etree.ElementTree as ET
|
| 7 |
+
|
| 8 |
+
|
| 9 |
+
def run_py_repo_test(
|
| 10 |
+
repo_path: str,
|
| 11 |
+
test_target: str,
|
| 12 |
+
timeout: float = 10.0
|
| 13 |
+
) -> Tuple[Dict, str]:
|
| 14 |
+
test_cmd = f'''\
|
| 15 |
+
source .venv/bin/activate
|
| 16 |
+
pytest {test_target} --junitxml=results.xml
|
| 17 |
+
'''
|
| 18 |
+
print(f'>>> {repo_path}')
|
| 19 |
+
print(test_cmd)
|
| 20 |
+
score = 0.0
|
| 21 |
+
total = 0
|
| 22 |
+
passed = 0
|
| 23 |
+
test_output = ''
|
| 24 |
+
test_output_file = os.path.join(repo_path, 'results.xml')
|
| 25 |
+
try:
|
| 26 |
+
if os.path.exists(test_output_file):
|
| 27 |
+
os.remove(test_output_file)
|
| 28 |
+
result = subprocess.run(
|
| 29 |
+
test_cmd,
|
| 30 |
+
shell=True,
|
| 31 |
+
executable='/bin/bash',
|
| 32 |
+
text=True,
|
| 33 |
+
cwd=os.path.abspath(repo_path),
|
| 34 |
+
stdout=subprocess.PIPE,
|
| 35 |
+
stderr=subprocess.PIPE,
|
| 36 |
+
timeout=timeout,
|
| 37 |
+
)
|
| 38 |
+
except Exception as e:
|
| 39 |
+
print(e)
|
| 40 |
+
pass
|
| 41 |
+
if os.path.exists(test_output_file):
|
| 42 |
+
try:
|
| 43 |
+
tree = ET.parse(test_output_file)
|
| 44 |
+
root = tree.getroot()
|
| 45 |
+
suite = root.find('testsuite')
|
| 46 |
+
|
| 47 |
+
if suite is None:
|
| 48 |
+
raise ValueError("Invalid XML: No <testsuite> element found")
|
| 49 |
+
|
| 50 |
+
total = int(suite.attrib.get('tests', 0))
|
| 51 |
+
failures = int(suite.attrib.get('failures', 0))
|
| 52 |
+
errors = int(suite.attrib.get('errors', 0))
|
| 53 |
+
skipped = int(suite.attrib.get('skipped', 0))
|
| 54 |
+
passed = total - failures - errors - skipped
|
| 55 |
+
score = passed / total if total > 0 else 0.0
|
| 56 |
+
|
| 57 |
+
error_messages = []
|
| 58 |
+
for case in suite.findall('testcase'):
|
| 59 |
+
failure = case.find('failure')
|
| 60 |
+
error = case.find('error')
|
| 61 |
+
if failure is not None:
|
| 62 |
+
error_messages.append(
|
| 63 |
+
f"Failure:\n" + \
|
| 64 |
+
'\n'.join(['...\n'] + failure.text.splitlines()[-4:])
|
| 65 |
+
)
|
| 66 |
+
elif error is not None:
|
| 67 |
+
error_messages.append(
|
| 68 |
+
f"Failure:\n" + \
|
| 69 |
+
'\n'.join(['...\n'] + error.text.splitlines()[-4:])
|
| 70 |
+
)
|
| 71 |
+
test_output = (
|
| 72 |
+
f"Total {total}, Passed: {passed}, Failures: {failures}, Errors: {errors}, Skipped: {skipped}\n"
|
| 73 |
+
f"Pass Rate: {score}"
|
| 74 |
+
)
|
| 75 |
+
if error_messages:
|
| 76 |
+
test_output += "\n\nError Message:\n" + "\n".join(error_messages)
|
| 77 |
+
except Exception:
|
| 78 |
+
pass
|
| 79 |
+
else:
|
| 80 |
+
try:
|
| 81 |
+
max_lines = 20
|
| 82 |
+
test_output = result.stdout.strip()
|
| 83 |
+
test_output = '\n'.join(test_output.splitlines()[- max_lines : ]).strip()
|
| 84 |
+
except Exception:
|
| 85 |
+
test_output = 'The "pytest" command run failed.'
|
| 86 |
+
return {
|
| 87 |
+
'score': score,
|
| 88 |
+
'passed': passed,
|
| 89 |
+
'total': total,
|
| 90 |
+
}, test_output
|
| 91 |
+
|
| 92 |
+
|
| 93 |
+
if __name__ == '__main__':
|
| 94 |
+
parser = argparse.ArgumentParser()
|
| 95 |
+
parser.add_argument('--repo_cache_dir', type=str, default='/tmp/pywork1/py500')
|
| 96 |
+
parser.add_argument('--start_index', type=int, default=0)
|
| 97 |
+
parser.add_argument('--end_index', type=int, default=500)
|
| 98 |
+
args = parser.parse_args()
|
| 99 |
+
|
| 100 |
+
py500 = read_jsonl('data/py500.jsonl')
|
| 101 |
+
|
| 102 |
+
failed = []
|
| 103 |
+
for i in range(args.start_index, args.end_index):
|
| 104 |
+
data = py500[i]
|
| 105 |
+
print(f'=== {i} ===')
|
| 106 |
+
repo_path = str(os.path.join(args.repo_cache_dir, data['repo_name']))
|
| 107 |
+
res, output = run_py_repo_test(repo_path=repo_path, test_target=data['test_target'])
|
| 108 |
+
print(output)
|
| 109 |
+
try:
|
| 110 |
+
assert res['score'] == 1.0
|
| 111 |
+
except Exception as e:
|
| 112 |
+
print(e)
|
| 113 |
+
failed.append(i)
|
| 114 |
+
|
| 115 |
+
print('=== Failed ===')
|
| 116 |
+
print(failed)
|