File size: 7,828 Bytes
b0fbec3 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 | """Repair primitives — direct inverses of the 8 breakage primitives.
Used during warm-start data generation: for every (script, breakage)
pair we know the canonical repair, so we can write SFT pairs.
These are also useful for unit-testing the breakage primitives:
apply(breakage) then apply(repair) should be (close to) the identity.
"""
from __future__ import annotations
import re
from abc import ABC, abstractmethod
from dataclasses import dataclass, field
@dataclass
class RepairPrimitive(ABC):
category: str = field(default="generic", init=False)
name: str = field(default="RepairPrimitive", init=False)
description: str = field(default="", init=False)
@abstractmethod
def apply(self, script: str) -> str:
"""Transform `script` to undo the corresponding breakage."""
def to_spec(self) -> dict:
return {
"primitive_type": self.__class__.__name__,
"category": self.category,
"params": self._get_params(),
}
@abstractmethod
def _get_params(self) -> dict:
"""Return JSON-serializable constructor parameters."""
@dataclass
class RestoreApiCall(RepairPrimitive):
new_name: str = ""
old_name: str = ""
def __post_init__(self) -> None:
self.category = "api_drift"
self.name = "RestoreApiCall"
self.description = f"Rename {self.new_name} -> {self.old_name}"
def apply(self, script: str) -> str:
if not self.new_name:
return script
pattern = re.compile(rf"(?<!\w){re.escape(self.new_name)}(?!\w)")
return pattern.sub(self.old_name, script)
def _get_params(self) -> dict:
return {"new_name": self.new_name, "old_name": self.old_name}
@dataclass
class RestoreImport(RepairPrimitive):
new_module: str = ""
old_module: str = ""
def __post_init__(self) -> None:
self.category = "import_drift"
self.name = "RestoreImport"
self.description = f"Restore import {self.new_module} -> {self.old_module}"
def apply(self, script: str) -> str:
return script.replace(self.new_module, self.old_module)
def _get_params(self) -> dict:
return {"new_module": self.new_module, "old_module": self.old_module}
@dataclass
class RestoreArgument(RepairPrimitive):
"""Re-add a removed argument to a function call."""
function_name: str = ""
arg_name: str = ""
arg_value: str = ""
def __post_init__(self) -> None:
self.category = "api_drift"
self.name = "RestoreArgument"
self.description = (
f"Add {self.arg_name}={self.arg_value} to {self.function_name}()"
)
def apply(self, script: str) -> str:
if not self.function_name:
return script
# Insert the kwarg right after the function-name's opening paren.
pattern = rf"({re.escape(self.function_name)}\s*\()(\s*)"
replacement = rf"\g<1>{self.arg_name}={self.arg_value}, \g<2>"
return re.sub(pattern, replacement, script, count=1)
def _get_params(self) -> dict:
return {
"function_name": self.function_name,
"arg_name": self.arg_name,
"arg_value": self.arg_value,
}
@dataclass
class RestoreConfigField(RepairPrimitive):
field_name: str = ""
old_value: str = ""
def __post_init__(self) -> None:
self.category = "config_drift"
self.name = "RestoreConfigField"
self.description = f"Restore {self.field_name}={self.old_value}"
def apply(self, script: str) -> str:
if not self.field_name:
return script
pattern = rf"({re.escape(self.field_name)}\s*=\s*)([^,)\n]+)"
return re.sub(pattern, rf"\g<1>{self.old_value}", script)
def _get_params(self) -> dict:
return {"field_name": self.field_name, "old_value": self.old_value}
@dataclass
class RestoreColumn(RepairPrimitive):
new_column: str = ""
old_column: str = ""
def __post_init__(self) -> None:
self.category = "dataset_drift"
self.name = "RestoreColumn"
self.description = f"Rename column {self.new_column} -> {self.old_column}"
def apply(self, script: str) -> str:
return script.replace(
f'"{self.new_column}"', f'"{self.old_column}"'
).replace(
f"'{self.new_column}'", f"'{self.old_column}'"
)
def _get_params(self) -> dict:
return {"new_column": self.new_column, "old_column": self.old_column}
@dataclass
class RestoreTokenizerKwarg(RepairPrimitive):
new_kwarg: str = ""
new_value: str = ""
old_kwarg: str = ""
old_value: str = ""
def __post_init__(self) -> None:
self.category = "tokenizer_drift"
self.name = "RestoreTokenizerKwarg"
self.description = (
f"Restore tokenizer {self.new_kwarg}={self.new_value} -> "
f"{self.old_kwarg}={self.old_value}"
)
def apply(self, script: str) -> str:
if not self.new_kwarg:
return script
pattern = rf"{re.escape(self.new_kwarg)}\s*=\s*{re.escape(self.new_value)}"
replacement = f"{self.old_kwarg}={self.old_value}"
return re.sub(pattern, replacement, script)
def _get_params(self) -> dict:
return {
"new_kwarg": self.new_kwarg,
"new_value": self.new_value,
"old_kwarg": self.old_kwarg,
"old_value": self.old_value,
}
@dataclass
class RestoreMethod(RepairPrimitive):
method_name: str = ""
def __post_init__(self) -> None:
self.category = "api_drift"
self.name = "RestoreMethod"
self.description = f"Un-deprecate .{self.method_name}()"
def apply(self, script: str) -> str:
if not self.method_name:
return script
return script.replace(
f".{self.method_name}_DEPRECATED(", f".{self.method_name}("
)
def _get_params(self) -> dict:
return {"method_name": self.method_name}
@dataclass
class RestoreReturnAccess(RepairPrimitive):
new_access: str = ""
old_access: str = ""
def __post_init__(self) -> None:
self.category = "api_drift"
self.name = "RestoreReturnAccess"
self.description = f"Restore return-access {self.new_access} -> {self.old_access}"
def apply(self, script: str) -> str:
if not self.new_access:
return script
return script.replace(self.new_access, self.old_access)
def _get_params(self) -> dict:
return {"new_access": self.new_access, "old_access": self.old_access}
REPAIR_REGISTRY: dict[str, type[RepairPrimitive]] = {
"RestoreApiCall": RestoreApiCall,
"RestoreImport": RestoreImport,
"RestoreArgument": RestoreArgument,
"RestoreConfigField": RestoreConfigField,
"RestoreColumn": RestoreColumn,
"RestoreTokenizerKwarg": RestoreTokenizerKwarg,
"RestoreMethod": RestoreMethod,
"RestoreReturnAccess": RestoreReturnAccess,
}
# Map a breakage primitive's class name to the repair-primitive class that
# inverts it. Used by the warm-start pair generator and by the demo / repair
# library curator.
BREAKAGE_TO_REPAIR: dict[str, str] = {
"RenameApiCall": "RestoreApiCall",
"DeprecateImport": "RestoreImport",
"ChangeArgumentSignature": "RestoreArgument",
"ModifyConfigField": "RestoreConfigField",
"RestructureDatasetSchema": "RestoreColumn",
"ChangeTokenizerBehavior": "RestoreTokenizerKwarg",
"RemoveDeprecatedMethod": "RestoreMethod",
"ChangeReturnType": "RestoreReturnAccess",
}
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