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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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 | """8 breakage primitives representing real HuggingFace/PyTorch ecosystem drift.
Each primitive transforms a working script to simulate a library upgrade
breakage. They double as the Drift Generator's structured action space.
"""
from __future__ import annotations
import re
from abc import ABC, abstractmethod
from dataclasses import dataclass, field
@dataclass
class BreakagePrimitive(ABC):
"""Abstract base class for all breakage types."""
category: str = field(default="generic", init=False)
name: str = field(default="BreakagePrimitive", init=False)
description: str = field(default="", init=False)
@abstractmethod
def apply(self, script: str) -> str:
"""Transform `script` to introduce the breakage."""
def to_spec(self) -> dict:
"""Serialize to JSON-compatible spec for the LLM action space."""
return {
"primitive_type": self.__class__.__name__,
"category": self.category,
"params": self._get_params(),
}
@abstractmethod
def _get_params(self) -> dict:
"""Return a JSON-serializable dict of constructor parameters."""
@dataclass
class RenameApiCall(BreakagePrimitive):
"""Rename a function/method call to simulate API deprecation."""
old_name: str = ""
new_name: str = ""
def __post_init__(self) -> None:
self.category = "api_drift"
self.name = "RenameApiCall"
self.description = f"Rename {self.old_name} -> {self.new_name}"
def apply(self, script: str) -> str:
if not self.old_name:
return script
# Use word-boundary replacement so we don't substring-match identifiers.
pattern = re.compile(rf"(?<!\w){re.escape(self.old_name)}(?!\w)")
return pattern.sub(self.new_name, script)
def _get_params(self) -> dict:
return {"old_name": self.old_name, "new_name": self.new_name}
@dataclass
class DeprecateImport(BreakagePrimitive):
"""Change an import path to simulate module restructuring."""
old_module: str = ""
new_module: str = ""
def __post_init__(self) -> None:
self.category = "import_drift"
self.name = "DeprecateImport"
self.description = f"Move {self.old_module} -> {self.new_module}"
def apply(self, script: str) -> str:
if not self.old_module:
return script
return script.replace(self.old_module, self.new_module)
def _get_params(self) -> dict:
return {"old_module": self.old_module, "new_module": self.new_module}
@dataclass
class ChangeArgumentSignature(BreakagePrimitive):
"""Remove an expected kwarg (and document a new required one)."""
function_name: str = ""
removed_arg: str = ""
added_arg: str = ""
added_value: str = ""
def __post_init__(self) -> None:
self.category = "api_drift"
self.name = "ChangeArgumentSignature"
self.description = (
f"Change args of {self.function_name}: -{self.removed_arg} +{self.added_arg}"
)
def apply(self, script: str) -> str:
if not self.removed_arg:
return script
pattern = rf"(\b{re.escape(self.removed_arg)}\s*=\s*[^,)]+,?\s*)"
return re.sub(pattern, "", script)
def _get_params(self) -> dict:
return {
"function_name": self.function_name,
"removed_arg": self.removed_arg,
"added_arg": self.added_arg,
"added_value": self.added_value,
}
@dataclass
class ModifyConfigField(BreakagePrimitive):
"""Change a config-class default value to simulate behaviour drift."""
config_class: str = ""
field_name: str = ""
new_value: str = ""
def __post_init__(self) -> None:
self.category = "config_drift"
self.name = "ModifyConfigField"
self.description = f"Change {self.config_class}.{self.field_name}"
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.new_value}", script)
def _get_params(self) -> dict:
return {
"config_class": self.config_class,
"field_name": self.field_name,
"new_value": self.new_value,
}
@dataclass
class RestructureDatasetSchema(BreakagePrimitive):
"""Rename a dataset column reference to simulate schema drift."""
old_column: str = ""
new_column: str = ""
def __post_init__(self) -> None:
self.category = "dataset_drift"
self.name = "RestructureDatasetSchema"
self.description = f"Rename column {self.old_column} -> {self.new_column}"
def apply(self, script: str) -> str:
if not self.old_column:
return script
return script.replace(
f'"{self.old_column}"', f'"{self.new_column}"'
).replace(
f"'{self.old_column}'", f"'{self.new_column}'"
)
def _get_params(self) -> dict:
return {"old_column": self.old_column, "new_column": self.new_column}
@dataclass
class ChangeTokenizerBehavior(BreakagePrimitive):
"""Change tokenizer call arguments."""
old_kwarg: str = ""
old_value: str = ""
new_kwarg: str = ""
new_value: str = ""
def __post_init__(self) -> None:
self.category = "tokenizer_drift"
self.name = "ChangeTokenizerBehavior"
self.description = f"Change tokenizer kwarg {self.old_kwarg}={self.old_value} -> {self.new_kwarg}={self.new_value}"
def apply(self, script: str) -> str:
if not self.old_kwarg:
return script
pattern = rf"{re.escape(self.old_kwarg)}\s*=\s*{re.escape(self.old_value)}"
replacement = f"{self.new_kwarg}={self.new_value}"
return re.sub(pattern, replacement, script)
def _get_params(self) -> dict:
return {
"old_kwarg": self.old_kwarg,
"old_value": self.old_value,
"new_kwarg": self.new_kwarg,
"new_value": self.new_value,
}
@dataclass
class RemoveDeprecatedMethod(BreakagePrimitive):
"""Remove a method that has been deprecated, leaving a sentinel that
raises AttributeError-style errors when the script runs."""
class_name: str = ""
method_name: str = ""
replacement: str = ""
def __post_init__(self) -> None:
self.category = "api_drift"
self.name = "RemoveDeprecatedMethod"
self.description = f"Remove {self.class_name}.{self.method_name}"
def apply(self, script: str) -> str:
if not self.method_name:
return script
return script.replace(
f".{self.method_name}(", f".{self.method_name}_DEPRECATED("
)
def _get_params(self) -> dict:
return {
"class_name": self.class_name,
"method_name": self.method_name,
"replacement": self.replacement,
}
@dataclass
class ChangeReturnType(BreakagePrimitive):
"""A function now returns a different structure (e.g. tuple -> object)."""
function_name: str = ""
old_access: str = ""
new_access: str = ""
def __post_init__(self) -> None:
self.category = "api_drift"
self.name = "ChangeReturnType"
self.description = f"Change return type of {self.function_name}"
def apply(self, script: str) -> str:
if self.old_access and self.new_access:
return script.replace(self.old_access, self.new_access)
return script
def _get_params(self) -> dict:
return {
"function_name": self.function_name,
"old_access": self.old_access,
"new_access": self.new_access,
}
PRIMITIVE_REGISTRY: dict[str, type[BreakagePrimitive]] = {
"RenameApiCall": RenameApiCall,
"DeprecateImport": DeprecateImport,
"ChangeArgumentSignature": ChangeArgumentSignature,
"ModifyConfigField": ModifyConfigField,
"RestructureDatasetSchema": RestructureDatasetSchema,
"ChangeTokenizerBehavior": ChangeTokenizerBehavior,
"RemoveDeprecatedMethod": RemoveDeprecatedMethod,
"ChangeReturnType": ChangeReturnType,
}
def parse_breakage_spec(spec: dict) -> BreakagePrimitive:
"""Parse a JSON breakage spec into a BreakagePrimitive object.
Tolerates extra keys; ignores unknown params (LLMs hallucinate these).
"""
ptype = spec.get("primitive_type", "")
params = spec.get("params", {}) or {}
if ptype not in PRIMITIVE_REGISTRY:
raise ValueError(
f"Unknown primitive type: {ptype!r}. "
f"Valid types: {list(PRIMITIVE_REGISTRY)}"
)
cls = PRIMITIVE_REGISTRY[ptype]
# Filter to known fields only so a hallucinated kwarg can't crash us.
valid_fields = {
f.name for f in cls.__dataclass_fields__.values() if f.init # type: ignore[attr-defined]
}
filtered = {k: v for k, v in params.items() if k in valid_fields}
return cls(**filtered)
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