from typing import ( Any, Callable, Dict, Set, Sequence, Tuple, NamedTuple, Type, Literal, Union, TYPE_CHECKING, ) import ast import builtins import collections import operator import sys from functools import cached_property from dataclasses import dataclass, field from IPython.utils.docs import GENERATING_DOCUMENTATION from IPython.utils.decorators import undoc if TYPE_CHECKING or GENERATING_DOCUMENTATION: from typing_extensions import Protocol else: # do not require on runtime Protocol = object # requires Python >=3.8 @undoc class HasGetItem(Protocol): def __getitem__(self, key) -> None: ... @undoc class InstancesHaveGetItem(Protocol): def __call__(self, *args, **kwargs) -> HasGetItem: ... @undoc class HasGetAttr(Protocol): def __getattr__(self, key) -> None: ... @undoc class DoesNotHaveGetAttr(Protocol): pass # By default `__getattr__` is not explicitly implemented on most objects MayHaveGetattr = Union[HasGetAttr, DoesNotHaveGetAttr] def _unbind_method(func: Callable) -> Union[Callable, None]: """Get unbound method for given bound method. Returns None if cannot get unbound method, or method is already unbound. """ owner = getattr(func, "__self__", None) owner_class = type(owner) name = getattr(func, "__name__", None) instance_dict_overrides = getattr(owner, "__dict__", None) if ( owner is not None and name and ( not instance_dict_overrides or (instance_dict_overrides and name not in instance_dict_overrides) ) ): return getattr(owner_class, name) return None @undoc @dataclass class EvaluationPolicy: """Definition of evaluation policy.""" allow_locals_access: bool = False allow_globals_access: bool = False allow_item_access: bool = False allow_attr_access: bool = False allow_builtins_access: bool = False allow_all_operations: bool = False allow_any_calls: bool = False allowed_calls: Set[Callable] = field(default_factory=set) def can_get_item(self, value, item): return self.allow_item_access def can_get_attr(self, value, attr): return self.allow_attr_access def can_operate(self, dunders: Tuple[str, ...], a, b=None): if self.allow_all_operations: return True def can_call(self, func): if self.allow_any_calls: return True if func in self.allowed_calls: return True owner_method = _unbind_method(func) if owner_method and owner_method in self.allowed_calls: return True def _get_external(module_name: str, access_path: Sequence[str]): """Get value from external module given a dotted access path. Raises: * `KeyError` if module is removed not found, and * `AttributeError` if acess path does not match an exported object """ member_type = sys.modules[module_name] for attr in access_path: member_type = getattr(member_type, attr) return member_type def _has_original_dunder_external( value, module_name: str, access_path: Sequence[str], method_name: str, ): if module_name not in sys.modules: # LBYLB as it is faster return False try: member_type = _get_external(module_name, access_path) value_type = type(value) if type(value) == member_type: return True if method_name == "__getattribute__": # we have to short-circuit here due to an unresolved issue in # `isinstance` implementation: https://bugs.python.org/issue32683 return False if isinstance(value, member_type): method = getattr(value_type, method_name, None) member_method = getattr(member_type, method_name, None) if member_method == method: return True except (AttributeError, KeyError): return False def _has_original_dunder( value, allowed_types, allowed_methods, allowed_external, method_name ): # note: Python ignores `__getattr__`/`__getitem__` on instances, # we only need to check at class level value_type = type(value) # strict type check passes → no need to check method if value_type in allowed_types: return True method = getattr(value_type, method_name, None) if method is None: return None if method in allowed_methods: return True for module_name, *access_path in allowed_external: if _has_original_dunder_external(value, module_name, access_path, method_name): return True return False @undoc @dataclass class SelectivePolicy(EvaluationPolicy): allowed_getitem: Set[InstancesHaveGetItem] = field(default_factory=set) allowed_getitem_external: Set[Tuple[str, ...]] = field(default_factory=set) allowed_getattr: Set[MayHaveGetattr] = field(default_factory=set) allowed_getattr_external: Set[Tuple[str, ...]] = field(default_factory=set) allowed_operations: Set = field(default_factory=set) allowed_operations_external: Set[Tuple[str, ...]] = field(default_factory=set) _operation_methods_cache: Dict[str, Set[Callable]] = field( default_factory=dict, init=False ) def can_get_attr(self, value, attr): has_original_attribute = _has_original_dunder( value, allowed_types=self.allowed_getattr, allowed_methods=self._getattribute_methods, allowed_external=self.allowed_getattr_external, method_name="__getattribute__", ) has_original_attr = _has_original_dunder( value, allowed_types=self.allowed_getattr, allowed_methods=self._getattr_methods, allowed_external=self.allowed_getattr_external, method_name="__getattr__", ) accept = False # Many objects do not have `__getattr__`, this is fine. if has_original_attr is None and has_original_attribute: accept = True else: # Accept objects without modifications to `__getattr__` and `__getattribute__` accept = has_original_attr and has_original_attribute if accept: # We still need to check for overriden properties. value_class = type(value) if not hasattr(value_class, attr): return True class_attr_val = getattr(value_class, attr) is_property = isinstance(class_attr_val, property) if not is_property: return True # Properties in allowed types are ok (although we do not include any # properties in our default allow list currently). if type(value) in self.allowed_getattr: return True # pragma: no cover # Properties in subclasses of allowed types may be ok if not changed for module_name, *access_path in self.allowed_getattr_external: try: external_class = _get_external(module_name, access_path) external_class_attr_val = getattr(external_class, attr) except (KeyError, AttributeError): return False # pragma: no cover return class_attr_val == external_class_attr_val return False def can_get_item(self, value, item): """Allow accessing `__getiitem__` of allow-listed instances unless it was not modified.""" return _has_original_dunder( value, allowed_types=self.allowed_getitem, allowed_methods=self._getitem_methods, allowed_external=self.allowed_getitem_external, method_name="__getitem__", ) def can_operate(self, dunders: Tuple[str, ...], a, b=None): objects = [a] if b is not None: objects.append(b) return all( [ _has_original_dunder( obj, allowed_types=self.allowed_operations, allowed_methods=self._operator_dunder_methods(dunder), allowed_external=self.allowed_operations_external, method_name=dunder, ) for dunder in dunders for obj in objects ] ) def _operator_dunder_methods(self, dunder: str) -> Set[Callable]: if dunder not in self._operation_methods_cache: self._operation_methods_cache[dunder] = self._safe_get_methods( self.allowed_operations, dunder ) return self._operation_methods_cache[dunder] @cached_property def _getitem_methods(self) -> Set[Callable]: return self._safe_get_methods(self.allowed_getitem, "__getitem__") @cached_property def _getattr_methods(self) -> Set[Callable]: return self._safe_get_methods(self.allowed_getattr, "__getattr__") @cached_property def _getattribute_methods(self) -> Set[Callable]: return self._safe_get_methods(self.allowed_getattr, "__getattribute__") def _safe_get_methods(self, classes, name) -> Set[Callable]: return { method for class_ in classes for method in [getattr(class_, name, None)] if method } class _DummyNamedTuple(NamedTuple): """Used internally to retrieve methods of named tuple instance.""" class EvaluationContext(NamedTuple): #: Local namespace locals: dict #: Global namespace globals: dict #: Evaluation policy identifier evaluation: Literal[ "forbidden", "minimal", "limited", "unsafe", "dangerous" ] = "forbidden" #: Whether the evalution of code takes place inside of a subscript. #: Useful for evaluating ``:-1, 'col'`` in ``df[:-1, 'col']``. in_subscript: bool = False class _IdentitySubscript: """Returns the key itself when item is requested via subscript.""" def __getitem__(self, key): return key IDENTITY_SUBSCRIPT = _IdentitySubscript() SUBSCRIPT_MARKER = "__SUBSCRIPT_SENTINEL__" class GuardRejection(Exception): """Exception raised when guard rejects evaluation attempt.""" pass def guarded_eval(code: str, context: EvaluationContext): """Evaluate provided code in the evaluation context. If evaluation policy given by context is set to ``forbidden`` no evaluation will be performed; if it is set to ``dangerous`` standard :func:`eval` will be used; finally, for any other, policy :func:`eval_node` will be called on parsed AST. """ locals_ = context.locals if context.evaluation == "forbidden": raise GuardRejection("Forbidden mode") # note: not using `ast.literal_eval` as it does not implement # getitem at all, for example it fails on simple `[0][1]` if context.in_subscript: # syntatic sugar for ellipsis (:) is only available in susbcripts # so we need to trick the ast parser into thinking that we have # a subscript, but we need to be able to later recognise that we did # it so we can ignore the actual __getitem__ operation if not code: return tuple() locals_ = locals_.copy() locals_[SUBSCRIPT_MARKER] = IDENTITY_SUBSCRIPT code = SUBSCRIPT_MARKER + "[" + code + "]" context = EvaluationContext(**{**context._asdict(), **{"locals": locals_}}) if context.evaluation == "dangerous": return eval(code, context.globals, context.locals) expression = ast.parse(code, mode="eval") return eval_node(expression, context) BINARY_OP_DUNDERS: Dict[Type[ast.operator], Tuple[str]] = { ast.Add: ("__add__",), ast.Sub: ("__sub__",), ast.Mult: ("__mul__",), ast.Div: ("__truediv__",), ast.FloorDiv: ("__floordiv__",), ast.Mod: ("__mod__",), ast.Pow: ("__pow__",), ast.LShift: ("__lshift__",), ast.RShift: ("__rshift__",), ast.BitOr: ("__or__",), ast.BitXor: ("__xor__",), ast.BitAnd: ("__and__",), ast.MatMult: ("__matmul__",), } COMP_OP_DUNDERS: Dict[Type[ast.cmpop], Tuple[str, ...]] = { ast.Eq: ("__eq__",), ast.NotEq: ("__ne__", "__eq__"), ast.Lt: ("__lt__", "__gt__"), ast.LtE: ("__le__", "__ge__"), ast.Gt: ("__gt__", "__lt__"), ast.GtE: ("__ge__", "__le__"), ast.In: ("__contains__",), # Note: ast.Is, ast.IsNot, ast.NotIn are handled specially } UNARY_OP_DUNDERS: Dict[Type[ast.unaryop], Tuple[str, ...]] = { ast.USub: ("__neg__",), ast.UAdd: ("__pos__",), # we have to check both __inv__ and __invert__! ast.Invert: ("__invert__", "__inv__"), ast.Not: ("__not__",), } def _find_dunder(node_op, dunders) -> Union[Tuple[str, ...], None]: dunder = None for op, candidate_dunder in dunders.items(): if isinstance(node_op, op): dunder = candidate_dunder return dunder def eval_node(node: Union[ast.AST, None], context: EvaluationContext): """Evaluate AST node in provided context. Applies evaluation restrictions defined in the context. Currently does not support evaluation of functions with keyword arguments. Does not evaluate actions that always have side effects: - class definitions (``class sth: ...``) - function definitions (``def sth: ...``) - variable assignments (``x = 1``) - augmented assignments (``x += 1``) - deletions (``del x``) Does not evaluate operations which do not return values: - assertions (``assert x``) - pass (``pass``) - imports (``import x``) - control flow: - conditionals (``if x:``) except for ternary IfExp (``a if x else b``) - loops (``for`` and `while``) - exception handling The purpose of this function is to guard against unwanted side-effects; it does not give guarantees on protection from malicious code execution. """ policy = EVALUATION_POLICIES[context.evaluation] if node is None: return None if isinstance(node, ast.Expression): return eval_node(node.body, context) if isinstance(node, ast.BinOp): left = eval_node(node.left, context) right = eval_node(node.right, context) dunders = _find_dunder(node.op, BINARY_OP_DUNDERS) if dunders: if policy.can_operate(dunders, left, right): return getattr(left, dunders[0])(right) else: raise GuardRejection( f"Operation (`{dunders}`) for", type(left), f"not allowed in {context.evaluation} mode", ) if isinstance(node, ast.Compare): left = eval_node(node.left, context) all_true = True negate = False for op, right in zip(node.ops, node.comparators): right = eval_node(right, context) dunder = None dunders = _find_dunder(op, COMP_OP_DUNDERS) if not dunders: if isinstance(op, ast.NotIn): dunders = COMP_OP_DUNDERS[ast.In] negate = True if isinstance(op, ast.Is): dunder = "is_" if isinstance(op, ast.IsNot): dunder = "is_" negate = True if not dunder and dunders: dunder = dunders[0] if dunder: a, b = (right, left) if dunder == "__contains__" else (left, right) if dunder == "is_" or dunders and policy.can_operate(dunders, a, b): result = getattr(operator, dunder)(a, b) if negate: result = not result if not result: all_true = False left = right else: raise GuardRejection( f"Comparison (`{dunder}`) for", type(left), f"not allowed in {context.evaluation} mode", ) else: raise ValueError( f"Comparison `{dunder}` not supported" ) # pragma: no cover return all_true if isinstance(node, ast.Constant): return node.value if isinstance(node, ast.Index): # deprecated since Python 3.9 return eval_node(node.value, context) # pragma: no cover if isinstance(node, ast.Tuple): return tuple(eval_node(e, context) for e in node.elts) if isinstance(node, ast.List): return [eval_node(e, context) for e in node.elts] if isinstance(node, ast.Set): return {eval_node(e, context) for e in node.elts} if isinstance(node, ast.Dict): return dict( zip( [eval_node(k, context) for k in node.keys], [eval_node(v, context) for v in node.values], ) ) if isinstance(node, ast.Slice): return slice( eval_node(node.lower, context), eval_node(node.upper, context), eval_node(node.step, context), ) if isinstance(node, ast.ExtSlice): # deprecated since Python 3.9 return tuple([eval_node(dim, context) for dim in node.dims]) # pragma: no cover if isinstance(node, ast.UnaryOp): value = eval_node(node.operand, context) dunders = _find_dunder(node.op, UNARY_OP_DUNDERS) if dunders: if policy.can_operate(dunders, value): return getattr(value, dunders[0])() else: raise GuardRejection( f"Operation (`{dunders}`) for", type(value), f"not allowed in {context.evaluation} mode", ) if isinstance(node, ast.Subscript): value = eval_node(node.value, context) slice_ = eval_node(node.slice, context) if policy.can_get_item(value, slice_): return value[slice_] raise GuardRejection( "Subscript access (`__getitem__`) for", type(value), # not joined to avoid calling `repr` f" not allowed in {context.evaluation} mode", ) if isinstance(node, ast.Name): if policy.allow_locals_access and node.id in context.locals: return context.locals[node.id] if policy.allow_globals_access and node.id in context.globals: return context.globals[node.id] if policy.allow_builtins_access and hasattr(builtins, node.id): # note: do not use __builtins__, it is implementation detail of cPython return getattr(builtins, node.id) if not policy.allow_globals_access and not policy.allow_locals_access: raise GuardRejection( f"Namespace access not allowed in {context.evaluation} mode" ) else: raise NameError(f"{node.id} not found in locals, globals, nor builtins") if isinstance(node, ast.Attribute): value = eval_node(node.value, context) if policy.can_get_attr(value, node.attr): return getattr(value, node.attr) raise GuardRejection( "Attribute access (`__getattr__`) for", type(value), # not joined to avoid calling `repr` f"not allowed in {context.evaluation} mode", ) if isinstance(node, ast.IfExp): test = eval_node(node.test, context) if test: return eval_node(node.body, context) else: return eval_node(node.orelse, context) if isinstance(node, ast.Call): func = eval_node(node.func, context) if policy.can_call(func) and not node.keywords: args = [eval_node(arg, context) for arg in node.args] return func(*args) raise GuardRejection( "Call for", func, # not joined to avoid calling `repr` f"not allowed in {context.evaluation} mode", ) raise ValueError("Unhandled node", ast.dump(node)) SUPPORTED_EXTERNAL_GETITEM = { ("pandas", "core", "indexing", "_iLocIndexer"), ("pandas", "core", "indexing", "_LocIndexer"), ("pandas", "DataFrame"), ("pandas", "Series"), ("numpy", "ndarray"), ("numpy", "void"), } BUILTIN_GETITEM: Set[InstancesHaveGetItem] = { dict, str, # type: ignore[arg-type] bytes, # type: ignore[arg-type] list, tuple, collections.defaultdict, collections.deque, collections.OrderedDict, collections.ChainMap, collections.UserDict, collections.UserList, collections.UserString, # type: ignore[arg-type] _DummyNamedTuple, _IdentitySubscript, } def _list_methods(cls, source=None): """For use on immutable objects or with methods returning a copy""" return [getattr(cls, k) for k in (source if source else dir(cls))] dict_non_mutating_methods = ("copy", "keys", "values", "items") list_non_mutating_methods = ("copy", "index", "count") set_non_mutating_methods = set(dir(set)) & set(dir(frozenset)) dict_keys: Type[collections.abc.KeysView] = type({}.keys()) method_descriptor: Any = type(list.copy) NUMERICS = {int, float, complex} ALLOWED_CALLS = { bytes, *_list_methods(bytes), dict, *_list_methods(dict, dict_non_mutating_methods), dict_keys.isdisjoint, list, *_list_methods(list, list_non_mutating_methods), set, *_list_methods(set, set_non_mutating_methods), frozenset, *_list_methods(frozenset), range, str, *_list_methods(str), tuple, *_list_methods(tuple), *NUMERICS, *[method for numeric_cls in NUMERICS for method in _list_methods(numeric_cls)], collections.deque, *_list_methods(collections.deque, list_non_mutating_methods), collections.defaultdict, *_list_methods(collections.defaultdict, dict_non_mutating_methods), collections.OrderedDict, *_list_methods(collections.OrderedDict, dict_non_mutating_methods), collections.UserDict, *_list_methods(collections.UserDict, dict_non_mutating_methods), collections.UserList, *_list_methods(collections.UserList, list_non_mutating_methods), collections.UserString, *_list_methods(collections.UserString, dir(str)), collections.Counter, *_list_methods(collections.Counter, dict_non_mutating_methods), collections.Counter.elements, collections.Counter.most_common, } BUILTIN_GETATTR: Set[MayHaveGetattr] = { *BUILTIN_GETITEM, set, frozenset, object, type, # `type` handles a lot of generic cases, e.g. numbers as in `int.real`. *NUMERICS, dict_keys, method_descriptor, } BUILTIN_OPERATIONS = {*BUILTIN_GETATTR} EVALUATION_POLICIES = { "minimal": EvaluationPolicy( allow_builtins_access=True, allow_locals_access=False, allow_globals_access=False, allow_item_access=False, allow_attr_access=False, allowed_calls=set(), allow_any_calls=False, allow_all_operations=False, ), "limited": SelectivePolicy( allowed_getitem=BUILTIN_GETITEM, allowed_getitem_external=SUPPORTED_EXTERNAL_GETITEM, allowed_getattr=BUILTIN_GETATTR, allowed_getattr_external={ # pandas Series/Frame implements custom `__getattr__` ("pandas", "DataFrame"), ("pandas", "Series"), }, allowed_operations=BUILTIN_OPERATIONS, allow_builtins_access=True, allow_locals_access=True, allow_globals_access=True, allowed_calls=ALLOWED_CALLS, ), "unsafe": EvaluationPolicy( allow_builtins_access=True, allow_locals_access=True, allow_globals_access=True, allow_attr_access=True, allow_item_access=True, allow_any_calls=True, allow_all_operations=True, ), } __all__ = [ "guarded_eval", "eval_node", "GuardRejection", "EvaluationContext", "_unbind_method", ]