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https://github.com/hwchase17/langchain
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core: add additional import mappings to loads (#26406)
Support using additional import mapping. This allows users to override old mappings/add new imports to the loads function. - [x ] **Add tests and docs**: If you're adding a new integration, please include 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/docs/integrations` directory. - [ x] **Lint and test**: Run `make format`, `make lint` and `make test` from the root of the package(s) you've modified. See contribution guidelines for more: https://python.langchain.com/docs/contributing/
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@ -1,7 +1,7 @@
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import importlib
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import json
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import os
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from typing import Any, Dict, List, Optional
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from typing import Any, Dict, List, Optional, Tuple
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from langchain_core._api import beta
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from langchain_core.load.mapping import (
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@ -36,6 +36,9 @@ class Reviver:
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secrets_map: Optional[Dict[str, str]] = None,
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valid_namespaces: Optional[List[str]] = None,
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secrets_from_env: bool = True,
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additional_import_mappings: Optional[
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Dict[Tuple[str, ...], Tuple[str, ...]]
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] = None,
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) -> None:
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"""Initialize the reviver.
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@ -47,15 +50,27 @@ class Reviver:
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to allow to be deserialized. Defaults to None.
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secrets_from_env: Whether to load secrets from the environment.
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Defaults to True.
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additional_import_mappings: A dictionary of additional namespace mappings
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You can use this to override default mappings or add new mappings.
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Defaults to None.
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"""
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self.secrets_from_env = secrets_from_env
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self.secrets_map = secrets_map or dict()
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# By default only support langchain, but user can pass in additional namespaces
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# By default, only support langchain, but user can pass in additional namespaces
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self.valid_namespaces = (
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[*DEFAULT_NAMESPACES, *valid_namespaces]
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if valid_namespaces
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else DEFAULT_NAMESPACES
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)
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self.additional_import_mappings = additional_import_mappings or dict()
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self.import_mappings = (
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{
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**ALL_SERIALIZABLE_MAPPINGS,
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**self.additional_import_mappings,
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}
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if self.additional_import_mappings
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else ALL_SERIALIZABLE_MAPPINGS
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)
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def __call__(self, value: Dict[str, Any]) -> Any:
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if (
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@ -96,16 +111,16 @@ class Reviver:
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raise ValueError(f"Invalid namespace: {value}")
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# If namespace is in known namespaces, try to use mapping
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key = tuple(namespace + [name])
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if namespace[0] in DEFAULT_NAMESPACES:
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# Get the importable path
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key = tuple(namespace + [name])
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if key not in ALL_SERIALIZABLE_MAPPINGS:
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if key not in self.import_mappings:
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raise ValueError(
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"Trying to deserialize something that cannot "
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"be deserialized in current version of langchain-core: "
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f"{key}"
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)
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import_path = ALL_SERIALIZABLE_MAPPINGS[key]
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import_path = self.import_mappings[key]
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# Split into module and name
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import_dir, import_obj = import_path[:-1], import_path[-1]
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# Import module
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@ -114,7 +129,12 @@ class Reviver:
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cls = getattr(mod, import_obj)
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# Otherwise, load by path
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else:
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mod = importlib.import_module(".".join(namespace))
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if key in self.additional_import_mappings:
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import_path = self.import_mappings[key]
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mod = importlib.import_module(".".join(import_path[:-1]))
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name = import_path[-1]
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else:
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mod = importlib.import_module(".".join(namespace))
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cls = getattr(mod, name)
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# The class must be a subclass of Serializable.
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@ -136,6 +156,7 @@ def loads(
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secrets_map: Optional[Dict[str, str]] = None,
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valid_namespaces: Optional[List[str]] = None,
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secrets_from_env: bool = True,
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additional_import_mappings: Optional[Dict[Tuple[str, ...], Tuple[str, ...]]] = None,
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) -> Any:
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"""Revive a LangChain class from a JSON string.
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Equivalent to `load(json.loads(text))`.
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@ -149,12 +170,18 @@ def loads(
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to allow to be deserialized. Defaults to None.
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secrets_from_env: Whether to load secrets from the environment.
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Defaults to True.
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additional_import_mappings: A dictionary of additional namespace mappings
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You can use this to override default mappings or add new mappings.
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Defaults to None.
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Returns:
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Revived LangChain objects.
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"""
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return json.loads(
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text, object_hook=Reviver(secrets_map, valid_namespaces, secrets_from_env)
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text,
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object_hook=Reviver(
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secrets_map, valid_namespaces, secrets_from_env, additional_import_mappings
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),
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)
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@ -165,6 +192,7 @@ def load(
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secrets_map: Optional[Dict[str, str]] = None,
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valid_namespaces: Optional[List[str]] = None,
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secrets_from_env: bool = True,
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additional_import_mappings: Optional[Dict[Tuple[str, ...], Tuple[str, ...]]] = None,
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) -> Any:
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"""Revive a LangChain class from a JSON object. Use this if you already
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have a parsed JSON object, eg. from `json.load` or `orjson.loads`.
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@ -178,11 +206,16 @@ def load(
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to allow to be deserialized. Defaults to None.
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secrets_from_env: Whether to load secrets from the environment.
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Defaults to True.
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additional_import_mappings: A dictionary of additional namespace mappings
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You can use this to override default mappings or add new mappings.
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Defaults to None.
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Returns:
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Revived LangChain objects.
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"""
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reviver = Reviver(secrets_map, valid_namespaces, secrets_from_env)
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reviver = Reviver(
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secrets_map, valid_namespaces, secrets_from_env, additional_import_mappings
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)
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def _load(obj: Any) -> Any:
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if isinstance(obj, dict):
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@ -1,6 +1,6 @@
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from typing import Dict
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from langchain_core.load import Serializable, dumpd
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from langchain_core.load import Serializable, dumpd, load
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from langchain_core.load.serializable import _is_field_useful
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from langchain_core.pydantic_v1 import Field
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@ -107,3 +107,61 @@ def test__is_field_useful() -> None:
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foo = Foo(x=default_x, y=default_y, z=ArrayObj())
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assert not _is_field_useful(foo, "x", foo.x)
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assert not _is_field_useful(foo, "y", foo.y)
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class Foo(Serializable):
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bar: int
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baz: str
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@classmethod
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def is_lc_serializable(cls) -> bool:
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return True
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def test_simple_deserialization() -> None:
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foo = Foo(bar=1, baz="hello")
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assert foo.lc_id() == ["tests", "unit_tests", "load", "test_serializable", "Foo"]
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serialized_foo = dumpd(foo)
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assert serialized_foo == {
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"id": ["tests", "unit_tests", "load", "test_serializable", "Foo"],
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"kwargs": {"bar": 1, "baz": "hello"},
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"lc": 1,
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"type": "constructor",
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}
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new_foo = load(serialized_foo, valid_namespaces=["tests"])
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assert new_foo == foo
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class Foo2(Serializable):
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bar: int
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baz: str
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@classmethod
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def is_lc_serializable(cls) -> bool:
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return True
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def test_simple_deserialization_with_additional_imports() -> None:
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foo = Foo(bar=1, baz="hello")
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assert foo.lc_id() == ["tests", "unit_tests", "load", "test_serializable", "Foo"]
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serialized_foo = dumpd(foo)
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assert serialized_foo == {
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"id": ["tests", "unit_tests", "load", "test_serializable", "Foo"],
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"kwargs": {"bar": 1, "baz": "hello"},
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"lc": 1,
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"type": "constructor",
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}
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new_foo = load(
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serialized_foo,
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valid_namespaces=["tests"],
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additional_import_mappings={
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("tests", "unit_tests", "load", "test_serializable", "Foo"): (
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"tests",
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"unit_tests",
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"load",
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"test_serializable",
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"Foo2",
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)
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},
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)
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assert isinstance(new_foo, Foo2)
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