feat: add support for external plugin config dataclasses (#807)
Co-authored-by: Steven Palma <imstevenpmwork@ieee.org> Co-authored-by: Simon Alibert <75076266+aliberts@users.noreply.github.com>
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@ -11,7 +11,9 @@
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import importlib
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import inspect
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import pkgutil
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import sys
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from argparse import ArgumentError
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from functools import wraps
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@ -23,6 +25,7 @@ import draccus
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from lerobot.common.utils.utils import has_method
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PATH_KEY = "path"
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PLUGIN_DISCOVERY_SUFFIX = "discover_packages_path"
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draccus.set_config_type("json")
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@ -58,6 +61,86 @@ def parse_arg(arg_name: str, args: Sequence[str] | None = None) -> str | None:
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return None
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def parse_plugin_args(plugin_arg_suffix: str, args: Sequence[str]) -> dict:
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"""Parse plugin-related arguments from command-line arguments.
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This function extracts arguments from command-line arguments that match a specified suffix pattern.
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It processes arguments in the format '--key=value' and returns them as a dictionary.
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Args:
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plugin_arg_suffix (str): The suffix to identify plugin-related arguments.
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cli_args (Sequence[str]): A sequence of command-line arguments to parse.
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Returns:
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dict: A dictionary containing the parsed plugin arguments where:
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- Keys are the argument names (with '--' prefix removed if present)
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- Values are the corresponding argument values
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Example:
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>>> args = ['--env.discover_packages_path=my_package',
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... '--other_arg=value']
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>>> parse_plugin_args('discover_packages_path', args)
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{'env.discover_packages_path': 'my_package'}
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"""
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plugin_args = {}
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for arg in args:
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if "=" in arg and plugin_arg_suffix in arg:
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key, value = arg.split("=", 1)
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# Remove leading '--' if present
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if key.startswith("--"):
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key = key[2:]
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plugin_args[key] = value
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return plugin_args
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class PluginLoadError(Exception):
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"""Raised when a plugin fails to load."""
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def load_plugin(plugin_path: str) -> None:
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"""Load and initialize a plugin from a given Python package path.
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This function attempts to load a plugin by importing its package and any submodules.
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Plugin registration is expected to happen during package initialization, i.e. when
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the package is imported the gym environment should be registered and the config classes
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registered with their parents using the `register_subclass` decorator.
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Args:
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plugin_path (str): The Python package path to the plugin (e.g. "mypackage.plugins.myplugin")
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Raises:
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PluginLoadError: If the plugin cannot be loaded due to import errors or if the package path is invalid.
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Examples:
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>>> load_plugin("external_plugin.core") # Loads plugin from external package
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Notes:
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- The plugin package should handle its own registration during import
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- All submodules in the plugin package will be imported
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- Implementation follows the plugin discovery pattern from Python packaging guidelines
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See Also:
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https://packaging.python.org/en/latest/guides/creating-and-discovering-plugins/
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"""
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try:
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package_module = importlib.import_module(plugin_path, __package__)
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except (ImportError, ModuleNotFoundError) as e:
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raise PluginLoadError(
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f"Failed to load plugin '{plugin_path}'. Verify the path and installation: {str(e)}"
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) from e
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def iter_namespace(ns_pkg):
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return pkgutil.iter_modules(ns_pkg.__path__, ns_pkg.__name__ + ".")
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try:
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for _finder, pkg_name, _ispkg in iter_namespace(package_module):
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importlib.import_module(pkg_name)
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except ImportError as e:
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raise PluginLoadError(
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f"Failed to load plugin '{plugin_path}'. Verify the path and installation: {str(e)}"
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) from e
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def get_path_arg(field_name: str, args: Sequence[str] | None = None) -> str | None:
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return parse_arg(f"{field_name}.{PATH_KEY}", args)
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@ -105,10 +188,13 @@ def filter_path_args(fields_to_filter: str | list[str], args: Sequence[str] | No
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def wrap(config_path: Path | None = None):
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"""
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HACK: Similar to draccus.wrap but does two additional things:
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HACK: Similar to draccus.wrap but does three additional things:
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- Will remove '.path' arguments from CLI in order to process them later on.
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- If a 'config_path' is passed and the main config class has a 'from_pretrained' method, will
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initialize it from there to allow to fetch configs from the hub directly
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- Will load plugins specified in the CLI arguments. These plugins will typically register
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their own subclasses of config classes, so that draccus can find the right class to instantiate
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from the CLI '.type' arguments
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"""
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def wrapper_outer(fn):
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@ -121,6 +207,14 @@ def wrap(config_path: Path | None = None):
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args = args[1:]
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else:
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cli_args = sys.argv[1:]
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plugin_args = parse_plugin_args(PLUGIN_DISCOVERY_SUFFIX, cli_args)
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for plugin_cli_arg, plugin_path in plugin_args.items():
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try:
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load_plugin(plugin_path)
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except PluginLoadError as e:
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# add the relevant CLI arg to the error message
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raise PluginLoadError(f"{e}\nFailed plugin CLI Arg: {plugin_cli_arg}") from e
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cli_args = filter_arg(plugin_cli_arg, cli_args)
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config_path_cli = parse_arg("config_path", cli_args)
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if has_method(argtype, "__get_path_fields__"):
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path_fields = argtype.__get_path_fields__()
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@ -0,0 +1,89 @@
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import sys
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from dataclasses import dataclass
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from pathlib import Path
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from typing import Generator
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import pytest
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from lerobot.common.envs.configs import EnvConfig
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from lerobot.configs.parser import PluginLoadError, load_plugin, parse_plugin_args, wrap
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def create_plugin_code(*, base_class: str = "EnvConfig", plugin_name: str = "test_env") -> str:
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"""Creates a dummy plugin module that implements its own EnvConfig subclass."""
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return f"""
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from dataclasses import dataclass
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from lerobot.common.envs.configs import {base_class}
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@{base_class}.register_subclass("{plugin_name}")
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@dataclass
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class TestPluginConfig:
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value: int = 42
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"""
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@pytest.fixture
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def plugin_dir(tmp_path: Path) -> Generator[Path, None, None]:
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"""Creates a temporary plugin package structure."""
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plugin_pkg = tmp_path / "test_plugin"
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plugin_pkg.mkdir()
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(plugin_pkg / "__init__.py").touch()
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with open(plugin_pkg / "my_plugin.py", "w") as f:
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f.write(create_plugin_code())
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# Add tmp_path to Python path so we can import from it
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sys.path.insert(0, str(tmp_path))
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yield plugin_pkg
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sys.path.pop(0)
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def test_parse_plugin_args():
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cli_args = [
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"--env.type=test",
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"--model.discover_packages_path=some.package",
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"--env.discover_packages_path=other.package",
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]
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plugin_args = parse_plugin_args("discover_packages_path", cli_args)
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assert plugin_args == {
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"model.discover_packages_path": "some.package",
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"env.discover_packages_path": "other.package",
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}
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def test_load_plugin_success(plugin_dir: Path):
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# Import should work and register the plugin with the real EnvConfig
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load_plugin("test_plugin")
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assert "test_env" in EnvConfig.get_known_choices()
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plugin_cls = EnvConfig.get_choice_class("test_env")
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plugin_instance = plugin_cls()
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assert plugin_instance.value == 42
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def test_load_plugin_failure():
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with pytest.raises(PluginLoadError) as exc_info:
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load_plugin("nonexistent_plugin")
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assert "Failed to load plugin 'nonexistent_plugin'" in str(exc_info.value)
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def test_wrap_with_plugin(plugin_dir: Path):
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@dataclass
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class Config:
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env: EnvConfig
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@wrap()
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def dummy_func(cfg: Config):
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return cfg
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# Test loading plugin via CLI args
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sys.argv = [
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"dummy_script.py",
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"--env.discover_packages_path=test_plugin",
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"--env.type=test_env",
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]
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cfg = dummy_func()
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assert isinstance(cfg, Config)
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assert isinstance(cfg.env, EnvConfig.get_choice_class("test_env"))
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assert cfg.env.value == 42
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