243 lines
9.0 KiB
Python
243 lines
9.0 KiB
Python
import logging
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import os
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from pathlib import Path
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from types import ModuleType
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from typing import Any, Dict, List, Optional
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from ray._common.utils import try_to_create_directory
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from ray._private.runtime_env.context import RuntimeEnvContext
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from ray._private.runtime_env.packaging import (
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Protocol,
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delete_package,
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download_and_unpack_package,
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get_local_dir_from_uri,
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get_uri_for_directory,
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get_uri_for_file,
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get_uri_for_package,
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install_wheel_package,
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is_whl_uri,
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package_exists,
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parse_uri,
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upload_package_if_needed,
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upload_package_to_gcs,
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)
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from ray._private.runtime_env.plugin import RuntimeEnvPlugin
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from ray._private.runtime_env.working_dir import set_pythonpath_in_context
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from ray._private.utils import get_directory_size_bytes
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from ray._raylet import GcsClient
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from ray.exceptions import RuntimeEnvSetupError
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default_logger = logging.getLogger(__name__)
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def _check_is_uri(s: str) -> bool:
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try:
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protocol, path = parse_uri(s)
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except ValueError:
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protocol, path = None, None
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supported_extensions = (".zip", ".whl", ".tar.gz", ".tgz")
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if protocol in Protocol.remote_protocols() and not any(
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path.endswith(ext) for ext in supported_extensions
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):
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raise ValueError(
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"Only .zip, .whl, .tar.gz, and .tgz files supported for remote URIs."
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)
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return protocol is not None
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def upload_py_modules_if_needed(
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runtime_env: Dict[str, Any],
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include_gitignore: bool,
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scratch_dir: Optional[str] = None,
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logger: Optional[logging.Logger] = default_logger,
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upload_fn=None,
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) -> Dict[str, Any]:
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"""Uploads the entries in py_modules and replaces them with a list of URIs.
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For each entry that is already a URI, this is a no-op.
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"""
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py_modules = runtime_env.get("py_modules")
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if py_modules is None:
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return runtime_env
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if not isinstance(py_modules, list):
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raise TypeError(
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"py_modules must be a List of local paths, imported modules, or "
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f"URIs, got {type(py_modules)}."
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)
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py_modules_uris = []
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for module in py_modules:
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if isinstance(module, str):
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# module_path is a local path or a URI.
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module_path = module
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elif isinstance(module, Path):
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module_path = str(module)
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elif isinstance(module, ModuleType):
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if not hasattr(module, "__path__"):
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# This is a single-file module.
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module_path = module.__file__
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else:
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# NOTE(edoakes): Python allows some installed Python packages to
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# be split into multiple directories. We could probably handle
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# this, but it seems tricky & uncommon. If it's a problem for
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# users, we can add this support on demand.
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if len(module.__path__) > 1:
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raise ValueError(
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"py_modules only supports modules whose __path__"
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" has length 1 or those who are single-file."
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)
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[module_path] = module.__path__
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else:
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raise TypeError(
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"py_modules must be a list of file paths, URIs, "
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f"or imported modules, got {type(module)}."
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)
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if _check_is_uri(module_path):
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module_uri = module_path
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else:
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# module_path is a local path.
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if Path(module_path).is_dir() or Path(module_path).suffix == ".py":
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is_dir = Path(module_path).is_dir()
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excludes = runtime_env.get("excludes", None)
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if is_dir:
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module_uri = get_uri_for_directory(
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module_path,
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include_gitignore=include_gitignore,
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excludes=excludes,
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)
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else:
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module_uri = get_uri_for_file(module_path)
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if upload_fn is None:
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if scratch_dir is None:
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scratch_dir = os.getcwd()
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try:
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upload_package_if_needed(
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module_uri,
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scratch_dir,
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module_path,
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include_gitignore=include_gitignore,
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include_parent_dir=is_dir,
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excludes=excludes,
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logger=logger,
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)
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except Exception as e:
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from ray.util.spark.utils import is_in_databricks_runtime
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if is_in_databricks_runtime():
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raise RuntimeEnvSetupError(
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f"Failed to upload module {module_path} to the Ray "
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f"cluster, please ensure there are only files under "
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f"the module path, notebooks under the path are "
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f"not allowed, original exception: {e}"
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) from e
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raise RuntimeEnvSetupError(
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f"Failed to upload module {module_path} to the Ray "
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f"cluster: {e}"
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) from e
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else:
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upload_fn(module_path, excludes=excludes)
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elif Path(module_path).suffix == ".whl":
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module_uri = get_uri_for_package(Path(module_path))
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if upload_fn is None:
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if not package_exists(module_uri):
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try:
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upload_package_to_gcs(
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module_uri, Path(module_path).read_bytes()
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)
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except Exception as e:
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raise RuntimeEnvSetupError(
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f"Failed to upload {module_path} to the Ray "
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f"cluster: {e}"
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) from e
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else:
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upload_fn(module_path, excludes=None, is_file=True)
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else:
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raise ValueError(
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"py_modules entry must be a .py file, "
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"a directory, or a .whl file; "
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f"got {module_path}"
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)
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py_modules_uris.append(module_uri)
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# TODO(architkulkarni): Expose a single URI for py_modules. This plugin
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# should internally handle the "sub-URIs", the individual modules.
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runtime_env["py_modules"] = py_modules_uris
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return runtime_env
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class PyModulesPlugin(RuntimeEnvPlugin):
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name = "py_modules"
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def __init__(self, resources_dir: str, gcs_client: GcsClient):
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self._resources_dir = os.path.join(resources_dir, "py_modules_files")
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self._gcs_client = gcs_client
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try_to_create_directory(self._resources_dir)
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def _get_local_dir_from_uri(self, uri: str):
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return get_local_dir_from_uri(uri, self._resources_dir)
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def delete_uri(
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self, uri: str, logger: Optional[logging.Logger] = default_logger
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) -> int:
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"""Delete URI and return the number of bytes deleted."""
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logger.info("Got request to delete pymodule URI %s", uri)
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local_dir = get_local_dir_from_uri(uri, self._resources_dir)
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local_dir_size = get_directory_size_bytes(local_dir)
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deleted = delete_package(uri, self._resources_dir)
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if not deleted:
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logger.warning(f"Tried to delete nonexistent URI: {uri}.")
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return 0
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return local_dir_size
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def get_uris(self, runtime_env) -> List[str]:
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return runtime_env.py_modules()
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async def create(
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self,
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uri: str,
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runtime_env: "RuntimeEnv", # noqa: F821
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context: RuntimeEnvContext,
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logger: Optional[logging.Logger] = default_logger,
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) -> int:
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module_dir = await download_and_unpack_package(
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uri, self._resources_dir, self._gcs_client, logger=logger
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)
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if is_whl_uri(uri):
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wheel_uri = module_dir
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module_dir = self._get_local_dir_from_uri(uri)
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await install_wheel_package(
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wheel_uri=wheel_uri, target_dir=module_dir, logger=logger
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)
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return get_directory_size_bytes(module_dir)
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def modify_context(
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self,
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uris: List[str],
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runtime_env_dict: Dict,
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context: RuntimeEnvContext,
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logger: Optional[logging.Logger] = default_logger,
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):
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module_dirs = []
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for uri in uris:
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module_dir = self._get_local_dir_from_uri(uri)
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if not module_dir.exists():
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raise ValueError(
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f"Local directory {module_dir} for URI {uri} does "
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"not exist on the cluster. Something may have gone wrong while "
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"downloading, unpacking or installing the py_modules files."
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)
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module_dirs.append(str(module_dir))
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set_pythonpath_in_context(os.pathsep.join(module_dirs), context)
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