279 lines
10 KiB
Python
279 lines
10 KiB
Python
import logging
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import os
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from contextlib import contextmanager
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from pathlib import Path
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from typing import Any, Callable, Dict, List, Optional
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import ray._private.ray_constants as ray_constants
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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_package,
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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.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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from ray.util.debug import log_once
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default_logger = logging.getLogger(__name__)
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_WIN32 = os.name == "nt"
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_LOG_ONCE_DEFAULT_EXCLUDE_PREFIX = "runtime_env_default_exclude:"
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def upload_working_dir_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: Optional[Callable[[str, Optional[List[str]], bool], None]] = None,
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) -> Dict[str, Any]:
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"""Uploads the working_dir and replaces it with a URI.
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If the working_dir is already a URI, this is a no-op.
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Excludes are combined from:
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- .gitignore and .rayignore files in the working_dir
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- runtime_env["excludes"] field
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- RAY_RUNTIME_ENV_DEFAULT_EXCLUDES constant, overridable via
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RAY_OVERRIDE_RUNTIME_ENV_DEFAULT_EXCLUDES environment variable
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"""
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working_dir = runtime_env.get("working_dir")
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if working_dir is None:
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return runtime_env
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if not isinstance(working_dir, str) and not isinstance(working_dir, Path):
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raise TypeError(
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"working_dir must be a string or Path (either a local path "
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f"or remote URI), got {type(working_dir)}."
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)
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if isinstance(working_dir, Path):
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working_dir = str(working_dir)
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# working_dir is already a URI -- just pass it through.
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try:
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protocol, path = parse_uri(working_dir)
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except ValueError:
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protocol, path = None, None
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if protocol is not None:
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supported_extensions = (".zip", ".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, .tar.gz, and .tgz files supported for remote URIs."
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)
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return runtime_env
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default_excludes = ray_constants.get_runtime_env_default_excludes()
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user_excludes = runtime_env.get("excludes") or []
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excludes = default_excludes + list(user_excludes)
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# TODO(ricardo): 2026-01-07 Remove these warnings in a few releases. Added in
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# case users rely on these directories being uploaded with their working_dir
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# since this change would be difficult to debug.
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logger = logger or default_logger
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working_dir_path = Path(working_dir)
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for d in default_excludes:
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if (working_dir_path / d).exists() and log_once(
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f"{_LOG_ONCE_DEFAULT_EXCLUDE_PREFIX}{d}"
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):
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logger.warning(
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"Directory %r is now ignored by default when packaging the working "
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"directory. To disable this behavior, set "
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"the `RAY_OVERRIDE_RUNTIME_ENV_DEFAULT_EXCLUDES=''` environment "
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"variable.",
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d,
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)
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try:
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working_dir_uri = get_uri_for_directory(
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working_dir,
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include_gitignore=include_gitignore,
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excludes=excludes,
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)
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except ValueError: # working_dir is not a directory
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package_path = Path(working_dir)
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supported_local = (
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package_path.suffix == ".zip"
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or package_path.suffix == ".tgz"
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or package_path.name.endswith(".tar.gz")
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)
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if not package_path.exists() or not supported_local:
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raise ValueError(
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f"directory {package_path} must be an existing "
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"directory or a supported archive (.zip, .tar.gz, .tgz)"
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)
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pkg_uri = get_uri_for_package(package_path)
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if upload_fn is not None:
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upload_fn(working_dir, excludes=excludes, is_file=True)
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else:
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try:
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upload_package_to_gcs(pkg_uri, package_path.read_bytes())
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except Exception as e:
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raise RuntimeEnvSetupError(
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f"Failed to upload package {package_path} to the Ray cluster: {e}"
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) from e
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runtime_env["working_dir"] = pkg_uri
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return runtime_env
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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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working_dir_uri,
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scratch_dir,
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working_dir,
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include_parent_dir=False,
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excludes=excludes,
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include_gitignore=include_gitignore,
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logger=logger,
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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 working_dir {working_dir} to the Ray cluster: {e}"
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) from e
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else:
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upload_fn(working_dir, excludes=excludes)
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runtime_env["working_dir"] = working_dir_uri
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return runtime_env
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def set_pythonpath_in_context(python_path: str, context: RuntimeEnvContext):
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"""Insert the path as the first entry in PYTHONPATH in the runtime env.
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This is compatible with users providing their own PYTHONPATH in env_vars,
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and is also compatible with the existing PYTHONPATH in the cluster.
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The import priority is as follows:
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this python_path arg > env_vars PYTHONPATH > existing cluster env PYTHONPATH.
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"""
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if "PYTHONPATH" in context.env_vars:
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python_path += os.pathsep + context.env_vars["PYTHONPATH"]
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if "PYTHONPATH" in os.environ:
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python_path += os.pathsep + os.environ["PYTHONPATH"]
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context.env_vars["PYTHONPATH"] = python_path
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class WorkingDirPlugin(RuntimeEnvPlugin):
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name = "working_dir"
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# Note working_dir is not following the priority order of other plugins. Instead
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# it's specially treated to happen before all other plugins.
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priority = 5
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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, "working_dir_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 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 working dir 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: "RuntimeEnv") -> List[str]: # noqa: F821
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working_dir_uri = runtime_env.working_dir()
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if working_dir_uri != "":
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return [working_dir_uri]
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return []
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async def create(
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self,
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uri: Optional[str],
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runtime_env: dict,
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context: RuntimeEnvContext,
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logger: logging.Logger = default_logger,
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) -> int:
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local_dir = await download_and_unpack_package(
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uri,
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self._resources_dir,
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self._gcs_client,
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logger=logger,
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overwrite=True,
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)
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return get_directory_size_bytes(local_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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if not uris:
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return
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# WorkingDirPlugin uses a single URI.
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uri = uris[0]
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local_dir = get_local_dir_from_uri(uri, self._resources_dir)
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if not local_dir.exists():
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raise ValueError(
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f"Local directory {local_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 or unpacking the working_dir."
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)
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if not _WIN32:
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context.command_prefix += ["cd", str(local_dir), "&&"]
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else:
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# Include '/d' incase temp folder is on different drive than Ray install.
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context.command_prefix += ["cd", "/d", f"{local_dir}", "&&"]
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set_pythonpath_in_context(python_path=str(local_dir), context=context)
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@contextmanager
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def with_working_dir_env(self, uri):
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"""
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If uri is not None, add the local working directory to the environment variable
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as "RAY_RUNTIME_ENV_CREATE_WORKING_DIR". This is useful for other plugins to
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create their environment with reference to the working directory. For example
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`pip -r ${RAY_RUNTIME_ENV_CREATE_WORKING_DIR}/requirements.txt`
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The environment variable is removed after the context manager exits.
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"""
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if uri is None:
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yield
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else:
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local_dir = get_local_dir_from_uri(uri, self._resources_dir)
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if not local_dir.exists():
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raise ValueError(
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f"Local directory {local_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 or unpacking the working_dir."
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)
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key = ray_constants.RAY_RUNTIME_ENV_CREATE_WORKING_DIR_ENV_VAR
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prev = os.environ.get(key)
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# Windows backslash paths are weird. When it's passed to the env var, and
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# when Pip expands it, the backslashes are interpreted as escape characters
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# and messes up the whole path. So we convert it to forward slashes.
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# This works at least for all Python applications, including pip.
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os.environ[key] = local_dir.as_posix()
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try:
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yield
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finally:
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if prev is None:
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del os.environ[key]
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else:
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os.environ[key] = prev
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