Add files using upload-large-folder tool

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/main.py

@@ -0,0 +1,229 @@
+import sys
+import os
+import argparse
+import logging
+import pathlib
+import ray._private.ray_constants as ray_constants
+from ray.core.generated import (
+    runtime_env_agent_pb2,
+)
+from ray._private.utils import open_log
+from ray._private.ray_logging import (
+    configure_log_file,
+)
+from ray._private.utils import (
+    get_or_create_event_loop,
+)
+from ray._private.process_watcher import create_check_raylet_task
+
+
+def import_libs():
+    my_dir = os.path.abspath(os.path.dirname(__file__))
+    sys.path.insert(0, os.path.join(my_dir, "thirdparty_files"))  # for aiohttp
+    sys.path.insert(0, my_dir)  # for runtime_env_agent and runtime_env_consts
+
+
+import_libs()
+
+import runtime_env_consts  # noqa: E402
+from runtime_env_agent import RuntimeEnvAgent  # noqa: E402
+from aiohttp import web  # noqa: E402
+
+
+def open_capture_files(log_dir):
+    filename = "runtime_env_agent"
+    return (
+        open_log(pathlib.Path(log_dir) / f"{filename}.out"),
+        open_log(pathlib.Path(log_dir) / f"{filename}.err"),
+    )
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Runtime env agent.")
+    parser.add_argument(
+        "--node-ip-address",
+        required=True,
+        type=str,
+        help="the IP address of this node.",
+    )
+    parser.add_argument(
+        "--runtime-env-agent-port",
+        required=True,
+        type=int,
+        default=None,
+        help="The port on which the runtime env agent will receive HTTP requests.",
+    )
+
+    parser.add_argument(
+        "--gcs-address", required=True, type=str, help="The address (ip:port) of GCS."
+    )
+    parser.add_argument(
+        "--cluster-id-hex", required=True, type=str, help="The cluster id in hex."
+    )
+    parser.add_argument(
+        "--runtime-env-dir",
+        required=True,
+        type=str,
+        default=None,
+        help="Specify the path of the resource directory used by runtime_env.",
+    )
+
+    parser.add_argument(
+        "--logging-level",
+        required=False,
+        type=lambda s: logging.getLevelName(s.upper()),
+        default=ray_constants.LOGGER_LEVEL,
+        choices=ray_constants.LOGGER_LEVEL_CHOICES,
+        help=ray_constants.LOGGER_LEVEL_HELP,
+    )
+    parser.add_argument(
+        "--logging-format",
+        required=False,
+        type=str,
+        default=ray_constants.LOGGER_FORMAT,
+        help=ray_constants.LOGGER_FORMAT_HELP,
+    )
+    parser.add_argument(
+        "--logging-filename",
+        required=False,
+        type=str,
+        default=runtime_env_consts.RUNTIME_ENV_AGENT_LOG_FILENAME,
+        help="Specify the name of log file, "
+        'log to stdout if set empty, default is "{}".'.format(
+            runtime_env_consts.RUNTIME_ENV_AGENT_LOG_FILENAME
+        ),
+    )
+    parser.add_argument(
+        "--logging-rotate-bytes",
+        required=False,
+        type=int,
+        default=ray_constants.LOGGING_ROTATE_BYTES,
+        help="Specify the max bytes for rotating "
+        "log file, default is {} bytes.".format(ray_constants.LOGGING_ROTATE_BYTES),
+    )
+    parser.add_argument(
+        "--logging-rotate-backup-count",
+        required=False,
+        type=int,
+        default=ray_constants.LOGGING_ROTATE_BACKUP_COUNT,
+        help="Specify the backup count of rotated log file, default is {}.".format(
+            ray_constants.LOGGING_ROTATE_BACKUP_COUNT
+        ),
+    )
+    parser.add_argument(
+        "--log-dir",
+        required=True,
+        type=str,
+        default=None,
+        help="Specify the path of log directory.",
+    )
+    parser.add_argument(
+        "--temp-dir",
+        required=True,
+        type=str,
+        default=None,
+        help="Specify the path of the temporary directory use by Ray process.",
+    )
+
+    args = parser.parse_args()
+
+    logging_params = dict(
+        logging_level=args.logging_level,
+        logging_format=args.logging_format,
+        log_dir=args.log_dir,
+        filename=args.logging_filename,
+        max_bytes=args.logging_rotate_bytes,
+        backup_count=args.logging_rotate_backup_count,
+    )
+
+    # Setup stdout/stderr redirect files
+    out_file, err_file = open_capture_files(args.log_dir)
+    configure_log_file(out_file, err_file)
+
+    agent = RuntimeEnvAgent(
+        runtime_env_dir=args.runtime_env_dir,
+        logging_params=logging_params,
+        gcs_address=args.gcs_address,
+        cluster_id_hex=args.cluster_id_hex,
+        temp_dir=args.temp_dir,
+        address=args.node_ip_address,
+        runtime_env_agent_port=args.runtime_env_agent_port,
+    )
+
+    # POST /get_or_create_runtime_env
+    # body is serialzied protobuf GetOrCreateRuntimeEnvRequest
+    # reply is serialzied protobuf GetOrCreateRuntimeEnvReply
+    async def get_or_create_runtime_env(request: web.Request) -> web.Response:
+        data = await request.read()
+        request = runtime_env_agent_pb2.GetOrCreateRuntimeEnvRequest()
+        request.ParseFromString(data)
+        reply = await agent.GetOrCreateRuntimeEnv(request)
+        return web.Response(
+            body=reply.SerializeToString(), content_type="application/octet-stream"
+        )
+
+    # POST /delete_runtime_env_if_possible
+    # body is serialzied protobuf DeleteRuntimeEnvIfPossibleRequest
+    # reply is serialzied protobuf DeleteRuntimeEnvIfPossibleReply
+    async def delete_runtime_env_if_possible(request: web.Request) -> web.Response:
+        data = await request.read()
+        request = runtime_env_agent_pb2.DeleteRuntimeEnvIfPossibleRequest()
+        request.ParseFromString(data)
+        reply = await agent.DeleteRuntimeEnvIfPossible(request)
+        return web.Response(
+            body=reply.SerializeToString(), content_type="application/octet-stream"
+        )
+
+    # POST /get_runtime_envs_info
+    # body is serialzied protobuf GetRuntimeEnvsInfoRequest
+    # reply is serialzied protobuf GetRuntimeEnvsInfoReply
+    async def get_runtime_envs_info(request: web.Request) -> web.Response:
+        data = await request.read()
+        request = runtime_env_agent_pb2.GetRuntimeEnvsInfoRequest()
+        request.ParseFromString(data)
+        reply = await agent.GetRuntimeEnvsInfo(request)
+        return web.Response(
+            body=reply.SerializeToString(), content_type="application/octet-stream"
+        )
+
+    app = web.Application()
+
+    app.router.add_post("/get_or_create_runtime_env", get_or_create_runtime_env)
+    app.router.add_post(
+        "/delete_runtime_env_if_possible", delete_runtime_env_if_possible
+    )
+    app.router.add_post("/get_runtime_envs_info", get_runtime_envs_info)
+
+    loop = get_or_create_event_loop()
+    check_raylet_task = None
+    if sys.platform not in ["win32", "cygwin"]:
+
+        def parent_dead_callback(msg):
+            agent._logger.info(
+                "Raylet is dead! Exiting Runtime Env Agent. "
+                f"addr: {args.node_ip_address}, "
+                f"port: {args.runtime_env_agent_port}\n"
+                f"{msg}"
+            )
+
+        # No need to await this task.
+        check_raylet_task = create_check_raylet_task(
+            args.log_dir, args.gcs_address, parent_dead_callback, loop
+        )
+    runtime_env_agent_ip = (
+        "127.0.0.1" if args.node_ip_address == "127.0.0.1" else "0.0.0.0"
+    )
+    try:
+        web.run_app(
+            app,
+            host=runtime_env_agent_ip,
+            port=args.runtime_env_agent_port,
+            loop=loop,
+        )
+    except SystemExit as e:
+        agent._logger.info(f"SystemExit! {e}")
+        # We have to poke the task exception, or there's an error message
+        # "task exception was never retrieved".
+        if check_raylet_task is not None:
+            check_raylet_task.exception()
+        sys.exit(e.code)

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/runtime_env_agent.py

@@ -0,0 +1,585 @@
+import asyncio
+import logging
+import os
+import time
+import traceback
+from collections import defaultdict
+from dataclasses import dataclass
+from typing import Callable, Dict, List, Set, Tuple
+from ray._private.ray_constants import (
+    DEFAULT_RUNTIME_ENV_TIMEOUT_SECONDS,
+)
+
+import ray._private.runtime_env.agent.runtime_env_consts as runtime_env_consts
+from ray._private.ray_logging import setup_component_logger
+from ray._private.runtime_env.conda import CondaPlugin
+from ray._private.runtime_env.context import RuntimeEnvContext
+from ray._private.runtime_env.default_impl import get_image_uri_plugin_cls
+from ray._private.runtime_env.java_jars import JavaJarsPlugin
+from ray._private.runtime_env.image_uri import ContainerPlugin
+from ray._private.runtime_env.pip import PipPlugin
+from ray._private.runtime_env.uv import UvPlugin
+from ray._private.gcs_utils import GcsAioClient
+from ray._private.runtime_env.plugin import (
+    RuntimeEnvPlugin,
+    create_for_plugin_if_needed,
+)
+from ray._private.utils import get_or_create_event_loop
+from ray._private.runtime_env.plugin import RuntimeEnvPluginManager
+from ray._private.runtime_env.py_modules import PyModulesPlugin
+from ray._private.runtime_env.working_dir import WorkingDirPlugin
+from ray._private.runtime_env.nsight import NsightPlugin
+from ray._private.runtime_env.mpi import MPIPlugin
+from ray.core.generated import (
+    runtime_env_agent_pb2,
+    agent_manager_pb2,
+)
+from ray.core.generated.runtime_env_common_pb2 import (
+    RuntimeEnvState as ProtoRuntimeEnvState,
+)
+from ray.runtime_env import RuntimeEnv, RuntimeEnvConfig
+
+default_logger = logging.getLogger(__name__)
+
+# TODO(edoakes): this is used for unit tests. We should replace it with a
+# better pluggability mechanism once available.
+SLEEP_FOR_TESTING_S = os.environ.get("RAY_RUNTIME_ENV_SLEEP_FOR_TESTING_S")
+
+
+@dataclass
+class CreatedEnvResult:
+    # Whether or not the env was installed correctly.
+    success: bool
+    # If success is True, will be a serialized RuntimeEnvContext
+    # If success is False, will be an error message.
+    result: str
+    # The time to create a runtime env in ms.
+    creation_time_ms: int
+
+
+# e.g., "working_dir"
+UriType = str
+
+
+class ReferenceTable:
+    """
+    The URI reference table which is used for GC.
+    When the reference count is decreased to zero,
+    the URI should be removed from this table and
+    added to cache if needed.
+    """
+
+    def __init__(
+        self,
+        uris_parser: Callable[[RuntimeEnv], Tuple[str, UriType]],
+        unused_uris_callback: Callable[[List[Tuple[str, UriType]]], None],
+        unused_runtime_env_callback: Callable[[str], None],
+    ):
+        # Runtime Environment reference table. The key is serialized runtime env and
+        # the value is reference count.
+        self._runtime_env_reference: Dict[str, int] = defaultdict(int)
+        # URI reference table. The key is URI parsed from runtime env and the value
+        # is reference count.
+        self._uri_reference: Dict[str, int] = defaultdict(int)
+        self._uris_parser = uris_parser
+        self._unused_uris_callback = unused_uris_callback
+        self._unused_runtime_env_callback = unused_runtime_env_callback
+        # send the `DeleteRuntimeEnvIfPossible` RPC when the client exits. The URI won't
+        # be leaked now because the reference count will be reset to zero when the job
+        # finished.
+        self._reference_exclude_sources: Set[str] = {
+            "client_server",
+        }
+
+    def _increase_reference_for_uris(self, uris):
+        default_logger.debug(f"Increase reference for uris {uris}.")
+        for uri, _ in uris:
+            self._uri_reference[uri] += 1
+
+    def _decrease_reference_for_uris(self, uris):
+        default_logger.debug(f"Decrease reference for uris {uris}.")
+        unused_uris = list()
+        for uri, uri_type in uris:
+            if self._uri_reference[uri] > 0:
+                self._uri_reference[uri] -= 1
+                if self._uri_reference[uri] == 0:
+                    unused_uris.append((uri, uri_type))
+                    del self._uri_reference[uri]
+            else:
+                default_logger.warning(f"URI {uri} does not exist.")
+        if unused_uris:
+            default_logger.info(f"Unused uris {unused_uris}.")
+            self._unused_uris_callback(unused_uris)
+        return unused_uris
+
+    def _increase_reference_for_runtime_env(self, serialized_env: str):
+        default_logger.debug(f"Increase reference for runtime env {serialized_env}.")
+        self._runtime_env_reference[serialized_env] += 1
+
+    def _decrease_reference_for_runtime_env(self, serialized_env: str):
+        default_logger.debug(f"Decrease reference for runtime env {serialized_env}.")
+        unused = False
+        if self._runtime_env_reference[serialized_env] > 0:
+            self._runtime_env_reference[serialized_env] -= 1
+            if self._runtime_env_reference[serialized_env] == 0:
+                unused = True
+                del self._runtime_env_reference[serialized_env]
+        else:
+            default_logger.warning(f"Runtime env {serialized_env} does not exist.")
+        if unused:
+            default_logger.info(f"Unused runtime env {serialized_env}.")
+            self._unused_runtime_env_callback(serialized_env)
+        return unused
+
+    def increase_reference(
+        self, runtime_env: RuntimeEnv, serialized_env: str, source_process: str
+    ) -> None:
+        if source_process in self._reference_exclude_sources:
+            return
+        self._increase_reference_for_runtime_env(serialized_env)
+        uris = self._uris_parser(runtime_env)
+        self._increase_reference_for_uris(uris)
+
+    def decrease_reference(
+        self, runtime_env: RuntimeEnv, serialized_env: str, source_process: str
+    ) -> None:
+        if source_process in self._reference_exclude_sources:
+            return list()
+        self._decrease_reference_for_runtime_env(serialized_env)
+        uris = self._uris_parser(runtime_env)
+        self._decrease_reference_for_uris(uris)
+
+    @property
+    def runtime_env_refs(self) -> Dict[str, int]:
+        """Return the runtime_env -> ref count mapping.
+
+        Returns:
+            The mapping of serialized runtime env -> ref count.
+        """
+        return self._runtime_env_reference
+
+
+class RuntimeEnvAgent:
+    """An RPC server to create and delete runtime envs.
+
+    Attributes:
+        dashboard_agent: The DashboardAgent object contains global config.
+    """
+
+    LOG_FILENAME = "runtime_env_agent.log"
+
+    def __init__(
+        self,
+        runtime_env_dir,
+        logging_params,
+        gcs_address: str,
+        cluster_id_hex: str,
+        temp_dir,
+        address,
+        runtime_env_agent_port,
+    ):
+        super().__init__()
+
+        self._logger = default_logger
+        self._logging_params = logging_params
+        self._logging_params.update(filename=self.LOG_FILENAME)
+        self._logger = setup_component_logger(
+            logger_name=default_logger.name, **self._logging_params
+        )
+        # Don't propagate logs to the root logger, because these logs
+        # might contain sensitive information. Instead, these logs should
+        # be confined to the runtime env agent log file `self.LOG_FILENAME`.
+        self._logger.propagate = False
+
+        self._logger.info("Starting runtime env agent at pid %s", os.getpid())
+        self._logger.info(f"Parent raylet pid is {os.environ.get('RAY_RAYLET_PID')}")
+
+        self._runtime_env_dir = runtime_env_dir
+        self._per_job_logger_cache = dict()
+        # Cache the results of creating envs to avoid repeatedly calling into
+        # conda and other slow calls.
+        self._env_cache: Dict[str, CreatedEnvResult] = dict()
+        # Maps a serialized runtime env to a lock that is used
+        # to prevent multiple concurrent installs of the same env.
+        self._env_locks: Dict[str, asyncio.Lock] = dict()
+        self._gcs_aio_client = GcsAioClient(
+            address=gcs_address, cluster_id=cluster_id_hex
+        )
+
+        self._pip_plugin = PipPlugin(self._runtime_env_dir)
+        self._uv_plugin = UvPlugin(self._runtime_env_dir)
+        self._conda_plugin = CondaPlugin(self._runtime_env_dir)
+        self._py_modules_plugin = PyModulesPlugin(
+            self._runtime_env_dir, self._gcs_aio_client
+        )
+        self._java_jars_plugin = JavaJarsPlugin(
+            self._runtime_env_dir, self._gcs_aio_client
+        )
+        self._working_dir_plugin = WorkingDirPlugin(
+            self._runtime_env_dir, self._gcs_aio_client
+        )
+        self._container_plugin = ContainerPlugin(temp_dir)
+        # TODO(jonathan-anyscale): change the plugin to ProfilerPlugin
+        # and unify with nsight and other profilers.
+        self._nsight_plugin = NsightPlugin(self._runtime_env_dir)
+        self._mpi_plugin = MPIPlugin()
+        self._image_uri_plugin = get_image_uri_plugin_cls()(temp_dir)
+
+        # TODO(architkulkarni): "base plugins" and third-party plugins should all go
+        # through the same code path.  We should never need to refer to
+        # self._xxx_plugin, we should just iterate through self._plugins.
+        self._base_plugins: List[RuntimeEnvPlugin] = [
+            self._working_dir_plugin,
+            self._uv_plugin,
+            self._pip_plugin,
+            self._conda_plugin,
+            self._py_modules_plugin,
+            self._java_jars_plugin,
+            self._container_plugin,
+            self._nsight_plugin,
+            self._mpi_plugin,
+            self._image_uri_plugin,
+        ]
+        self._plugin_manager = RuntimeEnvPluginManager()
+        for plugin in self._base_plugins:
+            self._plugin_manager.add_plugin(plugin)
+
+        self._reference_table = ReferenceTable(
+            self.uris_parser,
+            self.unused_uris_processor,
+            self.unused_runtime_env_processor,
+        )
+
+        self._logger.info(
+            "Listening to address %s, port %d", address, runtime_env_agent_port
+        )
+
+    def uris_parser(self, runtime_env: RuntimeEnv):
+        result = list()
+        for name, plugin_setup_context in self._plugin_manager.plugins.items():
+            plugin = plugin_setup_context.class_instance
+            uris = plugin.get_uris(runtime_env)
+            for uri in uris:
+                result.append((uri, UriType(name)))
+        return result
+
+    def unused_uris_processor(self, unused_uris: List[Tuple[str, UriType]]) -> None:
+        for uri, uri_type in unused_uris:
+            self._plugin_manager.plugins[str(uri_type)].uri_cache.mark_unused(uri)
+
+    def unused_runtime_env_processor(self, unused_runtime_env: str) -> None:
+        def delete_runtime_env():
+            del self._env_cache[unused_runtime_env]
+            self._logger.info(
+                "Runtime env %s removed from env-level cache.", unused_runtime_env
+            )
+
+        if unused_runtime_env in self._env_cache:
+            if not self._env_cache[unused_runtime_env].success:
+                loop = get_or_create_event_loop()
+                # Cache the bad runtime env result by ttl seconds.
+                loop.call_later(
+                    runtime_env_consts.BAD_RUNTIME_ENV_CACHE_TTL_SECONDS,
+                    delete_runtime_env,
+                )
+            else:
+                delete_runtime_env()
+
+    def get_or_create_logger(self, job_id: bytes, log_files: List[str]):
+        job_id = job_id.decode()
+        if job_id not in self._per_job_logger_cache:
+            params = self._logging_params.copy()
+            params["filename"] = [f"runtime_env_setup-{job_id}.log", *log_files]
+            params["logger_name"] = f"runtime_env_{job_id}"
+            params["propagate"] = False
+            per_job_logger = setup_component_logger(**params)
+            self._per_job_logger_cache[job_id] = per_job_logger
+        return self._per_job_logger_cache[job_id]
+
+    async def GetOrCreateRuntimeEnv(self, request):
+        self._logger.debug(
+            f"Got request from {request.source_process} to increase "
+            "reference for runtime env: "
+            f"{request.serialized_runtime_env}."
+        )
+
+        async def _setup_runtime_env(
+            runtime_env: RuntimeEnv,
+            runtime_env_config: RuntimeEnvConfig,
+        ):
+            log_files = runtime_env_config.get("log_files", [])
+            # Use a separate logger for each job.
+            per_job_logger = self.get_or_create_logger(request.job_id, log_files)
+            context = RuntimeEnvContext(env_vars=runtime_env.env_vars())
+
+            # Warn about unrecognized fields in the runtime env.
+            for name, _ in runtime_env.plugins():
+                if name not in self._plugin_manager.plugins:
+                    per_job_logger.warning(
+                        f"runtime_env field {name} is not recognized by "
+                        "Ray and will be ignored.  In the future, unrecognized "
+                        "fields in the runtime_env will raise an exception."
+                    )
+
+            # Creates each runtime env URI by their priority. `working_dir` is special
+            # because it needs to be created before other plugins. All other plugins are
+            # created in the priority order (smaller priority value -> earlier to
+            # create), with a special environment variable being set to the working dir.
+            # ${RAY_RUNTIME_ENV_CREATE_WORKING_DIR}
+
+            # First create working dir...
+            working_dir_ctx = self._plugin_manager.plugins[WorkingDirPlugin.name]
+            await create_for_plugin_if_needed(
+                runtime_env,
+                working_dir_ctx.class_instance,
+                working_dir_ctx.uri_cache,
+                context,
+                per_job_logger,
+            )
+
+            # Then within the working dir, create the other plugins.
+            working_dir_uri_or_none = runtime_env.working_dir_uri()
+            with self._working_dir_plugin.with_working_dir_env(working_dir_uri_or_none):
+                """Run setup for each plugin unless it has already been cached."""
+                for (
+                    plugin_setup_context
+                ) in self._plugin_manager.sorted_plugin_setup_contexts():
+                    plugin = plugin_setup_context.class_instance
+                    if plugin.name != WorkingDirPlugin.name:
+                        uri_cache = plugin_setup_context.uri_cache
+                        await create_for_plugin_if_needed(
+                            runtime_env, plugin, uri_cache, context, per_job_logger
+                        )
+            return context
+
+        async def _create_runtime_env_with_retry(
+            runtime_env,
+            setup_timeout_seconds,
+            runtime_env_config: RuntimeEnvConfig,
+        ) -> Tuple[bool, str, str]:
+            """
+            Create runtime env with retry times. This function won't raise exceptions.
+
+            Args:
+                runtime_env: The instance of RuntimeEnv class.
+                setup_timeout_seconds: The timeout of runtime environment creation for
+                each attempt.
+
+            Returns:
+                a tuple which contains result (bool), runtime env context (str), error
+                message(str).
+
+            """
+            self._logger.info(
+                f"Creating runtime env: {serialized_env} with timeout "
+                f"{setup_timeout_seconds} seconds."
+            )
+            serialized_context = None
+            error_message = None
+            for _ in range(runtime_env_consts.RUNTIME_ENV_RETRY_TIMES):
+                try:
+                    runtime_env_setup_task = _setup_runtime_env(
+                        runtime_env, runtime_env_config
+                    )
+                    runtime_env_context = await asyncio.wait_for(
+                        runtime_env_setup_task, timeout=setup_timeout_seconds
+                    )
+                    serialized_context = runtime_env_context.serialize()
+                    error_message = None
+                    break
+                except Exception as e:
+                    err_msg = f"Failed to create runtime env {serialized_env}."
+                    self._logger.exception(err_msg)
+                    error_message = "".join(
+                        traceback.format_exception(type(e), e, e.__traceback__)
+                    )
+                    if isinstance(e, asyncio.TimeoutError):
+                        hint = (
+                            f"Failed to install runtime_env within the "
+                            f"timeout of {setup_timeout_seconds} seconds. Consider "
+                            "increasing the timeout in the runtime_env config. "
+                            "For example: \n"
+                            '    runtime_env={"config": {"setup_timeout_seconds":'
+                            " 1800}, ...}\n"
+                            "If not provided, the default timeout is "
+                            f"{DEFAULT_RUNTIME_ENV_TIMEOUT_SECONDS} seconds. "
+                        )
+                        error_message = hint + error_message
+                    await asyncio.sleep(
+                        runtime_env_consts.RUNTIME_ENV_RETRY_INTERVAL_MS / 1000
+                    )
+            if error_message:
+                self._logger.error(
+                    "Runtime env creation failed for %d times, "
+                    "don't retry any more.",
+                    runtime_env_consts.RUNTIME_ENV_RETRY_TIMES,
+                )
+                return False, None, error_message
+            else:
+                self._logger.info(
+                    "Successfully created runtime env: %s, the context: %s",
+                    serialized_env,
+                    serialized_context,
+                )
+                return True, serialized_context, None
+
+        try:
+            serialized_env = request.serialized_runtime_env
+            runtime_env = RuntimeEnv.deserialize(serialized_env)
+        except Exception as e:
+            self._logger.exception(
+                "[Increase] Failed to parse runtime env: " f"{serialized_env}"
+            )
+            return runtime_env_agent_pb2.GetOrCreateRuntimeEnvReply(
+                status=agent_manager_pb2.AGENT_RPC_STATUS_FAILED,
+                error_message="".join(
+                    traceback.format_exception(type(e), e, e.__traceback__)
+                ),
+            )
+
+        # Increase reference
+        self._reference_table.increase_reference(
+            runtime_env, serialized_env, request.source_process
+        )
+
+        if serialized_env not in self._env_locks:
+            # async lock to prevent the same env being concurrently installed
+            self._env_locks[serialized_env] = asyncio.Lock()
+
+        async with self._env_locks[serialized_env]:
+            if serialized_env in self._env_cache:
+                serialized_context = self._env_cache[serialized_env]
+                result = self._env_cache[serialized_env]
+                if result.success:
+                    context = result.result
+                    self._logger.info(
+                        "Runtime env already created "
+                        f"successfully. Env: {serialized_env}, "
+                        f"context: {context}"
+                    )
+                    return runtime_env_agent_pb2.GetOrCreateRuntimeEnvReply(
+                        status=agent_manager_pb2.AGENT_RPC_STATUS_OK,
+                        serialized_runtime_env_context=context,
+                    )
+                else:
+                    error_message = result.result
+                    self._logger.info(
+                        "Runtime env already failed. "
+                        f"Env: {serialized_env}, "
+                        f"err: {error_message}"
+                    )
+                    # Recover the reference.
+                    self._reference_table.decrease_reference(
+                        runtime_env, serialized_env, request.source_process
+                    )
+                    return runtime_env_agent_pb2.GetOrCreateRuntimeEnvReply(
+                        status=agent_manager_pb2.AGENT_RPC_STATUS_FAILED,
+                        error_message=error_message,
+                    )
+
+            if SLEEP_FOR_TESTING_S:
+                self._logger.info(f"Sleeping for {SLEEP_FOR_TESTING_S}s.")
+                time.sleep(int(SLEEP_FOR_TESTING_S))
+
+            runtime_env_config = RuntimeEnvConfig.from_proto(request.runtime_env_config)
+
+            # accroding to the document of `asyncio.wait_for`,
+            # None means disable timeout logic
+            setup_timeout_seconds = (
+                None
+                if runtime_env_config["setup_timeout_seconds"] == -1
+                else runtime_env_config["setup_timeout_seconds"]
+            )
+
+            start = time.perf_counter()
+            (
+                successful,
+                serialized_context,
+                error_message,
+            ) = await _create_runtime_env_with_retry(
+                runtime_env,
+                setup_timeout_seconds,
+                runtime_env_config,
+            )
+            creation_time_ms = int(round((time.perf_counter() - start) * 1000, 0))
+            if not successful:
+                # Recover the reference.
+                self._reference_table.decrease_reference(
+                    runtime_env, serialized_env, request.source_process
+                )
+            # Add the result to env cache.
+            self._env_cache[serialized_env] = CreatedEnvResult(
+                successful,
+                serialized_context if successful else error_message,
+                creation_time_ms,
+            )
+            # Reply the RPC
+            return runtime_env_agent_pb2.GetOrCreateRuntimeEnvReply(
+                status=agent_manager_pb2.AGENT_RPC_STATUS_OK
+                if successful
+                else agent_manager_pb2.AGENT_RPC_STATUS_FAILED,
+                serialized_runtime_env_context=serialized_context,
+                error_message=error_message,
+            )
+
+    async def DeleteRuntimeEnvIfPossible(self, request):
+        self._logger.info(
+            f"Got request from {request.source_process} to decrease "
+            "reference for runtime env: "
+            f"{request.serialized_runtime_env}."
+        )
+
+        try:
+            runtime_env = RuntimeEnv.deserialize(request.serialized_runtime_env)
+        except Exception as e:
+            self._logger.exception(
+                "[Decrease] Failed to parse runtime env: "
+                f"{request.serialized_runtime_env}"
+            )
+            return runtime_env_agent_pb2.GetOrCreateRuntimeEnvReply(
+                status=agent_manager_pb2.AGENT_RPC_STATUS_FAILED,
+                error_message="".join(
+                    traceback.format_exception(type(e), e, e.__traceback__)
+                ),
+            )
+
+        self._reference_table.decrease_reference(
+            runtime_env, request.serialized_runtime_env, request.source_process
+        )
+
+        return runtime_env_agent_pb2.DeleteRuntimeEnvIfPossibleReply(
+            status=agent_manager_pb2.AGENT_RPC_STATUS_OK
+        )
+
+    async def GetRuntimeEnvsInfo(self, request):
+        """Return the runtime env information of the node."""
+        # TODO(sang): Currently, it only includes runtime_env information.
+        # We should include the URI information which includes,
+        # URIs
+        # Caller
+        # Ref counts
+        # Cache information
+        # Metrics (creation time & success)
+        # Deleted URIs
+        limit = request.limit if request.HasField("limit") else -1
+        runtime_env_states = defaultdict(ProtoRuntimeEnvState)
+        runtime_env_refs = self._reference_table.runtime_env_refs
+        for runtime_env, ref_cnt in runtime_env_refs.items():
+            runtime_env_states[runtime_env].runtime_env = runtime_env
+            runtime_env_states[runtime_env].ref_cnt = ref_cnt
+        for runtime_env, result in self._env_cache.items():
+            runtime_env_states[runtime_env].runtime_env = runtime_env
+            runtime_env_states[runtime_env].success = result.success
+            if not result.success:
+                runtime_env_states[runtime_env].error = result.result
+            runtime_env_states[runtime_env].creation_time_ms = result.creation_time_ms
+
+        reply = runtime_env_agent_pb2.GetRuntimeEnvsInfoReply()
+        count = 0
+        for runtime_env_state in runtime_env_states.values():
+            if limit != -1 and count >= limit:
+                break
+            count += 1
+            reply.runtime_env_states.append(runtime_env_state)
+        reply.total = len(runtime_env_states)
+        return reply

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/runtime_env_consts.py

@@ -0,0 +1,20 @@
+import ray._private.ray_constants as ray_constants
+
+RUNTIME_ENV_RETRY_TIMES = ray_constants.env_integer("RUNTIME_ENV_RETRY_TIMES", 3)
+
+RUNTIME_ENV_RETRY_INTERVAL_MS = ray_constants.env_integer(
+    "RUNTIME_ENV_RETRY_INTERVAL_MS", 1000
+)
+
+# Cache TTL for bad runtime env. After this time, delete the cache and retry to create
+# runtime env if needed.
+BAD_RUNTIME_ENV_CACHE_TTL_SECONDS = ray_constants.env_integer(
+    "BAD_RUNTIME_ENV_CACHE_TTL_SECONDS", 60 * 10
+)
+
+RUNTIME_ENV_LOG_FILENAME = "runtime_env.log"
+RUNTIME_ENV_AGENT_PORT_PREFIX = "RUNTIME_ENV_AGENT_PORT_PREFIX:"
+RUNTIME_ENV_AGENT_LOG_FILENAME = "runtime_env_agent.log"
+RUNTIME_ENV_AGENT_CHECK_PARENT_INTERVAL_S_ENV_NAME = (
+    "RAY_RUNTIME_ENV_AGENT_CHECK_PARENT_INTERVAL_S"  # noqa
+)

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohttp-3.11.11.dist-info/INSTALLER

@@ -0,0 +1 @@
+pip

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohttp-3.11.11.dist-info/LICENSE.txt

@@ -0,0 +1,13 @@
+   Copyright aio-libs contributors.
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohttp-3.11.11.dist-info/METADATA

@@ -0,0 +1,250 @@
+Metadata-Version: 2.1
+Name: aiohttp
+Version: 3.11.11
+Summary: Async http client/server framework (asyncio)
+Home-page: https://github.com/aio-libs/aiohttp
+Maintainer: aiohttp team <team@aiohttp.org>
+Maintainer-email: team@aiohttp.org
+License: Apache-2.0
+Project-URL: Chat: Matrix, https://matrix.to/#/#aio-libs:matrix.org
+Project-URL: Chat: Matrix Space, https://matrix.to/#/#aio-libs-space:matrix.org
+Project-URL: CI: GitHub Actions, https://github.com/aio-libs/aiohttp/actions?query=workflow%3ACI
+Project-URL: Coverage: codecov, https://codecov.io/github/aio-libs/aiohttp
+Project-URL: Docs: Changelog, https://docs.aiohttp.org/en/stable/changes.html
+Project-URL: Docs: RTD, https://docs.aiohttp.org
+Project-URL: GitHub: issues, https://github.com/aio-libs/aiohttp/issues
+Project-URL: GitHub: repo, https://github.com/aio-libs/aiohttp
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Framework :: AsyncIO
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Operating System :: POSIX
+Classifier: Operating System :: MacOS :: MacOS X
+Classifier: Operating System :: Microsoft :: Windows
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Topic :: Internet :: WWW/HTTP
+Requires-Python: >=3.9
+Description-Content-Type: text/x-rst
+License-File: LICENSE.txt
+Requires-Dist: aiohappyeyeballs>=2.3.0
+Requires-Dist: aiosignal>=1.1.2
+Requires-Dist: async-timeout<6.0,>=4.0; python_version < "3.11"
+Requires-Dist: attrs>=17.3.0
+Requires-Dist: frozenlist>=1.1.1
+Requires-Dist: multidict<7.0,>=4.5
+Requires-Dist: propcache>=0.2.0
+Requires-Dist: yarl<2.0,>=1.17.0
+Provides-Extra: speedups
+Requires-Dist: aiodns>=3.2.0; (sys_platform == "linux" or sys_platform == "darwin") and extra == "speedups"
+Requires-Dist: Brotli; platform_python_implementation == "CPython" and extra == "speedups"
+Requires-Dist: brotlicffi; platform_python_implementation != "CPython" and extra == "speedups"
+
+==================================
+Async http client/server framework
+==================================
+
+.. image:: https://raw.githubusercontent.com/aio-libs/aiohttp/master/docs/aiohttp-plain.svg
+   :height: 64px
+   :width: 64px
+   :alt: aiohttp logo
+
+|
+
+.. image:: https://github.com/aio-libs/aiohttp/workflows/CI/badge.svg
+   :target: https://github.com/aio-libs/aiohttp/actions?query=workflow%3ACI
+   :alt: GitHub Actions status for master branch
+
+.. image:: https://codecov.io/gh/aio-libs/aiohttp/branch/master/graph/badge.svg
+   :target: https://codecov.io/gh/aio-libs/aiohttp
+   :alt: codecov.io status for master branch
+
+.. image:: https://img.shields.io/endpoint?url=https://codspeed.io/badge.json
+   :target: https://codspeed.io/aio-libs/aiohttp
+   :alt: Codspeed.io status for aiohttp
+
+.. image:: https://badge.fury.io/py/aiohttp.svg
+   :target: https://pypi.org/project/aiohttp
+   :alt: Latest PyPI package version
+
+.. image:: https://readthedocs.org/projects/aiohttp/badge/?version=latest
+   :target: https://docs.aiohttp.org/
+   :alt: Latest Read The Docs
+
+.. image:: https://img.shields.io/matrix/aio-libs:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
+   :target: https://matrix.to/#/%23aio-libs:matrix.org
+   :alt: Matrix Room — #aio-libs:matrix.org
+
+.. image:: https://img.shields.io/matrix/aio-libs-space:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs-space%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
+   :target: https://matrix.to/#/%23aio-libs-space:matrix.org
+   :alt: Matrix Space — #aio-libs-space:matrix.org
+
+
+Key Features
+============
+
+- Supports both client and server side of HTTP protocol.
+- Supports both client and server Web-Sockets out-of-the-box and avoids
+  Callback Hell.
+- Provides Web-server with middleware and pluggable routing.
+
+
+Getting started
+===============
+
+Client
+------
+
+To get something from the web:
+
+.. code-block:: python
+
+  import aiohttp
+  import asyncio
+
+  async def main():
+
+      async with aiohttp.ClientSession() as session:
+          async with session.get('http://python.org') as response:
+
+              print("Status:", response.status)
+              print("Content-type:", response.headers['content-type'])
+
+              html = await response.text()
+              print("Body:", html[:15], "...")
+
+  asyncio.run(main())
+
+This prints:
+
+.. code-block::
+
+    Status: 200
+    Content-type: text/html; charset=utf-8
+    Body: <!doctype html> ...
+
+Coming from `requests <https://requests.readthedocs.io/>`_ ? Read `why we need so many lines <https://aiohttp.readthedocs.io/en/latest/http_request_lifecycle.html>`_.
+
+Server
+------
+
+An example using a simple server:
+
+.. code-block:: python
+
+    # examples/server_simple.py
+    from aiohttp import web
+
+    async def handle(request):
+        name = request.match_info.get('name', "Anonymous")
+        text = "Hello, " + name
+        return web.Response(text=text)
+
+    async def wshandle(request):
+        ws = web.WebSocketResponse()
+        await ws.prepare(request)
+
+        async for msg in ws:
+            if msg.type == web.WSMsgType.text:
+                await ws.send_str("Hello, {}".format(msg.data))
+            elif msg.type == web.WSMsgType.binary:
+                await ws.send_bytes(msg.data)
+            elif msg.type == web.WSMsgType.close:
+                break
+
+        return ws
+
+
+    app = web.Application()
+    app.add_routes([web.get('/', handle),
+                    web.get('/echo', wshandle),
+                    web.get('/{name}', handle)])
+
+    if __name__ == '__main__':
+        web.run_app(app)
+
+
+Documentation
+=============
+
+https://aiohttp.readthedocs.io/
+
+
+Demos
+=====
+
+https://github.com/aio-libs/aiohttp-demos
+
+
+External links
+==============
+
+* `Third party libraries
+  <http://aiohttp.readthedocs.io/en/latest/third_party.html>`_
+* `Built with aiohttp
+  <http://aiohttp.readthedocs.io/en/latest/built_with.html>`_
+* `Powered by aiohttp
+  <http://aiohttp.readthedocs.io/en/latest/powered_by.html>`_
+
+Feel free to make a Pull Request for adding your link to these pages!
+
+
+Communication channels
+======================
+
+*aio-libs Discussions*: https://github.com/aio-libs/aiohttp/discussions
+
+*Matrix*: `#aio-libs:matrix.org <https://matrix.to/#/#aio-libs:matrix.org>`_
+
+We support `Stack Overflow
+<https://stackoverflow.com/questions/tagged/aiohttp>`_.
+Please add *aiohttp* tag to your question there.
+
+Requirements
+============
+
+- attrs_
+- multidict_
+- yarl_
+- frozenlist_
+
+Optionally you may install the aiodns_ library (highly recommended for sake of speed).
+
+.. _aiodns: https://pypi.python.org/pypi/aiodns
+.. _attrs: https://github.com/python-attrs/attrs
+.. _multidict: https://pypi.python.org/pypi/multidict
+.. _frozenlist: https://pypi.org/project/frozenlist/
+.. _yarl: https://pypi.python.org/pypi/yarl
+.. _async-timeout: https://pypi.python.org/pypi/async_timeout
+
+License
+=======
+
+``aiohttp`` is offered under the Apache 2 license.
+
+
+Keepsafe
+========
+
+The aiohttp community would like to thank Keepsafe
+(https://www.getkeepsafe.com) for its support in the early days of
+the project.
+
+
+Source code
+===========
+
+The latest developer version is available in a GitHub repository:
+https://github.com/aio-libs/aiohttp
+
+Benchmarks
+==========
+
+If you are interested in efficiency, the AsyncIO community maintains a
+list of benchmarks on the official wiki:
+https://github.com/python/asyncio/wiki/Benchmarks

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohttp-3.11.11.dist-info/RECORD

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.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohttp-3.11.11.dist-info/WHEEL

@@ -0,0 +1,6 @@
+Wheel-Version: 1.0
+Generator: setuptools (75.6.0)
+Root-Is-Purelib: false
+Tag: cp311-cp311-manylinux_2_17_x86_64
+Tag: cp311-cp311-manylinux2014_x86_64
+

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiohttp-3.11.11.dist-info/top_level.txt

@@ -0,0 +1 @@
+aiohttp

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiosignal/__init__.py

@@ -0,0 +1,36 @@
+from frozenlist import FrozenList
+
+__version__ = "1.3.2"
+
+__all__ = ("Signal",)
+
+
+class Signal(FrozenList):
+    """Coroutine-based signal implementation.
+
+    To connect a callback to a signal, use any list method.
+
+    Signals are fired using the send() coroutine, which takes named
+    arguments.
+    """
+
+    __slots__ = ("_owner",)
+
+    def __init__(self, owner):
+        super().__init__()
+        self._owner = owner
+
+    def __repr__(self):
+        return "<Signal owner={}, frozen={}, {!r}>".format(
+            self._owner, self.frozen, list(self)
+        )
+
+    async def send(self, *args, **kwargs):
+        """
+        Sends data to all registered receivers.
+        """
+        if not self.frozen:
+            raise RuntimeError("Cannot send non-frozen signal.")
+
+        for receiver in self:
+            await receiver(*args, **kwargs)  # type: ignore

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/aiosignal/__init__.pyi

@@ -0,0 +1,12 @@
+from typing import Any, Generic, TypeVar
+
+from frozenlist import FrozenList
+
+__all__ = ("Signal",)
+
+_T = TypeVar("_T")
+
+class Signal(FrozenList[_T], Generic[_T]):
+    def __init__(self, owner: Any) -> None: ...
+    def __repr__(self) -> str: ...
+    async def send(self, *args: Any, **kwargs: Any) -> None: ...

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/frozenlist-1.5.0.dist-info/INSTALLER

@@ -0,0 +1 @@
+pip

.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/frozenlist-1.5.0.dist-info/LICENSE

@@ -0,0 +1,201 @@
+Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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+
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.venv/lib/python3.11/site-packages/ray/_private/runtime_env/agent/thirdparty_files/frozenlist-1.5.0.dist-info/METADATA

@@ -0,0 +1,477 @@
+Metadata-Version: 2.1
+Name: frozenlist
+Version: 1.5.0
+Summary: A list-like structure which implements collections.abc.MutableSequence
+Home-page: https://github.com/aio-libs/frozenlist
+Maintainer: aiohttp team <team@aiohttp.org>
+Maintainer-email: team@aiohttp.org
+License: Apache 2
+Project-URL: Chat: Matrix, https://matrix.to/#/#aio-libs:matrix.org
+Project-URL: Chat: Matrix Space, https://matrix.to/#/#aio-libs-space:matrix.org
+Project-URL: CI: Github Actions, https://github.com/aio-libs/frozenlist/actions
+Project-URL: Code of Conduct, https://github.com/aio-libs/.github/blob/master/CODE_OF_CONDUCT.md
+Project-URL: Coverage: codecov, https://codecov.io/github/aio-libs/frozenlist
+Project-URL: Docs: Changelog, https://github.com/aio-libs/frozenlist/blob/master/CHANGES.rst#changelog
+Project-URL: Docs: RTD, https://frozenlist.aio-libs.org
+Project-URL: GitHub: issues, https://github.com/aio-libs/frozenlist/issues
+Project-URL: GitHub: repo, https://github.com/aio-libs/frozenlist
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Operating System :: POSIX
+Classifier: Operating System :: MacOS :: MacOS X
+Classifier: Operating System :: Microsoft :: Windows
+Classifier: Programming Language :: Cython
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: Implementation :: CPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+Requires-Python: >=3.8
+Description-Content-Type: text/x-rst
+License-File: LICENSE
+
+frozenlist
+==========
+
+.. image:: https://github.com/aio-libs/frozenlist/workflows/CI/badge.svg
+   :target: https://github.com/aio-libs/frozenlist/actions
+   :alt: GitHub status for master branch
+
+.. image:: https://codecov.io/gh/aio-libs/frozenlist/branch/master/graph/badge.svg
+   :target: https://codecov.io/gh/aio-libs/frozenlist
+   :alt: codecov.io status for master branch
+
+.. image:: https://img.shields.io/pypi/v/frozenlist.svg?logo=Python&logoColor=white
+   :target: https://pypi.org/project/frozenlist
+   :alt: frozenlist @ PyPI
+
+.. image:: https://readthedocs.org/projects/frozenlist/badge/?version=latest
+   :target: https://frozenlist.aio-libs.org
+   :alt: Read The Docs build status badge
+
+.. image:: https://img.shields.io/matrix/aio-libs:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
+   :target: https://matrix.to/#/%23aio-libs:matrix.org
+   :alt: Matrix Room — #aio-libs:matrix.org
+
+.. image:: https://img.shields.io/matrix/aio-libs-space:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs-space%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
+   :target: https://matrix.to/#/%23aio-libs-space:matrix.org
+   :alt: Matrix Space — #aio-libs-space:matrix.org
+
+Introduction
+------------
+
+``frozenlist.FrozenList`` is a list-like structure which implements
+``collections.abc.MutableSequence``. The list is *mutable* until ``FrozenList.freeze``
+is called, after which list modifications raise ``RuntimeError``:
+
+
+>>> from frozenlist import FrozenList
+>>> fl = FrozenList([17, 42])
+>>> fl.append('spam')
+>>> fl.append('Vikings')
+>>> fl
+<FrozenList(frozen=False, [17, 42, 'spam', 'Vikings'])>
+>>> fl.freeze()
+>>> fl
+<FrozenList(frozen=True, [17, 42, 'spam', 'Vikings'])>
+>>> fl.frozen
+True
+>>> fl.append("Monty")
+Traceback (most recent call last):
+  File "<stdin>", line 1, in <module>
+  File "frozenlist/_frozenlist.pyx", line 97, in frozenlist._frozenlist.FrozenList.append
+    self._check_frozen()
+  File "frozenlist/_frozenlist.pyx", line 19, in frozenlist._frozenlist.FrozenList._check_frozen
+    raise RuntimeError("Cannot modify frozen list.")
+RuntimeError: Cannot modify frozen list.
+
+
+FrozenList is also hashable, but only when frozen. Otherwise it also throws a RuntimeError:
+
+
+>>> fl = FrozenList([17, 42, 'spam'])
+>>> hash(fl)
+Traceback (most recent call last):
+  File "<stdin>", line 1, in <module>
+  File "frozenlist/_frozenlist.pyx", line 111, in frozenlist._frozenlist.FrozenList.__hash__
+    raise RuntimeError("Cannot hash unfrozen list.")
+RuntimeError: Cannot hash unfrozen list.
+>>> fl.freeze()
+>>> hash(fl)
+3713081631934410656
+>>> dictionary = {fl: 'Vikings'} # frozen fl can be a dict key
+>>> dictionary
+{<FrozenList(frozen=True, [1, 2])>: 'Vikings'}
+
+
+Installation
+------------
+
+::
+
+   $ pip install frozenlist
+
+The library requires Python 3.8 or newer.
+
+
+Documentation
+-------------
+
+https://frozenlist.aio-libs.org
+
+Communication channels
+----------------------
+
+We have a *Matrix Space* `#aio-libs-space:matrix.org
+<https://matrix.to/#/%23aio-libs-space:matrix.org>`_ which is
+also accessible via Gitter.
+
+Requirements
+------------
+
+- Python >= 3.8
+
+License
+-------
+
+``frozenlist`` is offered under the Apache 2 license.
+
+Source code
+-----------
+
+The project is hosted on GitHub_
+
+Please file an issue in the `bug tracker
+<https://github.com/aio-libs/frozenlist/issues>`_ if you have found a bug
+or have some suggestions to improve the library.
+
+.. _GitHub: https://github.com/aio-libs/frozenlist
+
+=========
+Changelog
+=========
+
+..
+    You should *NOT* be adding new change log entries to this file, this
+    file is managed by towncrier. You *may* edit previous change logs to
+    fix problems like typo corrections or such.
+    To add a new change log entry, please see
+    https://pip.pypa.io/en/latest/development/contributing/#news-entries
+    we named the news folder "changes".
+
+    WARNING: Don't drop the next directive!
+
+.. towncrier release notes start
+
+1.5.0 (2024-10-22)
+==================
+
+Bug fixes
+---------
+
+- An incorrect signature of the ``__class_getitem__`` class method
+  has been fixed, adding a missing ``class_item`` argument under
+  Python 3.8 and older.
+
+  This change also improves the code coverage of this method that
+  was previously missing -- by `@webknjaz <https://github.com/sponsors/webknjaz>`__.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#567 <https://github.com/aio-libs/frozenlist/issues/567>`__, `#571 <https://github.com/aio-libs/frozenlist/issues/571>`__.
+
+
+Improved documentation
+----------------------
+
+- Rendered issue, PR, and commit links now lead to
+  ``frozenlist``'s repo instead of ``yarl``'s repo.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#573 <https://github.com/aio-libs/frozenlist/issues/573>`__.
+
+- On the ``Contributing docs`` page,
+  a link to the ``Towncrier philosophy`` has been fixed.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#574 <https://github.com/aio-libs/frozenlist/issues/574>`__.
+
+
+Packaging updates and notes for downstreams
+-------------------------------------------
+
+- A name of a temporary building directory now reflects
+  that it's related to ``frozenlist``, not ``yarl``.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#573 <https://github.com/aio-libs/frozenlist/issues/573>`__.
+
+- Declared Python 3.13 supported officially in the distribution package metadata.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#595 <https://github.com/aio-libs/frozenlist/issues/595>`__.
+
+
+----
+
+
+1.4.1 (2023-12-15)
+==================
+
+Packaging updates and notes for downstreams
+-------------------------------------------
+
+- Declared Python 3.12 and PyPy 3.8-3.10 supported officially
+  in the distribution package metadata.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#553 <https://github.com/aio-libs/frozenlist/issues/553>`__.
+
+- Replaced the packaging is replaced from an old-fashioned ``setup.py`` to an
+  in-tree `PEP 517 <https://peps.python.org/pep-517>`__ build backend -- by `@webknjaz <https://github.com/sponsors/webknjaz>`__.
+
+  Whenever the end-users or downstream packagers need to build ``frozenlist``
+  from source (a Git checkout or an sdist), they may pass a ``config_settings``
+  flag ``pure-python``. If this flag is not set, a C-extension will be built
+  and included into the distribution.
+
+  Here is how this can be done with ``pip``:
+
+  .. code-block:: console
+
+      $ python3 -m pip install . --config-settings=pure-python=
+
+  This will also work with ``-e | --editable``.
+
+  The same can be achieved via ``pypa/build``:
+
+  .. code-block:: console
+
+      $ python3 -m build --config-setting=pure-python=
+
+  Adding ``-w | --wheel`` can force ``pypa/build`` produce a wheel from source
+  directly, as opposed to building an ``sdist`` and then building from it.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#560 <https://github.com/aio-libs/frozenlist/issues/560>`__.
+
+
+Contributor-facing changes
+--------------------------
+
+- It is now possible to request line tracing in Cython builds using the
+  ``with-cython-tracing`` `PEP 517 <https://peps.python.org/pep-517>`__ config setting
+  -- `@webknjaz <https://github.com/sponsors/webknjaz>`__.
+
+  This can be used in CI and development environment to measure coverage
+  on Cython modules, but is not normally useful to the end-users or
+  downstream packagers.
+
+  Here's a usage example:
+
+  .. code-block:: console
+
+      $ python3 -Im pip install . --config-settings=with-cython-tracing=true
+
+  For editable installs, this setting is on by default. Otherwise, it's
+  off unless requested explicitly.
+
+  The following produces C-files required for the Cython coverage
+  plugin to map the measurements back to the PYX-files:
+
+  .. code-block:: console
+
+      $ python -Im pip install -e .
+
+  Alternatively, the ``FROZENLIST_CYTHON_TRACING=1`` environment variable
+  can be set to do the same as the `PEP 517 <https://peps.python.org/pep-517>`__ config setting.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#560 <https://github.com/aio-libs/frozenlist/issues/560>`__.
+
+- Coverage collection has been implemented for the Cython modules
+  -- by `@webknjaz <https://github.com/sponsors/webknjaz>`__.
+
+  It will also be reported to Codecov from any non-release CI jobs.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#561 <https://github.com/aio-libs/frozenlist/issues/561>`__.
+
+- A step-by-step ``Release Guide`` guide has
+  been added, describing how to release *frozenlist* -- by `@webknjaz <https://github.com/sponsors/webknjaz>`__.
+
+  This is primarily targeting the maintainers.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#563 <https://github.com/aio-libs/frozenlist/issues/563>`__.
+
+- Detailed ``Contributing Guidelines`` on
+  authoring the changelog fragments have been published in the
+  documentation -- by `@webknjaz <https://github.com/sponsors/webknjaz>`__.
+
+
+  *Related issues and pull requests on GitHub:*
+  `#564 <https://github.com/aio-libs/frozenlist/issues/564>`__.
+
+
+----
+
+
+1.4.0 (2023-07-12)
+==================
+
+The published source distribution package became buildable
+under Python 3.12.
+
+
+----
+
+
+Bugfixes
+--------
+
+- Removed an unused ``typing.Tuple`` import
+  `#411 <https://github.com/aio-libs/frozenlist/issues/411>`_
+
+
+Deprecations and Removals
+-------------------------
+
+- Dropped Python 3.7 support.
+  `#413 <https://github.com/aio-libs/frozenlist/issues/413>`_
+
+
+Misc
+----
+
+- `#410 <https://github.com/aio-libs/frozenlist/issues/410>`_, `#433 <https://github.com/aio-libs/frozenlist/issues/433>`_
+
+
+----
+
+
+1.3.3 (2022-11-08)
+==================
+
+- Fixed CI runs when creating a new release, where new towncrier versions
+  fail when the current version section is already present.
+
+
+----
+
+
+1.3.2 (2022-11-08)
+==================
+
+Misc
+----
+
+- Updated the CI runs to better check for test results and to avoid deprecated syntax. `#327 <https://github.com/aio-libs/frozenlist/issues/327>`_
+
+
+----
+
+
+1.3.1 (2022-08-02)
+==================
+
+The published source distribution package became buildable
+under Python 3.11.
+
+
+----
+
+
+1.3.0 (2022-01-18)
+==================
+
+Bugfixes
+--------
+
+- Do not install C sources with binary distributions.
+  `#250 <https://github.com/aio-libs/frozenlist/issues/250>`_
+
+
+Deprecations and Removals
+-------------------------
+
+- Dropped Python 3.6 support
+  `#274 <https://github.com/aio-libs/frozenlist/issues/274>`_
+
+
+----
+
+
+1.2.0 (2021-10-16)
+==================
+
+Features
+--------
+
+- ``FrozenList`` now supports being used as a generic type as per PEP 585, e.g. ``frozen_int_list: FrozenList[int]`` (requires Python 3.9 or newer).
+  `#172 <https://github.com/aio-libs/frozenlist/issues/172>`_
+- Added support for Python 3.10.
+  `#227 <https://github.com/aio-libs/frozenlist/issues/227>`_
+- Started shipping platform-specific wheels with the ``musl`` tag targeting typical Alpine Linux runtimes.
+  `#227 <https://github.com/aio-libs/frozenlist/issues/227>`_
+- Started shipping platform-specific arm64 wheels for Apple Silicon.
+  `#227 <https://github.com/aio-libs/frozenlist/issues/227>`_
+
+
+----
+
+
+1.1.1 (2020-11-14)
+==================
+
+Bugfixes
+--------
+
+- Provide x86 Windows wheels.
+  `#169 <https://github.com/aio-libs/frozenlist/issues/169>`_
+
+
+----
+
+
+1.1.0 (2020-10-13)
+==================
+
+Features
+--------
+
+- Add support for hashing of a frozen list.
+  `#136 <https://github.com/aio-libs/frozenlist/issues/136>`_
+
+- Support Python 3.8 and 3.9.
+
+- Provide wheels for ``aarch64``, ``i686``, ``ppc64le``, ``s390x`` architectures on
+  Linux as well as ``x86_64``.
+
+
+----
+
+
+1.0.0 (2019-11-09)
+==================
+
+Deprecations and Removals
+-------------------------
+
+- Dropped support for Python 3.5; only 3.6, 3.7 and 3.8 are supported going forward.
+  `#24 <https://github.com/aio-libs/frozenlist/issues/24>`_

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