[runtime env] Async pip runtime env (ray-project#22381)

In order to initialize runtime env concurrently, this PR makes pip runtime env asynchronous. It includes,

- [x] New `check_output_cmd` in runtime env utils.
- [x] Async PipProcessor.
- [x] The `asynccontextmanager` from `https://github.com/python-trio/async_generator` for Python 3.6
- [x] Remove pip runtime env lock.
- [x] Disable pip cache.

Co-authored-by: 刘宝 <[email protected]>

LICENSE

@@ -383,3 +383,21 @@ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 THE SOFTWARE.
+
+--------------------------------------------------------------------------------
+Code in python/ray/_private/async_compat.py is adapted from
+https://github.com/python-trio/async_generator/blob/master/async_generator/_util.py
+
+Copyright (c) 2022, Nathaniel J. Smith
+
+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:https://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.

python/ray/_private/async_compat.py

@@ -11,6 +11,20 @@
  uvloop = None
 
 
+try:
+ # This function has been added in Python 3.7. Prior to Python 3.7,
+ # the low-level asyncio.ensure_future() function can be used instead.
+ from asyncio import create_task # noqa: F401
+except ImportError:
+ from asyncio import ensure_future as create_task # noqa: F401
+
+
+try:
+ from asyncio import get_running_loop # noqa: F401
+except ImportError:
+ from asyncio import _get_running_loop as get_running_loop # noqa: F401
+
+
 def get_new_event_loop():
  """Construct a new event loop. Ray will use uvloop if it exists"""
  if uvloop:
@@ -29,3 +43,118 @@ async def wrapper(*args, **kwargs):
  return func(*args, **kwargs)
 
  return wrapper
+
+
+try:
+ from contextlib import asynccontextmanager
+except ImportError:
+ # Copy from https://github.com/python-trio/async_generator
+ # for compatible with Python 3.6
+ import sys
+ from functools import wraps
+ from inspect import isasyncgenfunction
+
+ class _aclosing:
+ def __init__(self, aiter):
+ self._aiter = aiter
+
+ async def __aenter__(self):
+ return self._aiter
+
+ async def __aexit__(self, *args):
+ await self._aiter.aclose()
+
+ # Very much derived from the one in contextlib, by copy/pasting and then
+ # asyncifying everything. (Also I dropped the obscure support for using
+ # context managers as function decorators. It could be re-added; I just
+ # couldn't be bothered.)
+ # So this is a derivative work licensed under the PSF License, which requires
+ # the following notice:
+ #
+ # Copyright © 2001-2017 Python Software Foundation; All Rights Reserved
+ class _AsyncGeneratorContextManager:
+ def __init__(self, func, args, kwds):
+ self._func_name = func.__name__
+ self._agen = func(*args, **kwds).__aiter__()
+
+ async def __aenter__(self):
+ if sys.version_info < (3, 5, 2):
+ self._agen = await self._agen
+ try:
+ return await self._agen.asend(None)
+ except StopAsyncIteration:
+ raise RuntimeError("async generator didn't yield") from None
+
+ async def __aexit__(self, type, value, traceback):
+ async with _aclosing(self._agen):
+ if type is None:
+ try:
+ await self._agen.asend(None)
+ except StopAsyncIteration:
+ return False
+ else:
+ raise RuntimeError("async generator didn't stop")
+ else:
+ # It used to be possible to have type != None, value == None:
+ # https://bugs.python.org/issue1705170
+ # but AFAICT this can't happen anymore.
+ assert value is not None
+ try:
+ await self._agen.athrow(type, value, traceback)
+ raise RuntimeError("async generator didn't stop after athrow()")
+ except StopAsyncIteration as exc:
+ # Suppress StopIteration *unless* it's the same exception
+ # that was passed to throw(). This prevents a
+ # StopIteration raised inside the "with" statement from
+ # being suppressed.
+ return exc is not value
+ except RuntimeError as exc:
+ # Don't re-raise the passed in exception. (issue27112)
+ if exc is value:
+ return False
+ # Likewise, avoid suppressing if a StopIteration exception
+ # was passed to throw() and later wrapped into a
+ # RuntimeError (see PEP 479).
+ if (
+ isinstance(value, (StopIteration, StopAsyncIteration))
+ and exc.__cause__ is value
+ ):
+ return False
+ raise
+ except: # noqa: E722
+ # only re-raise if it's *not* the exception that was
+ # passed to throw(), because __exit__() must not raise an
+ # exception unless __exit__() itself failed. But throw()
+ # has to raise the exception to signal propagation, so
+ # this fixes the impedance mismatch between the throw()
+ # protocol and the __exit__() protocol.
+ #
+ if sys.exc_info()[1] is value:
+ return False
+ raise
+
+ def __enter__(self):
+ raise RuntimeError(
+ "use 'async with {func_name}(...)', not 'with {func_name}(...)'".format(
+ func_name=self._func_name
+ )
+ )
+
+ def __exit__(self): # pragma: no cover
+ assert False, """Never called, but should be defined"""
+
+ def asynccontextmanager(func):
+ """Like @contextmanager, but async."""
+ if not isasyncgenfunction(func):
+ raise TypeError(
+ "must be an async generator (native or from async_generator; "
+ "if using @async_generator then @acontextmanager must be on top."
+ )
+
+ @wraps(func)
+ def helper(*args, **kwds):
+ return _AsyncGeneratorContextManager(func, args, kwds)
+
+ # A hint for sphinxcontrib-trio:
+ helper.__returns_acontextmanager__ = True
+ return helper

python/ray/_private/runtime_env/pip.py

@@ -1,19 +1,20 @@
-import contextlib
 import os
 import sys
 import json
 import logging
 import hashlib
 import shutil
 
-from filelock import FileLock
 from typing import Optional, List, Dict, Tuple
 
-from ray._private.runtime_env.conda_utils import exec_cmd_stream_to_logger
+from ray._private.async_compat import asynccontextmanager, create_task, get_running_loop
 from ray._private.runtime_env.context import RuntimeEnvContext
 from ray._private.runtime_env.packaging import Protocol, parse_uri
-from ray._private.runtime_env.utils import RuntimeEnv
-from ray._private.utils import get_directory_size_bytes, try_to_create_directory
+from ray._private.runtime_env.utils import RuntimeEnv, check_output_cmd
+from ray._private.utils import (
+ get_directory_size_bytes,
+ try_to_create_directory,
+)
 
 default_logger = logging.getLogger(__name__)
 
@@ -86,8 +87,8 @@ def _is_in_virtualenv() -> bool:
  )
 
  @staticmethod
- @contextlib.contextmanager
- def _check_ray(python: str, cwd: str, logger: logging.Logger):
+ @asynccontextmanager
+ async def _check_ray(python: str, cwd: str, logger: logging.Logger):
  """A context manager to check ray is not overwritten.
 
  Currently, we only check ray version and path. It works for virtualenv,
@@ -96,24 +97,22 @@ def _check_ray(python: str, cwd: str, logger: logging.Logger):
  - ray is in virtualenv's site-packages.
  """
 
- def _get_ray_version_and_path() -> Tuple[str, str]:
+ async def _get_ray_version_and_path() -> Tuple[str, str]:
  check_ray_cmd = [
  python,
  "-c",
  "import ray; print(ray.__version__, ray.__path__[0])",
  ]
- exit_code, output = exec_cmd_stream_to_logger(
- check_ray_cmd, logger, cwd=cwd, env={}
+ output = await check_output_cmd(
+ check_ray_cmd, logger=logger, cwd=cwd, env={}
  )
- if exit_code != 0:
- raise RuntimeError("Get ray version and path failed.")
  # print after import ray may have  endings, so we strip them by *_
  ray_version, ray_path, *_ = [s.strip() for s in output.split()]
  return ray_version, ray_path
 
- version, path = _get_ray_version_and_path()
+ version, path = await _get_ray_version_and_path()
  yield
- actual_version, actual_path = _get_ray_version_and_path()
+ actual_version, actual_path = await _get_ray_version_and_path()
  if actual_version != version or actual_path != path:
  raise RuntimeError(
  "Changing the ray version is not allowed: \n"
@@ -126,7 +125,9 @@ def _get_ray_version_and_path() -> Tuple[str, str]:
  )
 
  @classmethod
- def _create_or_get_virtualenv(cls, path: str, cwd: str, logger: logging.Logger):
+ async def _create_or_get_virtualenv(
+ cls, path: str, cwd: str, logger: logging.Logger
+ ):
  """Create or get a virtualenv from path."""
 
  python = sys.executable
@@ -189,16 +190,10 @@ def _create_or_get_virtualenv(cls, path: str, cwd: str, logger: logging.Logger):
  virtualenv_path,
  current_python_dir,
  )
- exit_code, output = exec_cmd_stream_to_logger(
- create_venv_cmd, logger, cwd=cwd, env={}
- )
- if exit_code != 0:
- raise RuntimeError(
- f"Failed to create virtualenv {virtualenv_path}:\n{output}"
- )
+ await check_output_cmd(create_venv_cmd, logger=logger, cwd=cwd, env={})
 
  @classmethod
- def _install_pip_packages(
+ async def _install_pip_packages(
  cls,
  path: str,
  pip_packages: List[str],
@@ -209,28 +204,39 @@ def _install_pip_packages(
  python = _PathHelper.get_virtualenv_python(path)
  # TODO(fyrestone): Support -i, --no-deps, --no-cache-dir, ...
  pip_requirements_file = _PathHelper.get_requirements_file(path)
- with open(pip_requirements_file, "w") as file:
- for line in pip_packages:
- file.write(line + "\n")
+
+ def _gen_requirements_txt():
+ with open(pip_requirements_file, "w") as file:
+ for line in pip_packages:
+ file.write(line + "\n")
+
+ # Avoid blocking the event loop.
+ loop = get_running_loop()
+ await loop.run_in_executor(None, _gen_requirements_txt)
+
+ # pip options
+ #
+ # --disable-pip-version-check
+ # Don't periodically check PyPI to determine whether a new version
+ # of pip is available for download.
+ #
+ # --no-cache-dir
+ # Disable the cache, the pip runtime env is a one-time installation,
+ # and we don't need to handle the pip cache broken.
  pip_install_cmd = [
  python,
  "-m",
  "pip",
  "install",
  "--disable-pip-version-check",
+ "--no-cache-dir",
  "-r",
  pip_requirements_file,
  ]
  logger.info("Installing python requirements to %s", virtualenv_path)
- exit_code, output = exec_cmd_stream_to_logger(
- pip_install_cmd, logger, cwd=cwd, env={}
- )
- if exit_code != 0:
- raise RuntimeError(
- f"Failed to install python requirements to {virtualenv_path}:\n{output}"
- )
+ await check_output_cmd(pip_install_cmd, logger=logger, cwd=cwd, env={})
 
- def run(self):
+ async def _run(self):
  path = self._target_dir
  logger = self._logger
  pip_packages = self._runtime_env.pip_packages()
@@ -240,27 +246,26 @@ def run(self):
  exec_cwd = os.path.join(path, "exec_cwd")
  os.makedirs(exec_cwd, exist_ok=True)
  try:
- self._create_or_get_virtualenv(path, exec_cwd, logger)
+ await self._create_or_get_virtualenv(path, exec_cwd, logger)
  python = _PathHelper.get_virtualenv_python(path)
- with self._check_ray(python, exec_cwd, logger):
- self._install_pip_packages(path, pip_packages, exec_cwd, logger)
+ async with self._check_ray(python, exec_cwd, logger):
+ await self._install_pip_packages(path, pip_packages, exec_cwd, logger)
  # TODO(fyrestone): pip check.
  except Exception:
  logger.info("Delete incomplete virtualenv: %s", path)
  shutil.rmtree(path, ignore_errors=True)
  logger.exception("Failed to install pip packages.")
  raise
 
+ def __await__(self):
+ return self._run().__await__()
+
 
 class PipManager:
  def __init__(self, resources_dir: str):
  self._pip_resources_dir = os.path.join(resources_dir, "pip")
+ self._creating_task = {}
  try_to_create_directory(self._pip_resources_dir)
- # Concurrent pip installs are unsafe. This lock prevents concurrent
- # installs (and deletions).
- self._installs_and_deletions_file_lock = os.path.join(
- self._pip_resources_dir, "ray-pip-installs-and-deletions.lock"
- )
 
  def _get_path_from_hash(self, hash: str) -> str:
  """Generate a path from the hash of a pip spec.
@@ -290,11 +295,15 @@ def delete_uri(
  f"pip. Received protocol {protocol}, URI {uri}"
  )
 
+ # Cancel running create task.
+ task = self._creating_task.pop(hash, None)
+ if task is not None:
+ task.cancel()
+
  pip_env_path = self._get_path_from_hash(hash)
  local_dir_size = get_directory_size_bytes(pip_env_path)
  try:
- with FileLock(self._installs_and_deletions_file_lock):
- shutil.rmtree(pip_env_path)
+ shutil.rmtree(pip_env_path)
  except OSError as e:
  logger.warning(f"Error when deleting pip env {pip_env_path}: {str(e)}")
  return 0
@@ -314,11 +323,17 @@ async def create(
  protocol, hash = parse_uri(uri)
  target_dir = self._get_path_from_hash(hash)
 
- with FileLock(self._installs_and_deletions_file_lock):
- pip_processor = PipProcessor(target_dir, runtime_env, logger)
- pip_processor.run()
+ async def _create_for_hash():
+ await PipProcessor(target_dir, runtime_env, logger)
+
+ loop = get_running_loop()
+ return await loop.run_in_executor(
+ None, get_directory_size_bytes, target_dir
+ )
 
- return get_directory_size_bytes(target_dir)
+ self._creating_task[hash] = task = create_task(_create_for_hash())
+ task.add_done_callback(lambda _: self._creating_task.pop(hash, None))
+ return await task
 
  def modify_context(
  self,