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Merge pull request #1 from LUMC/init
Initialize miniwdl-slurm plugin
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name: Continous integration | ||
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on: | ||
pull_request: | ||
push: | ||
branches: | ||
- develop | ||
- master | ||
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jobs: | ||
lint: | ||
runs-on: ubuntu-latest | ||
strategy: | ||
matrix: | ||
python-version: | ||
- "3.6" | ||
steps: | ||
- uses: actions/checkout@v2.3.4 | ||
- name: Set up Python ${{ matrix.python-version }} | ||
uses: actions/setup-python@v2 | ||
with: | ||
python-version: ${{ matrix.python-version }} | ||
- name: Install tox | ||
run: pip install tox | ||
- name: Lint | ||
run: tox -e lint |
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miniwdl-slurm | ||
============= | ||
Extends miniwdl to run workflows on SLURM clusters in singularity containers. | ||
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This `SLURM backend | ||
<https://miniwdl.readthedocs.io/en/latest/runner_backends.html>`_ plugin for | ||
`miniwdl <https://github.com/chanzuckerberg/miniwdl>`_ runs WDL task containers | ||
by creating a job script that is submitted to a SLURM cluster. In case the job | ||
description has a container, singularity will be used as container runtime. | ||
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Installation | ||
------------ | ||
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.. code-block:: | ||
pip install git+https://github.com/LUMC/miniwdl-slurm.git | ||
Configuration | ||
-------------- | ||
The following information should be set in the `miniwdl configuration | ||
<https://miniwdl.readthedocs.io/en/latest/runner_reference.html#configuration>`_: | ||
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.. code-block:: ini | ||
[scheduler] | ||
container_backend=slurm_singularity | ||
# task_concurrency defaults to the number of processors on the system. | ||
# since we submit the jobs to SLURM this is not necessary. | ||
# higher numbers means miniwdl has to monitor more processes simultaneously | ||
# which might impact performance. | ||
task_concurrency=200 | ||
[singularity] | ||
# This plugin wraps the singularity backend. Make sure the settings are | ||
# appropriate for your cluster. | ||
exe = ["singularity"] | ||
# the miniwdl default options contain options to run as a fake root, which | ||
# is not available on most clusters. | ||
run_options = [ | ||
"--containall" | ||
] | ||
# Location of the singularity images (optional). The miniwdl-slurm plugin | ||
# will set it to a directory inside $PWD. This location must be reachable | ||
# for the submit nodes. | ||
image_cache = "$PWD/miniwdl_singularity_cache" | ||
[slurm] | ||
# extra arguments passed to the srun command (optional). | ||
extra_args="--partition heavy_users,gpu --comment 'run with miniwdl'" |
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# Copyright (c) 2022 Leiden University Medical Center | ||
# | ||
# Permission is hereby granted, free of charge, to any person obtaining a copy | ||
# of this software and associated documentation files (the "Software"), to deal | ||
# in the Software without restriction, including without limitation the rights | ||
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
# copies of the Software, and to permit persons to whom the Software is | ||
# furnished to do so, subject to the following conditions: | ||
# | ||
# The above copyright notice and this permission notice shall be included in | ||
# all copies or substantial portions of the Software. | ||
# | ||
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
# 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. | ||
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from setuptools import find_packages, setup | ||
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with open("README.rst") as fp: | ||
long_description = fp.read() | ||
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setup( | ||
name="miniwdl-slurm", | ||
version="v0.1.0-dev", | ||
description="miniwdl slurm singularity backend", | ||
long_description=long_description, | ||
long_description_content_type="text/x-rst", | ||
author="Leiden University Medical Center", | ||
author_email="sasc <at> lumc.nl", | ||
python_requires=">=3.6", | ||
packages=find_packages('src'), | ||
package_dir={'': 'src'}, | ||
install_requires=["miniwdl>=1.6.0"], | ||
entry_points={ | ||
"miniwdl.plugin.container_backend": [ | ||
"slurm_singularity=miniwdl_slurm:SlurmSingularity" | ||
], | ||
}, | ||
) |
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# Copyright (c) 2022 Leiden University Medical Center | ||
# | ||
# Permission is hereby granted, free of charge, to any person obtaining a copy | ||
# of this software and associated documentation files (the "Software"), to deal | ||
# in the Software without restriction, including without limitation the rights | ||
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
# copies of the Software, and to permit persons to whom the Software is | ||
# furnished to do so, subject to the following conditions: | ||
# | ||
# The above copyright notice and this permission notice shall be included in | ||
# all copies or substantial portions of the Software. | ||
# | ||
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
# 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. | ||
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import logging | ||
import os | ||
import shlex | ||
import sys | ||
from contextlib import ExitStack | ||
from typing import Dict, List | ||
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from WDL import Type, Value | ||
from WDL.runtime import config | ||
from WDL.runtime.backend.cli_subprocess import _SubprocessScheduler | ||
from WDL.runtime.backend.singularity import SingularityContainer | ||
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class SlurmSingularity(SingularityContainer): | ||
@classmethod | ||
def global_init(cls, cfg: config.Loader, logger: logging.Logger) -> None: | ||
# Set resources to maxsize. The base class (_SubProcessScheduler) | ||
# looks at the resources of the current host, but since we are | ||
# dealing with a cluster these limits do not apply. | ||
cls._resource_limits = { | ||
"cpu": sys.maxsize, | ||
"mem_bytes": sys.maxsize, | ||
"time": sys.maxsize, | ||
} | ||
_SubprocessScheduler.global_init(cls._resource_limits) | ||
# Since we run on the cluster, the images need to be placed in a | ||
# shared directory. The singularity cache itself cannot be shared | ||
# across nodes, as it can become corrupted when nodes pull the same | ||
# image. The solution is to pull image to a shared directory on the | ||
# submit node. If no image_cache is given, simply place a folder in | ||
# the current working directory. | ||
if cfg.get("singularity", "image_cache") == "": | ||
cfg.override( | ||
{"singularity": { | ||
"image_cache": os.path.join(os.getcwd(), | ||
"miniwdl_singularity_cache") | ||
}} | ||
) | ||
SingularityContainer.global_init(cfg, logger) | ||
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@classmethod | ||
def detect_resource_limits(cls, cfg: config.Loader, | ||
logger: logging.Logger) -> Dict[str, int]: | ||
return cls._resource_limits # type: ignore | ||
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@property | ||
def cli_name(self) -> str: | ||
return "slurm_singularity" | ||
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def process_runtime(self, | ||
logger: logging.Logger, | ||
runtime_eval: Dict[str, Value.Base]) -> None: | ||
"""Any non-default runtime variables can be parsed here""" | ||
super().process_runtime(logger, runtime_eval) | ||
if "time_minutes" in runtime_eval: | ||
time_minutes = runtime_eval["time_minutes"].coerce(Type.Int()).value | ||
self.runtime_values["time_minutes"] = time_minutes | ||
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def _slurm_invocation(self): | ||
# We use srun as this makes the submitted job behave like a local job. | ||
# This also gives informative exit codes back, including 253 for out | ||
# of memory. | ||
srun_args = [ | ||
"srun", | ||
"--job-name", self.run_id, | ||
] | ||
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cpu = self.runtime_values.get("cpu", None) | ||
if cpu is not None: | ||
srun_args.extend(["--cpus-per-task", str(cpu)]) | ||
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memory = self.runtime_values.get("memory_reservation", None) | ||
if memory is not None: | ||
# Round to the nearest megabyte. | ||
srun_args.extend(["--mem", f"{round(memory / (1024 ** 2))}M"]) | ||
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time_minutes = self.runtime_values.get("time_minutes", None) | ||
if time_minutes is not None: | ||
srun_args.extend(["--time", str(time_minutes)]) | ||
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if self.cfg.has_section("slurm"): | ||
extra_args = self.cfg.get("slurm", "extra_args") | ||
if extra_args is not None: | ||
srun_args.extend(shlex.split(extra_args)) | ||
return srun_args | ||
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def _run_invocation(self, logger: logging.Logger, cleanup: ExitStack, | ||
image: str) -> List[str]: | ||
singularity_command = super()._run_invocation(logger, cleanup, image) | ||
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slurm_invocation = self._slurm_invocation() | ||
slurm_invocation.extend(singularity_command) | ||
logger.info("Slurm invocation: " + ' '.join( | ||
shlex.quote(part) for part in slurm_invocation)) | ||
return slurm_invocation |
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[tox] | ||
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[testenv:lint] | ||
deps=flake8 | ||
flake8-import-order | ||
mypy | ||
commands = | ||
flake8 src setup.py | ||
mypy src | ||
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[flake8] | ||
max-line-length = 88 |