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Copyright © 2019, Christian O'Reilly | ||
All rights reserved. | ||
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Redistribution and use in source and binary forms, with or without | ||
modification, are permitted provided that the following conditions are met: | ||
* Redistributions of source code must retain the above copyright | ||
notice, this list of conditions and the following disclaimer. | ||
* Redistributions in binary form must reproduce the above copyright | ||
notice, this list of conditions and the following disclaimer in the | ||
documentation and/or other materials provided with the distribution. | ||
* Neither the name of the copyright holder nor the names of its | ||
contributors may be used to endorse or promote products derived from | ||
this software without specific prior written permission. | ||
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND | ||
ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED | ||
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | ||
DISCLAIMED. IN NO EVENT SHALL COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY | ||
DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES | ||
(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; | ||
LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND | ||
ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT | ||
(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS | ||
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. |
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.. -*- mode: rst -*- | ||
SLURm Pipelines in PYthon (SLURPPY) | ||
=================================== | ||
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SLURPPY is a light-weight Python package to manage computationally-intensive processing | ||
pipelines using SLURM through Python. | ||
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This software is not currently aimed for distribution because it is still unstable and | ||
in designing phases. However, this code is Open-Source and can therefore be used and re-used | ||
at your own convenience. | ||
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Licensing | ||
^^^^^^^^^ | ||
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SLURPPY is **BSD-licenced** (3 clause): | ||
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This software is OSI Certified Open Source Software. | ||
OSI Certified is a certification mark of the Open Source Initiative. | ||
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Copyright (c) 2011-2019, authors of MNE-Python. | ||
All rights reserved. | ||
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Redistribution and use in source and binary forms, with or without | ||
modification, are permitted provided that the following conditions are met: | ||
|
||
* Redistributions of source code must retain the above copyright notice, | ||
this list of conditions and the following disclaimer. | ||
|
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* Redistributions in binary form must reproduce the above copyright notice, | ||
this list of conditions and the following disclaimer in the documentation | ||
and/or other materials provided with the distribution. | ||
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* Neither the names of MNE-Python authors nor the names of any | ||
contributors may be used to endorse or promote products derived from | ||
this software without specific prior written permission. | ||
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**This software is provided by the copyright holders and contributors | ||
"as is" and any express or implied warranties, including, but not | ||
limited to, the implied warranties of merchantability and fitness for | ||
a particular purpose are disclaimed. In no event shall the copyright | ||
owner or contributors be liable for any direct, indirect, incidental, | ||
special, exemplary, or consequential damages (including, but not | ||
limited to, procurement of substitute goods or services; loss of use, | ||
data, or profits; or business interruption) however caused and on any | ||
theory of liability, whether in contract, strict liability, or tort | ||
(including negligence or otherwise) arising in any way out of the use | ||
of this software, even if advised of the possibility of such | ||
damage.** |
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slurm: | ||
default: | ||
mem_per_cpu: "10G" | ||
ntask: 1 | ||
time: "6:00:00" | ||
small: | ||
mem_per_cpu: "1G" | ||
ntask: 1 | ||
time: "0:10:00" | ||
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analysis: {} | ||
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paths: {} |
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[metadata] | ||
description-file = README.rst |
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from setuptools import setup, find_packages | ||
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setup( | ||
name='slurppy', | ||
version='0.0.1', | ||
url='https://github.com/christian-oreilly/slurppy.git', | ||
author="Christian O'Reilly", | ||
author_email='[email protected]', | ||
description='Light-weight package to manage computationally-intensive processing pipelines using SLURM.', | ||
packages=find_packages(), | ||
install_requires=["matplotlib", "numpy", "pyyaml", "jinja2", "blockdiag", "pytest"], | ||
) |
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from .pipeline import Pipeline | ||
from .processingstep import ProcessingStep | ||
from .job import Job | ||
from .campaign import Campaign | ||
from .config import Config |
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import numpy as np | ||
from collections import OrderedDict | ||
import pickle | ||
from pathlib import Path | ||
import subprocess | ||
import matplotlib.pyplot as plt | ||
import matplotlib.image as mpimg | ||
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from .job import Job | ||
from .config import Config | ||
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class Campaign: | ||
def __init__(self, small=False, resume=True, config=None, name="campaign", | ||
pipeline=None, job_dependencies=None, verbose=True): | ||
self.small = small | ||
self.resume = resume | ||
self.jobs = OrderedDict() | ||
self.verbose = verbose | ||
self.name = name | ||
self._pipeline = pipeline | ||
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if job_dependencies is None: | ||
self.job_dependencies = {} | ||
else: | ||
self.job_dependencies = job_dependencies | ||
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self.config = config | ||
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output_path = Path() | ||
if "paths" in self.config: | ||
if "output_root" in self.config["paths"]: | ||
output_path = Path(self.config["paths"]["output_root"]) | ||
self.file_name = (output_path / self.name).with_suffix(".cpg") | ||
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@property | ||
def config(self): | ||
return self._config | ||
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@config.setter | ||
def config(self, config): | ||
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if isinstance(config, str): | ||
config_paths = [Path(config)] | ||
load_default = False | ||
elif isinstance(config, Path): | ||
config_paths = [config] | ||
load_default = False | ||
elif isinstance(config, (Config, dict)) or config is None: | ||
config_paths = [] | ||
load_default = True | ||
else: | ||
raise TypeError("Received a config object of an unrecognized type ({}).".format(type(config))) | ||
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self._config = Config.get_config(config_paths=config_paths, load_default=load_default) | ||
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if isinstance(config, (Config, dict)): | ||
self._config.update(config) | ||
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if self.pipeline is not None: | ||
self.pipeline.config = self._config | ||
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assert(self._config is not None) | ||
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@property | ||
def pipeline(self): | ||
return self._pipeline | ||
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@pipeline.setter | ||
def pipeline(self, pipeline): | ||
self._pipeline = pipeline | ||
self._pipeline.config = self.config | ||
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def set_workflow(self, pipeline=None, job_dependencies=None, verbose=None): | ||
if pipeline is None: | ||
return | ||
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self.pipeline = pipeline | ||
self.pipeline.config = self.config | ||
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if verbose is None: | ||
verbose = self.verbose | ||
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if job_dependencies is not None: | ||
self.job_dependencies = job_dependencies | ||
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for job_name, processing_step in self.pipeline.items(): | ||
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if job_name in self.job_dependencies: | ||
for job_dependency in self.job_dependencies[job_name]: | ||
if job_dependency not in self.jobs: | ||
raise ValueError(job_name + " depends on " + job_dependency + | ||
", but no such job has been ran.") | ||
processing_step.dep_after = [self.jobs[job_dependency].job_ids | ||
for job_dependency in self.job_dependencies[job_name]] | ||
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self.jobs[job_name] = Job(job_name=job_name, small=self.small, | ||
resume=self.resume, config=self.config, | ||
verbose=verbose, processing_step=processing_step) | ||
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def run(self, include=None, exclude=None, test=False, verbose=None): | ||
if include is not None: | ||
exclude = [job_name for job_name in self.step_names if job_name not in include] | ||
elif exclude is None: | ||
exclude = [] | ||
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for job_name in self.jobs: | ||
if job_name not in exclude: | ||
self.jobs[job_name].run(verbose=verbose, test=test) | ||
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def cancel(self): | ||
for job in self.jobs.values(): | ||
job.cancel() | ||
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def get_status(self): | ||
return {job.name: job.get_status() for job in self.jobs.values()} | ||
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def print_status(self): | ||
for job in self.jobs.values(): | ||
print("=" * int(np.ceil((100 - len(job.name) - 1) / 2.0)) + " " + job.name + " " + | ||
"=" * int(np.floor((100 - len(job.name) - 1) / 2.0))) | ||
job.print_status() | ||
print(" ") | ||
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def print_log(self, job_id, tail=None, head=None): | ||
for job in self.jobs.values(): | ||
if job_id in job.job_ids.values(): | ||
keys = list(job.job_ids.keys()) | ||
values = list(job.job_ids.values()) | ||
with open(job.file_names_log[keys[values.index(job_id)]], "r") as log_file: | ||
log_text = log_file.read() | ||
if head is not None: | ||
print("\n".join(log_text.split("\n")[:head])) | ||
elif tail is not None: | ||
print("\n".join(log_text.split("\n")[-tail:])) | ||
else: | ||
print(log_text) | ||
return | ||
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def print_script(self, job_id): | ||
for job in self.jobs.values(): | ||
if job_id in job.job_ids.values(): | ||
keys = list(job.job_ids.keys()) | ||
values = list(job.job_ids.values()) | ||
with open(job.file_names_slurm[keys[values.index(job_id)]], "r") as slurm_file: | ||
print(slurm_file.read()) | ||
return | ||
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def relaunch_job(self, job_id, dep_sup=None): | ||
for job in self.jobs.values(): | ||
for job_key, id_ in job.job_ids.items(): | ||
if job_id == id_: | ||
new_id = job.run_a_job(job_key, dep_sup=dep_sup) | ||
if new_id is not None: | ||
print("Job {} launched.".format(new_id)) | ||
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def print_job_id_info(self, job_id): | ||
for job in self.jobs.values(): | ||
for job_key, id_ in job.job_ids.items(): | ||
if job_id == id_: | ||
print("#"*45 + " JOB INFO " + "#"*45) | ||
print("job name:", job.specific_names[job_key]) | ||
print("job key:", job_key) | ||
print("job id:", job_id) | ||
print("job depends on ids:", job.get_dependency_ids(job_key)) | ||
print("#"*100) | ||
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def _check_file_name_(self, file_name): | ||
if file_name is not None: | ||
if isinstance(file_name, str): | ||
file_name = Path(file_name) | ||
self.file_name = file_name | ||
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def save(self, file_name=None): | ||
self._check_file_name_(file_name) | ||
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with self.file_name.open("wb") as f: | ||
pickle.dump(self, f) | ||
print("Saving campaign as {}.".format(self.file_name)) | ||
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def load(self, file_name=None): | ||
self._check_file_name_(file_name) | ||
with self.file_name.open("rb") as f: | ||
self = pickle.load(f) | ||
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return self | ||
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def load_or_run(self, rerun=False, file_name=None, **run_kwargs): | ||
""" | ||
This commands load the campaign if it already exists (i.e., if its the file pointed to by | ||
file_name or self.file_name exists) and if rerun is False. Else, it run it and save it. | ||
:param rerun: Specify whether the campaign should be rerun if it already exists. | ||
:param file_name: Path where to save the campaign to or load the campaign from. | ||
:param run_kwargs: Arguments to be passed to the self.run() method. | ||
:return: None | ||
""" | ||
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if rerun: | ||
self.run(**run_kwargs) | ||
self.save(file_name) | ||
return | ||
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try: | ||
self.load(file_name) | ||
except IOError: | ||
self.run(**run_kwargs) | ||
self.save(file_name) | ||
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def show_workflow(self): | ||
block_test = "blockdiag {\n" | ||
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for children in list(self.job_dependencies.keys()): | ||
for parent in self.job_dependencies[children]: | ||
block_test += " {} -> {};\n".format(parent, children) | ||
block_test += "}\n" | ||
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with open("diagram", "w") as f: | ||
f.write(block_test) | ||
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subprocess.check_output(["blockdiag", "--size=2000x2000", "diagram"]) | ||
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fig, axes = plt.subplots(1, 1, figsize=(15, 15)) | ||
img = mpimg.imread('diagram.png') | ||
axes.imshow(img) | ||
plt.axis('off') |
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