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"description": "An asynchronous job scheduler for `Adaptive `_\n============================================================================================\n\n|PyPI| |Conda| |Downloads| |Build Status| |Documentation Status|\n\nRun many ``adaptive.Learner``\\ s on many cores (>10k) using `mpi4py.futures`, `ipyparallel`, or `dask.distributed`.\n\nWhat is this?\n-------------\n\nThe Adaptive scheduler solves the following problem, you need to run more learners than you can run with a single runner and/or can use >1k cores.\n\u00a0\n`ipyparallel` and `dask.distributed` provide very powerful engines for interactive sessions. However, when you want to connect to >1k cores it starts to struggle. Besides that, on a shared cluster there is often the problem of starting an interactive session with ample space available.\n\nOur approach is to schedule a different job for each ``adaptive.Learner``. The creation and running of these jobs are managed by ``adaptive-scheduler``. This means that your calculation will definitely run, even though the cluster might be fully occupied at the moment. Because of this approach, there is almost no limit to how many cores you want to use. You can either use 10 nodes for 1 job (\\ ``learner``\\ ) or 1 core for 1 job (\\ ``learner``\\ ) while scheduling hundreds of jobs.\n\nEverything is written such that the computation is maximally local. This means that is one of the jobs crashes, there is no problem and it will automatically schedule a new one and continue the calculation where it left off (because of Adaptive's periodic saving functionality). Even if the central \"job manager\" dies, the jobs will continue to run (although no new jobs will be scheduled.)\n\n\nDesign goals\n------------\n\n#. Needs to be able to run on efficiently >30k cores\n#. Works seamlessly with the Adaptive package\n#. Minimal load on the file system\n#. Removes all boilerplate of working with a scheduler\n\n #. writes job script\n #. (re)submits job scripts\n\n#. Handles random crashes (or node evictions) with minimal data loss\n#. Preserves Python kernel and variables inside a job (in contrast to submitting jobs for every parameter)\n#. Separates the simulation definition code from the code that runs the simulation\n#. Maximizes computation locality, jobs continue to run when the main process dies\n\nHow does it work?\n-----------------\n\nYou create a file where you define a bunch of ``learners`` and corresponding ``fnames`` such that they can be imported, like:\n\n.. code-block:: python\n\n # learners_file.py\n import adaptive\n from functools import partial\n\n def h(x, pow, a):\n return a * x**pow\n\n combos = adaptive.utils.named_product(\n pow=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n a=[0.1, 0.5],\n ) # returns list of dicts, cartesian product of all values\n\n learners = [adaptive.Learner1D(partial(h, **combo),\n bounds=(-1, 1)) for combo in combos]\n fnames = [f\"data/{combo}\" for combo in combos]\n\n\nThen you start a process that creates and submits as many job-scripts as there are learners. Like:\n\n.. code-block:: python\n\n import adaptive_scheduler\n\n def goal(learner):\n return learner.npoints > 200\n\n scheduler = adaptive_scheduler.scheduler.SLURM(cores=10) # every learner get this many cores\n\n run_manager = adaptive_scheduler.server_support.RunManager(\n scheduler=scheduler,\n learners_file=\"learners_file.py\",\n goal=goal,\n log_interval=30, # write info such as npoints, cpu_usage, time, etc. to the job log file\n save_interval=300, # save the data every 300 seconds\n )\n run_manager.start()\n\n\nThat's it! You can run ``run_manager.info()`` which will display an interactive ``ipywidget`` that shows the amount of running, pending, and finished jobs, buttons to cancel your job, and other useful information.\n\n.. image:: http://files.nijho.lt/info.gif\n :target: http://files.nijho.lt/info.gif\n :alt: Widget demo\n\n\n\nBut how does it *really* work?\n------------------------------\n\nThe `~adaptive_scheduler.server_support.RunManager` basically does the following.\nSo, *you* need to create a ``learners_file.py`` that defines ``N`` ``learners`` and ``fnames`` (like in the section above).\nThen a \"job manager\" writes and submits ``max(N, max_simultaneous_jobs)`` job scripts but *doesn't know* which learner it is going to run!\nThis is the responsibility of the \"database manager\", which keeps a database of ``job_id <--> learner``.\nThe job script starts a Python file ``run_learner.py`` in which the learner is run.\n\n\nIn a Jupyter notebook we can start the \"job manager\" and the \"database manager\", and create the ``run_learner.py`` like:\n\n.. code-block:: python\n\n import adaptive_scheduler\n from adaptive_scheduler import server_support\n from learners_file import learners, fnames\n\n # create a scheduler\n scheduler = adaptive_scheduler.scheduler.PBS(\n cores=10,\n run_script=\"run_learner.py\",\n )\n\n # create a new database that keeps track of job <-> learner\n db_fname = \"running.json\"\n url = server_support.get_allowed_url() # get a url where we can run the database_manager\n database_manager = server_support.DatabaseManager(url, scheduler, db_fname, fnames)\n database_manager.start()\n\n # create the Python script that runs a learner (run_learner.py)\n server_support._make_default_run_script(\n url=url,\n learners_file=\"learners_file.py\",\n save_interval=300,\n log_interval=30,\n goal=None,\n executor_type=scheduler.executor_type,\n run_script_fname=scheduler.run_script,\n )\n\n # create unique names for the jobs\n n_jobs = len(learners)\n job_names = [f\"test-job-{i}\" for i in range(n_jobs)]\n\n job_manager = server_support.JobManager(\n job_names,\n database_manager,\n scheduler,\n )\n job_manager.start()\n\n\nThen when the job have been running for a while you can check ``server_support.parse_log_files(job_names, database_manager, scheduler)``.\n\nYou don't actually ever have to leave the Jupter notebook, take a look at the `example notebook `_.\n\nJupyter notebook example\n------------------------\n\nSee `example.ipynb `_.\n\nInstallation\n------------\n\n**WARNING:** This is still the pre-alpha development stage.\n\nInstall the **latest stable** version from conda with (recommended)\n\n.. code-block:: bash\n\n conda install adaptive-scheduler\n\n\nor from PyPI with\n\n.. code-block:: bash\n\n pip install adaptive_scheduler\n\n\nor install **master** with\n\n.. code-block:: bash\n\n pip install -U https://github.com/basnijholt/adaptive-scheduler/archive/master.zip\n\n\nor clone the repository and do a dev install (recommended for dev)\n\n.. code-block:: bash\n\n git clone git@github.com:basnijholt/adaptive-scheduler.git\n cd adaptive-scheduler\n pip install -e .\n\n\nDevelopment\n-----------\n\nIn order to not pollute the history with the output of the notebooks, please setup the git filter by executing\n\n.. code-block:: bash\n\n python ipynb_filter.py\n\n\nin the repository.\n\nWe also use `pre-commit `_\\ , so ``pip install pre_commit`` and run\n\n.. code-block:: bash\n\n pre-commit install\n\n\nin the repository.\n\nLimitations\n-----------\n\nRight now ``adaptive_scheduler`` is only working for SLURM and PBS, however only a class like `adaptive_scheduler/scheduler.py `_ would have to be implemented for another type of scheduler.\nAlso there are **no tests** at all!\n\n.. references-start\n.. |PyPI| image:: https://img.shields.io/pypi/v/adaptive-scheduler.svg\n :target: https://pypi.python.org/pypi/adaptive-scheduler\n :alt: PyPI\n.. |Conda| image:: https://anaconda.org/conda-forge/adaptive-scheduler/badges/installer/conda.svg\n :target: https://anaconda.org/conda-forge/adaptive-scheduler\n :alt: Conda\n.. |Downloads| image:: https://anaconda.org/conda-forge/adaptive-scheduler/badges/downloads.svg\n :target: https://anaconda.org/conda-forge/adaptive-scheduler\n :alt: Downloads\n.. |Build Status| image:: https://dev.azure.com/basnijholt/adaptive-scheduler/_apis/build/status/basnijholt.adaptive-scheduler?branchName=master\n :target: https://dev.azure.com/basnijholt/adaptive-scheduler/_build/latest?definitionId=1&branchName=master\n :alt: Build Status\n.. |Documentation Status| image:: https://readthedocs.org/projects/adaptive-scheduler/badge/?version=latest\n :target: https://adaptive-scheduler.readthedocs.io/en/latest/?badge=latest\n :alt: Documentation Status\n.. references-end\n\n\n",
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