Pipeline management software for clusters.
Project description
Toil is a massively scalable pipeline management system, written entirely in Python, and designed around the principles of functional programming.
Toil runs as easily on a laptop as it does on a bare-metal cluster or in the cloud, thanks to support for many batch systems, including GridEngine, Parasol, and a custom Mesos framework.
Toil is robust, and designed to run in unreliable computing environments like Amazon’s spot market. Towards this goal, Toil does not rely on a shared file system. Instead, Toil abstracts a pipeline’s global storage as a job store that can reside on a locally attached file system or within an object store like Amazon S3. The result of this abstraction is a robust system that can be resumed even after an unexpected shutdown of every node in the cluster, even if that event resulted in the loss of all locally stored data.
Writing a Toil script requires only a knowledge of basic Python, with Toil jobs as the unit of work in a Toil workflow. A job can dynamically spawn other jobs as needed, leading to an intuitive and powerful control over the pipeline. File management is through an immutable interface that makes it simple and easy to reason about the state of the workflow.
Prerequisites
Python 2.7.x
pip > 7.x
Installation
Toil uses setuptools’ extras mechanism for dependencies of optional features like support for Mesos or AWS. To install Toil with all bells and whistles use
pip install toil[aws,mesos,azure,encryption]
Here’s what each extra provides:
The aws extra provides support for storing workflow state in Amazon AWS.
The azure extra provides support for storing workflow state in Microsoft Azure Storage.
The mesos extra provides support for running Toil on an Apache Mesos cluster. Note that running Toil on SGE (GridEngine), Parasol or a single machine is enabled by default and does not require an extra.
The encryption extra provides client-side encryption for files stored in the job store. Currently, client-side encryption is only used by the Azure job store. The AWS job store uses server side encryption and is not affected by this extra. Note that if you install Toil without the encryption extra, files in an Azure job store will not be encrypted, even if you provide encryption keys (see issue #407).
Building & Testing
Simply running
make
from the project root will print a description of the available Makefile targets.
If cloning from GitHub, running
make develop
will install Toil in editable mode, also known as development mode. Just like with a regular install, you may specify extras to use in development mode
make develop extras=[aws,mesos,azure,encryption]
To invoke the tests (unit and integration) use
make test
Run an individual test with
make test tests=src/toil/test/sort/sortTest.py::SortTest::testSort
The default value for tests is "src" which includes all tests in the src subdirectory of the project root. Tests that require a particular feature will be skipped implicitly. If you want to explicitly skip tests that depend on a currently installed feature, use
make test tests="-m 'not azure' src"
This will run only the tests that don’t depend on the azure extra, even if that extra is currently installed. Note the distinction between the terms feature and extra. Every extra is a feature but there are features that are not extras, e.g. gridengine and parasol. One last example: In order to skip tests involving Parasol and Azure, the following can be used:
make test tests="-m 'not azure and not parasol' src"
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