Computational Data Analysis Workflow Systems

Permalink: https://s.apache.org/existing-workflow-systems

An incomplete list

Please add new entries at the bottom.

See also: https://github.com/pditommaso/awesome-pipeline

1. Arvados http://arvados.org
2. Taverna http://www.taverna.org.uk/
3. Galaxy http://galaxyproject.org/
4. SHIWA https://www.shiwa-workflow.eu/
5. Oozie https://oozie.apache.org/
6. DNANexus https://wiki.dnanexus.com/API-Specification-v1.0.0/IO-and-Run-Specifications# https://wiki.dnanexus.com/API-Specification-v1.0.0/Workflows-and-Analyses#
7. BioDT http://www.biodatomics.com/
8. Agave http://agaveapi.co/live-docs/
9. DiscoveryEnvironment http://www.iplantcollaborative.org/ci/discovery-environment
10. Wings http://www.wings-workflows.org/
11. Knime https://www.knime.org/
12. make, rake, drake, ant, scons & many others. Software development relies heavily on tools to manage workflows related to compiling and packaging applications. For the most part these are file based and usually run on a single node, usually supporting parallel steps (make -j) and in some cases able to dispatch build steps to other machines (https://code.google.com/p/distcc/) https://github.com/Factual/drake
13. Snakemake https://bitbucket.org/snakemake/snakemake
14. BPipe http://bpipe.org
15. Ruffus https://code.google.com/p/ruffus/
16. NextFlow http://nextflow.io
17. Luigi http://github.com/spotify/luigi https://luigi.readthedocs.io
18. SciLuigi. Helper library built on top of Luigi to ease development of Scientific workflows in Luigi: http://github.com/pharmbio/sciluigi
19. Luigi Analysis Workflow (LAW) https://github.com/riga/law
20. GATK Queue https://www.broadinstitute.org/gatk/guide/topic?name=queue
21. Yabi https://ccg.murdoch.edu.au/yabi
22. seqware Workflows are written in Java and executed using the Oozie Workflow Engine on Hadoop or SGE clusters. Uses Zip64 files to group the workflow definition file, workflow itself, sample settings, and data dependencies in a single file that can be exchanged between SeqWare users or archived. https://seqware.github.io/ https://seqware.github.io/docs/6-pipeline/
23. Ketrew https://github.com/hammerlab/ketrew
24. Pegasus http://pegasus.isi.edu/
25. Apache Airflow https://github.com/apache/airflow
26. Cosmos https://cosmos.hms.harvard.edu/documentation/index.html http://bioinformatics.oxfordjournals.org/content/early/2014/07/24/bioinformatics.btu385.full [paper] Cosmos2: https://github.com/LPM-HMS/COSMOS2 http://cosmos.hms.harvard.edu/COSMOS2/
27. Pinball https://github.com/pinterest/pinball
28. bcbio https://bcbio-nextgen.readthedocs.org/en/latest/
29. Chronos https://github.com/mesos/chronos
30. Azkaban https://azkaban.github.io/
31. Apache NiFi https://nifi.apache.org/docs/nifi-docs/html/overview.html
32. flowr (R-based) http://docs.flowr.space/ https://github.com/sahilseth/flowr
33. Mistral https://github.com/arteria-project https://wiki.openstack.org/wiki/Mistral#What_is_Mistral.3F https://docs.openstack.org/mistral/latest/user/wf_lang_v2.html
34. nipype http://nipy.org/nipype/
35. End of Day https://github.com/joestubbs/endofday
36. BioDSL https://github.com/maasha/BioDSL
37. BigDataScript http://pcingola.github.io/BigDataScript/
38. Omics Pipe: uses Ruffus http://sulab.scripps.edu/omicspipe/
39. Ensembl Hive https://github.com/Ensembl/ensembl-hive
40. QuickNGS http://bifacility.uni-koeln.de/quickngs/web
41. GenePattern http://www.broadinstitute.org/cancer/software/genepattern/
42. Chipster http://chipster.csc.fi/
43. The Genome Modeling System https://github.com/genome/gms
44. Cuneiform, A Functional Workflow Language https://github.com/joergen7/cuneiform http://www.cuneiform-lang.org/
45. Anvaya http://www.ncbi.nlm.nih.gov/pubmed/22809419 http://webapp.cabgrid.res.in/biocomp/Anvaya/ANVAYA_Main.html#HOWTO_INSTALL_ANVAYA
46. Makeflow http://ccl.cse.nd.edu/software/makeflow/
47. Airavata http://airavata.apache.org/
48. Pyflow https://github.com/Illumina/pyflow
49. Cluster Flow http://clusterflow.io
50. Unipro UGENE http://ugene.net/ https://dx.doi.org/10.7717/peerj.644
51. CloudSlang http://www.cloudslang.io/
52. Stacks http://catchenlab.life.illinois.edu/stacks/
53. Leaf http://www.francesconapolitano.it/leaf/index.html
54. omictools http://omictools.com/
55. Job Description Language. The Job Description Language, JDL, is a high-level, user-oriented language based on Condor classified advertisements for describing jobs and aggregates of jobs such as Direct Acyclic Graphs and Collections. https://edms.cern.ch/ui/file/590869/1/WMS-JDL.pdf
56. YAWL yet another workflow language http://dx.doi.org/10.1016/j.is.2004.02.002 http://www.yawlfoundation.org/
57. Triquetrum https://projects.eclipse.org/projects/technology.triquetrum https://github.com/eclipse/triquetrum/
58. Kronos https://github.com/jtaghiyar/kronos
59. qsubsec http://doi.org/10.1093/bioinformatics/btv698 https://github.com/alastair-droop/qsubsec
60. YesWorkflow http://yesworkflow.org
61. gwf - Grid WorkFlow https://github.com/gwforg/gwf http://gwf.readthedocs.io/
62. Fireworks. https://pythonhosted.org/FireWorks/
63. NGLess: NGS with less work http://ngless.rtfd.io
64. pypipegraph https://github.com/TyberiusPrime/pypipegraph
65. Cromwell https://github.com/broadinstitute/cromwell
66. Dagobah - Simple DAG-based job scheduler in Python. https://github.com/thieman/dagobah
67. sushi https://github.com/uzh/sushi
68. Clinical Trial Processor - A program for processing clinical trials data. http://mircwiki.rsna.org/index.php?title=MIRC_CTP
69. Noodles http://nlesc.github.io/noodles/
70. Swift & Swift/T http://swift-lang.org/main/ http://swift-lang.org/Swift-T/
71. Consonance (runs SeqWare & CWL) https://github.com/Consonance/consonance/wiki
72. Dog https://github.com/dogtools/dog
73. Produce https://github.com/texttheater/produce
74. LONI Pipeline http://pipeline.loni.usc.edu/
75. Cpipe https://github.com/MelbourneGenomics/cpipe
76. AWE https://github.com/MG-RAST/AWE
77. (Py)COMPSs https://www.bsc.es/research-and-development/software-and-apps/software-list/comp-superscalar/
78. KLIKO https://github.com/gijzelaerr/kliko
79. SoS Workflow https://github.com/vatlab/SoS https://vatlab.github.io/sos-docs/ https://doi.org/10.1093/bioinformatics/bty405 https://doi.org/10.1371/journal.pcbi.1006843
80. XNAT Pipeline Engine https://wiki.xnat.org/display/XNAT/Pipeline+Engine https://wiki.xnat.org/display/XNAT/XNAT+Pipeline+Development+Schema
81. Metapipe https://github.com/TorkamaniLab/metapipe
82. OCCAM (Open Curation for Computer Architecture Modeling) https://occam.cs.pitt.edu/
83. Copernicus http://www.copernicus-computing.org
84. iRODS Rule Language https://github.com/samuell/irods-cheatsheets/blob/master/irods-rule-lang-full-guide.md
85. VisTrails https://www.vistrails.org
86. Bionode Watermill https://github.com/bionode/bionode-watermill
87. BIOVIA Pipeline Pilot Overview http://accelrys.com/products/collaborative-science/biovia-pipeline-pilot/
88. Dagman A meta-scheduler for HTCondor https://research.cs.wisc.edu/htcondor/dagman/dagman.html
89. UNICORE https://www.unicore.eu/docstore/workflow-7.6.0/workflow-manual.html#wf_dialect
90. Toil (A scalable, efficient, cross-platform and easy-to-use workflow engine in pure Python) https://github.com/BD2KGenomics/toil
91. Cylc (a workflow engine for cycling systems) https://cylc.github.io/
92. Autodesk Cloud Compute Canon https://github.com/Autodesk/cloud-compute-cannon
93. Civet https://github.com/TheJacksonLaboratory/civet
94. Cumulus https://github.com/Kitware/cumulus
95. High-performance integrated virtual environment (HIVE) https://hive.biochemistry.gwu.edu
96. Cloudgene http://cloudgene.uibk.ac.at/cloudgene-yaml
97. FASTR https://bitbucket.org/bigr_erasmusmc/fastr/ http://fastr.readthedocs.io/en/stable/
98. BioMake https://github.com/evoldoers/biomake http://dx.doi.org/10.1101/093245
99. remake https://github.com/richfitz/remake
100. SciFloware http://www-sop.inria.fr/members/Didier.Parigot/pmwiki/Scifloware/
101. OpenAlea http://openalea.gforge.inria.fr/dokuwiki/doku.php https://hal.archives-ouvertes.fr/hal-01166298/file/openalea-PradalCohen-Boulakia.pdf
102. COMBUSTI/O https://github.com/jarlebass/combustio http://hdl.handle.net/10037/9361
103. BioCloud https://github.com/ccwang002/biocloud-server-kai http://doi.org/10.6342/NTU201601295
104. Triana http://www.trianacode.org/ (website seems to have been taken over by SEO)
105. Kepler https://kepler-project.org/
106. Anduril http://anduril.org/site/
107. dgsh http://www.dmst.aueb.gr/dds/sw/dgsh/
108. EDGE bioinformatics: Empowering the Development of Genomics Expertise https://bioedge.lanl.gov/edge_ui/ http://edge.readthedocs.io/ https://lanl-bioinformatics.github.io/EDGE/
109. Pachyderm http://pachyderm.io/ http://pachyderm.readthedocs.io/en/stable/advanced/advanced.html
110. Digdag https://www.digdag.io/
111. Agua / Automated Genomics Utilities Agent http://aguadev.org
112. BioDepot Workflow Builder (BwB) https://github.com/BioDepot/BioDepot-workflow-builder https://doi.org/10.1101/099010
113. IMP: a pipeline for reproducible reference-independent integrated metagenomic and metatranscriptomic analyses http://r3lab.uni.lu/web/imp/ https://doi.org/10.1186/s13059-016-1116-8
114. Butler https://github.com/llevar/butler
115. adage / yadage https://github.com/diana-hep/adage https://github.com/diana-hep/yadage
116. HI-WAY: Execution of Scientific Workflows on Hadoop YARN https://github.com/marcbux/Hi-WAY https://openproceedings.org/2017/conf/edbt/paper-248.pdf
117. OpenMOLE https://github.com/openmole/openmole https://www.openmole.org/ https://doi.org/10.3389/fninf.2017.00021
118. Biopet https://github.com/biopet/biopet
119. Nephele https://nephele.niaid.nih.gov/
120. TOPPAS http://doi.org/10.1021/pr300187f
121. SBpipe https://pdp10.github.io/sbpipe/ https://github.com/pdp10/sbpipe https://doi.org/10.1186/s12918-017-0423-3
122. Dray http://dray.it/
123. GenomeVIP https://github.com/ding-lab/GenomeVIP https://doi.org/10.1101/gr.211656.116
124. GridSAM https://sourceforge.net/projects/gridsam/
125. Roddy https://github.com/eilslabs/Roddy
126. SciFlo (historical; doesn't seem to be maintained anymore) https://web.archive.org/web/20161118011409/https://sciflo.jpl.nasa.gov/SciFloWiki/FrontPage
127. GNU Guix Workflow Language https://git.roelj.com/guix/gwl.git#gnu-guix-workflow-language-extension https://github.com/UMCUGenetics/guix-workflows/blob/master/umcu/workflows/rnaseq.scm
128. Porcupine https://timvanmourik.github.io/Porcupine/
129. Parsl (a Parallel Scripting Library for Python) http://parsl-project.org
130. ECFLOW (Workflow primarily for Meteorological Applications) https://software.ecmwf.int/wiki/display/ECFLOW/ecflow+home
131. Ophidia http://ophidia.cmcc.it/
132. WebLicht https://weblicht.sfs.uni-tuebingen.de/
133. GATE Cloud https://cloud.gate.ac.uk/
134. SCIPION http://scipion.cnb.csic.es/m/home/ https://github.com/I2PC/scipion/wiki/Creating-a-Protocol
135. Ergatis http://ergatis.sourceforge.net/
136. TIGR "Workflow" https://sourceforge.net/projects/tigr-workflow/ http://tigr-workflow.sourceforge.net/
137. Archivematica https://wiki.archivematica.org/Main_Page (A preservation workflow system that implements the ISO-OAIS standard using gearman/MCP)
138. Martian http://martian-lang.org/about/
139. BioMAJ http://genouest.github.io/biomaj/
140. Conveyor http://conveyor.cebitec.uni-bielefeld.de (retired). https://academic.oup.com/bioinformatics/article/27/7/903/230562/Conveyor-a-workflow-engine-for-bioinformatic
141. Biopipe http://www.biopipe.org (appears to be defunct) https://www.ncbi.nlm.nih.gov/pmc/articles/PMC403782/
142. Wildfire http://wildfire.bii.a-star.edu.sg/ https://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-6-69
143. BioWBI http://bioinformatics.hsanmartino.it/bits_library/library/00079.pdf
144. BioWMS http://bioinformatics.hsanmartino.it/bits_library/library/00568.pdf
145. BioMoby http://biomoby.open-bio.org/ https://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-7-523
146. SIBIOS http://ieeexplore.ieee.org/document/1309094/
147. NGSANE https://github.com/BauerLab/ngsane https://academic.oup.com/bioinformatics/article/30/10/1471/266879/NGSANE-a-lightweight-production-informatics
148. Pwrake https://github.com/misshie/Workflows https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3180464/
149. Nesoni https://github.com/Victorian-Bioinformatics-Consortium/nesoni
150. Skam http://skam.sourceforge.net/skam-intro.html
151. TREVA http://bioinformatics.petermac.org/treva/ http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0095217
152. EGene https://www.semanticscholar.org/paper/EGene-a-configurable-pipeline-generation-system-fo-Durham-Kashiwabara/4c0656195b5efcdd3aa7bdcb55fc95a957c150aa https://academic.oup.com/bioinformatics/article/30/18/2659/2475637/EuGene-PP-a-next-generation-automated-annotation
153. WEP https://bioinformatics.cineca.it/wep/ https://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-14-S7-S11
154. Microbase http://www.microbasecloud.com/
155. e-Science Central http://www.esciencecentral.co.uk/ https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3538293/
156. Cyrille2 https://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-9-96
157. PaPy https://code.google.com/archive/p/papy/ https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3051902/
158. JobCenter https://github.com/yeastrc/jobcenter https://scfbm.biomedcentral.com/articles/10.1186/1751-0473-7-8
159. CoreFlow https://www.ncbi.nlm.nih.gov/pubmed/24503186
160. dynamic-pipeline https://code.google.com/archive/p/dynamic-pipeline/
161. XiP http://xip.hgc.jp/wiki/en/Main_Page https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3530915/
162. Eoulsan http://www.outils.genomique.biologie.ens.fr/eoulsan/ https://www.ncbi.nlm.nih.gov/pubmed/22492314
163. CloudDOE http://clouddoe.iis.sinica.edu.tw/
164. BioPig https://github.com/JGI-Bioinformatics/biopig https://www.ncbi.nlm.nih.gov/pubmed/24021384
165. SeqPig https://github.com/HadoopGenomics/SeqPig https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3866557/
166. zymake http://www-personal.umich.edu/~ebreck/code/zymake/
167. JMS https://github.com/RUBi-ZA/JMS http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0134273
168. CLC Genomics Workbench https://www.qiagenbioinformatics.com/products/clc-genomics-workbench/
169. NG6 http://ng6.toulouse.inra.fr/ https://www.ncbi.nlm.nih.gov/pubmed/22958229
170. VIBE http://www.incogen.com/vibe/
171. WDL (Workflow Description Language) https://github.com/broadinstitute/wdl
172. SciFlow https://github.com/kaizhang/SciFlow (not to be confused with SciFloware and SciFlo).
173. Bioshake https://github.com/PapenfussLab/bioshake
174. SciPipe http://scipipe.org
175. Kapacitor / TICKscripts https://docs.influxdata.com/kapacitor/v1.3//tick/
176. AiiDA: Automated Interactive Infrastructure and Database for Computational Science http://www.aiida.net/
177. Reflow: a language and runtime for distributed, integrated data processing in the cloud https://github.com/grailbio/reflow
178. Resolwe: an open source dataflow package for Django framework https://github.com/genialis/resolwe
179. Yahoo! Pipes (historical) https://en.wikipedia.org/wiki/Yahoo!_Pipes
180. Walrus https://github.com/fjukstad/walrus
181. Apache Beam https://beam.apache.org/
182. CLOSHA https://closha.kobic.re.kr/ https://www.bioexpress.re.kr/go_tutorial http://docplayer.net/19700397-Closha-manual-ver1-1-kobic-korean-bioinformation-center-kogun82-kribb-re-kr-2016-05-08-bioinformatics-workflow-management-system-in-bio-express.html https://doi.org/10.1186/s12859-018-2019-3
183. WopMars https://github.com/aitgon/wopmars http://wopmars.readthedocs.io/
184. flowing-clj https://github.com/stain/flowing-clj
185. Plumbing and Graph https://github.com/plumatic/plumbing
186. LabView http://www.ni.com/en-us/shop/labview.html
187. MyOpenLab http://myopenlab.org/
188. Max/MSP https://cycling74.com/products/max/
189. NoFlo https://noflojs.org/
190. Flowstone http://www.dsprobotics.com/flowstone.html
191. HyperLoom https://code.it4i.cz/ADAS/loom https://code.it4i.cz/ADAS/loom
192. Dask http://dask.pydata.org/en/latest/ https://github.com/dask/dask
193. Stimela https://github.com/SpheMakh/Stimela https://github.com/SpheMakh/Stimela/wiki https://www.acru.ukzn.ac.za/~cosmosafari2017/wp-content/uploads/2017/02/makhathini.pdf
194. JTracker https://jtracker.io/ https://github.com/jtracker-io
195. PipelineDog http://pipeline.dog/ https://github.com/zhouanbo/pipelinedog https://doi.org/10.1093/bioinformatics/btx759
196. DALiuGE https://arxiv.org/abs/1702.07617 https://github.com/ICRAR/daliuge https://daliuge.readthedocs.io/
197. Overseer https://github.com/framed-data/overseer
198. Squonk https://squonk.it/
199. GC3Pie https://github.com/uzh/gc3pie
200. Fractalide https://github.com/fractalide/fractalide
201. TOGGLe https://doi.org/10.1101/245480 http://toggle.southgreen.fr/
202. Askalon http://www.askalon.org
203. Eclipse ICE (The Integrated Computational Environment) https://www.eclipse.org/ice
204. Sandia Analysis Workbench (SAW) http://www.sandia.gov/saw/
205. dispel4py https://github.com/dispel4py/dispel4py
206. Jobber https://pypi.python.org/pypi/Jobber/0.1.4
207. NeatSeq-Flow http://neatseq-flow.readthedocs.io/
208. S4M https://bitbucket.org/uqokorn/s4m_base/wiki/Home
209. Loom http://med.stanford.edu/gbsc/loom.html https://github.com/StanfordBioinformatics/loom http://loom.readthedocs.io/en/latest/templates.html
210. Watchdog https://doi.org/10.1186/s12859-018-2107-4 https://github.com/klugem/watchdog
211. phpflo https://github.com/phpflo/phpflo
212. BASTet: Berkeley Analysis and Storage Toolkit https://openmsi.nersc.gov/openmsi/client/bastet.html https://biorack.github.io/BASTet/ https://doi.org/10.1109/TVCG.2017.2744479
213. Tavaxy: Pattern based workflow system for the bioinformatics domain http://www.tavaxy.org/
214. Ginflow: Decentralised adaptive workflow engine https://ginflow.inria.fr/
215. SciApps: A cloud-based platform for reproducible bioinformatics workflows https://doi.org/10.1093/bioinformatics/bty439 https://www.sciapps.org/
216. Stoa: Script Tracking for Observational Astronomy https://github.com/petehague/Stoa
217. Collective Knowledge (CK) framework http://cknowledge.org/
218. QosCosGrid (QCG) http://www.qoscosgrid.org/ http://www.qoscosgrid.org/trac/qcg-broker/wiki/qcg-advanced-client%20
219. High-Throughput Binding Affinity Calculator (HTBAC) https://htbac.readthedocs.io/en/latest/ https://github.com/radical-cybertools/htbac https://arxiv.org/abs/1801.01174
220. BioWorkbench (Swift-based) https://arxiv.org/abs/1801.03915 https://github.com/mmondelli/bioworkbench
221. ENVI Task Engine https://gbdxdocs.digitalglobe.com/docs/envi-task-engine https://www.harrisgeospatial.com/Learn/Whitepapers/TabId/2359/ArtMID/10212/ArticleID/17299/Workflow-Tools-in-ENVI.aspx https://envi-py-engine.readthedocs.io/en/latest/index.html
222. Pypeline https://github.com/cgarciae/pypeln
223. mpipe http://vmlaker.github.io/mpipe/
224. idseq-dag https://github.com/chanzuckerberg/idseq-dag
225. Piper (based upon GATK Queue) https://github.com/NationalGenomicsInfrastructure/piper
226. Apache Object Oriented Data Technology (OODT) http://oodt.apache.org/
227. JX Workflow (DSL for Makeflow) https://ccl.cse.nd.edu/software/manuals/jx-quick.html http://ccl.cse.nd.edu/research/papers/jx-escience-2018.pdf
228. The Adaptable IO System (ADIOS), ADIOS using applications can be the orchestrated into a workflow http://csmd.ornl.gov/adios
229. GenPipes https://doi.org/10.1101/459552 https://bitbucket.org/mugqic/genpipes/src/master/
230. Argo https://argoproj.github.io/ https://github.com/argoproj/argo https://github.com/argoproj/argo/blob/master/examples/README.md
231. Reana https://reana.readthedocs.io/en/latest/ https://github.com/reanahub/reana
232. Cuisine Framework https://www.astron.nl/~renting/cuisine.html
233. Niassa https://github.com/oicr-gsi/niassa https://oicr-gsi.github.io/niassa-docs/
234. pypeFLOW https://github.com/PacificBiosciences/pypeFLOW
235. Tiny Cloud Engine http://ka.cb.k.u-tokyo.ac.jp/tce/
236. Xbowflow https://github.com/ChrisSuess/Project-Xbow/tree/master/xbowflow
237. AdaptiveMd https://github.com/markovmodel/adaptivemd
238. Meshroom https://github.com/alicevision/meshroom
239. LSST Data Management https://github.com/lsst/pipe_base
240. CGAT-core https://github.com/cgat-developers/cgat-core
241. Prefect https://docs.prefect.io/
242. Apache SCXML engine https://commons.apache.org/proper/commons-scxml/guide/core-engine.html https://commons.apache.org/proper/commons-scxml/guide/scxml-documents.html
243. IceProd https://github.com/WIPACrepo/iceprod
244. AnADAMA2 http://huttenhower.sph.harvard.edu/anadama2
245. Luna https://luna-lang.org/
246. Passerelle https://code.google.com/archive/a/eclipselabs.org/p/passerelle
247. Kurator-Akka https://github.com/kurator-org/kurator-akka
248. Jug http://doi.org/10.5334/jors.161
249. Node-RED https://nodered.org/
250. Databolt Flow https://github.com/d6t/d6tflow
251. Frictionless Data Package Pipelines https://github.com/frictionlessdata/datapackage-pipelines
252. DataFlows https://github.com/datahq/dataflows
253. Volcano https://github.com/volcano-sh/volcano
254. DataJoint https://datajoint.io/
255. DIRAC3 (LHCb grid software) https://iopscience.iop.org/article/10.1088/1742-6596/219/6/062029

原文：https://github.com/common-workflow-language/common-workflow-language/wiki/Existing-Workflow-systems

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