1 / 41

Muttering about metadata

Muttering about metadata. Report from the Metadata work group Review of QCDml. metadata. Meta- Greek among, with, after, from Data Latin information Literally data about data Data Gauge configuration Ensemble of gauge configurations Metadata (MD) How was data created

rowan-hodges
Download Presentation

Muttering about metadata

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Muttering about metadata Report from the Metadata work group Review of QCDml

  2. metadata • Meta-Greekamong, with, after, from • DataLatininformation • Literally data about data • Data • Gauge configuration • Ensemble of gauge configurations • Metadata (MD) • How was data created • Format, machine, code, algorithm, physics XML at light quarks @css

  3. Why do we need metadata? • Extreme example no metadata • Cfgs have random string names with no directory structure for different ensembles • Impossible to use • Organise files • Into directories for ensembles • Give cfgs names with markov chain position • Construct a scheme for the metadata • Rules for describing the data XML at light quarks @css

  4. A basic scheme • Use “meaningful” filenames • Metadata is encoded into the names of the files and directories • Can have some structure or hierarchy • But not completely flexible • Example with three fields. What ordering? • gauge-action/volume/quark-mass • gauge-action/quark-mass/volume • What happens for 2+1 flavours • Not extensible XML at light quarks @css

  5. A broken scheme D52C202K3500U010010_LL3450X_FL3400X_CMesonT00T31 D52C202K3500U010010_LL3450X_FL3400X_CMesonT00T31 • Old UKQCD meson correlator filename • What does X stand for? • Wilson, Rotated, Clover • Many different clover. Scheme broken • X means none of the above! Dynamical cSW=2.02 ≈ 2.0171 NP determined – no information XML at light quarks @css

  6. A better scheme • Recreate data from MD • This is an very important requirement • Know what the data is – Data provenance • Combination of IO parameters and code • Implicit assumptions are recorded! :^) • Version n cannot read version m :^( • Code X cannot process MD from Code Y :^( • Can we construct a general scheme? • Recreate data from MD? XML at light quarks @css

  7. Extensible schemes • LQCD metadata is hierarchical • Rich structure • Metadata scheme has to reflect this • Extensible • New metadata requires a new scheme • In extensible scheme • Old scheme is included in new one • Old metadata fits in new scheme • No need to refactor existing documents XML at light quarks @css

  8. Markup language • Combines text and information about text • Presentational • text format (e.g. This slide) WISIWIG • Procedural • presentation of text, not WISIWIG • Tex, postscript • Descriptive or semantic • Labels fragments of text • No presentation or other interpretation mandated • SGML, XML, VML HTML has both procedural and descriptive elements XML at light quarks @css

  9. XML Web standard • XML eXtensible Markup Language • www.w3.org/XML • XML is for structuring data • XML looks a bit like HTML • XML is text, but isn't meant to be read • XML is verbose by design • XML is a family of technologies • XML is license-free, platform-independent and well-supported • <beer>happiness</beer> XML at light quarks @css

  10. XML II • Semantic, eXtensible Markup language • XML was designed to carry data, not to display data • Cf. with HTML, designed for displaying data. • Incompatible applications can exchange data wrapped in xml • XML is just plain text • User defined tags allow structure to be developed • Lattice QCD metadata is structured • XML does not DO anything • You need an application for this • XML schema • Defines a set of rules for the XML document XML at light quarks @css

  11. Well formed XML XML at light quarks @css

  12. XML schema • What is XML schema? • Collection of rules for XML documents • Other schema languages, DTD, Relax NG, Schematron • An XML schema is itself an XML document • Why do we need an XML schema? • Computers can read and understand XML IDs • <length>16</length> • Meaning of length is context dependent • Applications can know types, parse and processes XML data • Could just be an XSLT style sheet to transform XML in HTML and render a web page e.g. LDG web-client XML at light quarks @css

  13. A word of caution • XML is not magic • XML is nota solution • It is a useful tool • Not the only tool • We still have to use the tool • Ideally produce metadata from code • What metadata? • What is standard/useful/implicit • Application has to do something with it XML at light quarks @css

  14. Metacrap • Not all aspects/connotations of metadata are good • Metacrap: Putting the torch to seven straw-men of the meta-utopia • http://www.well.com/~doctorow/metacrap.htm • Amusing and valid critique of some MD ideas • But not all are relevant to this project XML at light quarks @css

  15. International lattice data grid (ILDG) • Lattice data is very expensive to generate • Many groups now make data available • MILC, UKQCD, RBC, JLQCD, Adelaide group • Many others share data • ILDG is representative of whole lattice community • MD working group (CMM is UK rep) • Middleware working group (MGB, RO [epcc]) XML at light quarks @css

  16. Introducing QCDml • XML schemata for gauge configuration MD • Developed and maintained by MDWG • Design by committee – always a good idea • Basic concept • MD describing an ensemble • MD describing a configuration belonging an ensemble XML at light quarks @css

  17. QCDml Ensemble XML at light quarks @css

  18. Physics XML at light quarks @css

  19. Fermion action inheritance XML at light quarks @css

  20. Example QCDml Ensemble • 1 Name of schema (URI) • 2 Using W3.org XML schema (URI) • 3 Schema location for • a) named schema (URI) • b) Location of schema (URL) • 4 Name of Ensemble (URI) XML at light quarks @css

  21. Example QCDml Ensemble • 1 Name of schema (URI) • 2 Using W3.org XML schema (URI) • 3 Schema location for • a) named schema (URI) • b) Location of schema (URL) • 4 Name of Ensemble (URI) XML at light quarks @css

  22. Example QCDml Ensemble • 1 Name of schema (URI) • 2 Using W3.org XML schema (URI) • 3 Schema location for • a) named schema (URI) • b) Location of schema (URL) • 4 Name of Ensemble (URI) XML at light quarks @css

  23. Example QCDml Ensemble • 1 Name of schema (URI) • 2 Using W3.org XML schema (URI) • 3 Schema location for • a) named schema (URI) • b) Location of schema (URL) • 4 Name of Ensemble (URI) XML at light quarks @css

  24. Example quark action XML at light quarks @css

  25. QCDml Config XML at light quarks @css

  26. Markov Step XML at light quarks @css

  27. <markovChainURI/> Ensemble <markovChainURI/> Config <dataLFN/> Replica catalogue Actual file instances Multiple copies Name hierarchy Unique name in for ensemble in ILDG namespace XML at light quarks @css

  28. Algorithm • General scheme too complex • Algorithmic MD can belong to ensemble or config. • Either name value pairs • Or import another schema • Lives in separate namespace XML at light quarks @css

  29. Namespaces Allow another namespace to be imported here Application processing QCDml can ignore this namespace Can include all metadata into XML IDs Local applications can be alg schema aware, but ignore non-local ones XML at light quarks @css

  30. Alg Namespace example Imported namespace has it’s own schema Imported schema is not in default namespace, so has a prefix All elements belonging to this namespace use this prefix XML at light quarks @css

  31. Data format • ILDG specified format • All gauge configurations in the same format • Based on NERSC data layout • SciDAC LIME records • UKQCD perspective • CPS cannot do this :^( • Chroma can :^) • qdp++ tools exist for conversion etc XML at light quarks @css

  32. How to generate QCDml • Ensemble MD requires a human • Use schema aware tool (cmm uses XMLspy) • Take existing XML ID and hack • Not that hard, only once per ensemble • Config XML • Post-processing on QCDOC • Example of DWF data XML at light quarks @css

  33. DWF data • CPS on QCDOC writes • Data in NERSC format • VML files containing MD • Parameters of objects • Effective check-pointing • Data stored with meaningful path- and filenames • Includes binary and source code version • Satisfies important constraint • Recreate data from Metadata :^) XML at light quarks @css

  34. From one scheme to another • Series of scripts and utilities can do conversion • qdp++ • cmm • /host/cmaynard/tools/scripts • Utilities compiled for qcdocx • Conversion and submit to grid XML at light quarks @css

  35. Scripts • Data conversion and XML chunks are built by scripts • makeQCDmlConfig.sh glues XML together • dataSet.sh contains dataset specifications • Plus sundries XML at light quarks @css

  36. Problems with XML • Lattice QCD (meta)data is really mathematics • XML is not really ideal for storing this data • QCDml has defined common names for <action/> etc • Even WilsonAction has more than one common usage • Kappa versus mass • Algorithm metadata is too complex for common names • Not really defined in the metadata • Unstructured parameter values included • This is OK because • an ensemble is defined by the action • not the algorithm used to generate it • Extending to propagators and correlators is hard for the same reason as defining the algorithm ILDG 13 December 5 2008

  37. We need an application • XML does not DO anything • For it to be useful we need to do something with it! • What do we want to do with it? • Is QCDml good for this purpose • QCDml design focused on searching the metadata catalogue • This was probably a good idea! • Xpath used to query XML databases • Basic tools/APIs exist for constructing queries • Cf. UKQCD DiGS GUI browser, LDG web-client and JLDG faceted navigation application • Metadata capture • How do we create XML IDs? • Does any application actually write QCDml? • UKQCD does post-processing • Data provenance • Does QCDml provide this? Hard-work ILDG 13 December 5 2008

  38. What next? • QCDml seems to work OK • How much is it being used? • We don’t have many applications that DO something with it • CMM’s Questions for ILDG • What do we want to do with metadata? • Do we have the right sort of metadata for this? • What tools or applications do we need? • Someone then has to build them • if we don’t ask, we don’t get! • Can we review QCDml usage to define what tools we need? ILDG 13 December 5 2008

  39. Work flow tools • Graphical tools for linking work together • components could be … • Machine job submission tasks • The actual MC code • data logistics • Now used by many areas of science, • particle physics experiments • chemistry • Examples • Unicore • “my experiment” XML at light quarks @css

  40. Topics for Discussion • Technical • tools • Metadata capture • Data conversion • Use of QCDml • Data Curation, • Data provenance • Sociological • Encouraging other groups to join • ILDG paper • Funding XML at light quarks @css

  41. Finally XML at light quarks @css

More Related