Versioning, Syncing & Streaming Large Datasets Using DAT + Node

Versioning, Syncing & Streaming Large Datasets Using DAT + Node

JSConf via YouTube Direct link

maintainer creates new zip of cool-project that might contain my fix

6 of 29

6 of 29

maintainer creates new zip of cool-project that might contain my fix

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Classroom Contents

Versioning, Syncing & Streaming Large Datasets Using DAT + Node

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  1. 1 Intro
  2. 2 dat is an open source tool for sharing and collaborating on data
  3. 3 analogy time: lets talk about source control
  4. 4 life before git
  5. 5 1. somehow get a zip of cool-project 2. unpack and edit a file 3. email the file back 4. ????
  6. 6 maintainer creates new zip of cool-project that might contain my fix
  7. 7 claim: currently data sharing is a mess
  8. 8 email csv files
  9. 9 database dumps in git
  10. 10 we want to do for data what git did for source code
  11. 11 npm install -g dat
  12. 12 max, import your genome into dat
  13. 13 data is stored locally in leveldb blobs are stored in blob-stores
  14. 14 choose the blob store that fits your use case s3, local-fs
  15. 15 auto schema generation - free REST API - *all* APIs are streaming
  16. 16 a data set we can all relate
  17. 17 calculate how big npm is using dat
  18. 18 dat cat transform
  19. 19 dat cat docker run-i transform
  20. 20 transform the npm data using bulk-markdown-to-png
  21. 21 use case: trillian astronomical
  22. 22 1. full sky scans 2. detect objects
  23. 23 problems: huge files, weird format
  24. 24 1TB gzipped CSVS 600 million objects, 300 columns 40TB imagery
  25. 25 data pipelines dependency management data streaming
  26. 26 gasket is a cross platform pipeline manager
  27. 27 datscript is an experimental pipeline config language
  28. 28 the future
  29. 29 branches, dat checkout 3b2d98V3, multi master replication, sync to databases, registry

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