Upgrade to Pro — share decks privately, control downloads, hide ads and more …

IPython: tools for the lifecycle of research co...

IPython: tools for the lifecycle of research computing

Talk delivered at SciPy 2012 in Austin, TX.
Video: http://www.youtube.com/watch?v=iwVvqwLDsJo.

Note: the middle section of the talk consisted of interactive demos with the IPython notebook.

Fernando Perez

July 19, 2012
Tweet

More Decks by Fernando Perez

Other Decks in Science

Transcript

  1. IPython: tools for the lifecycle of research computing Fernando Pérez

    @fperez_org http://ipython.org SciPy 2012 July 19, 2012
  2. The lifecycle of a scientific idea (the toy version) 1

    Individual exploratory work 2 Collaborative development 3 Production work (HPC, cloud, parallel) 4 Publication (with reproducible results!) 5 Education 6 Goto 1. The Problem with most tools Barriers and discontinuities in worfklow in between all the steps FP (UC Berkeley) IPython 7/19/2012 2 / 24
  3. The lifecycle of a scientific idea (the toy version) 1

    Individual exploratory work 2 Collaborative development 3 Production work (HPC, cloud, parallel) 4 Publication (with reproducible results!) 5 Education 6 Goto 1. The Problem with most tools Barriers and discontinuities in worfklow in between all the steps FP (UC Berkeley) IPython 7/19/2012 2 / 24
  4. Important: The notebook format JSON but version control-friendly Easy for

    machine processing, fixable by hand if need be. Lots of hooks for metadata Produce Markdown, reST, L A TEX, HTML, etc... An open format for sharing, publishing and archiving executable computational work FP (UC Berkeley) IPython 7/19/2012 5 / 24
  5. (Incomplete) Cast of Characters Brian Granger - Physics, Cal State

    San Luis Obispo Min Ragan-Kelley - Nuclear Engineering, UC Berkeley Matthias Bussonnier - Physics, Institut Curie, Paris Jonathan March- Enthought Thomas Kluyver - Biology, U. Sheffield Jörgen Stenarson - Elect. Engineering, Sweden. Paul Ivanov - Neuroscience, UC Berkeley. Robert Kern - Enthought Evan Patterson - Physics, Caltech/Enthought Brad Froehle - Mathematics, UC Berkeley Stefan van der Walt - UC Berkeley John Hunter - TradeLink Securities, Chicago. Prabhu Ramachandran - Aerospace Engineering, IIT Bombay. Satra Ghosh- MIT Neuroscience Gaël Varoquaux - Neurospin (Orsay, France) Ville Vainio - CS, Tampere University of Technology, Finland Barry Wark - Neuroscience, U. Washington. Ondrej Certik - Physics, U Nevada Reno Darren Dale - Cornell Justin Riley - MIT Mark Voorhies - UC San Francisco Nicholas Rougier - INRIA Nancy Grand Est Thomas Spura - Fedora project Many more! (~150 commit authors)
  6. Support Thank you! Enthought, Austin, TX: Lots! Microsoft: WinHPC support,

    Visual Studio integration, Azure (thanks to Shahrokh Mortazavi). DoD/DRC Inc: funding through Sept. 2012 (thanks to Jose Unpingco and Chris Keees). NIH: via NiPy grant NSF: via Sage compmath grant Google: summer of code 2005, 2010. Tech-X Corporation, Boulder, CO: Parallel/notebook (previous versions) We REALLY need more stable funding...
  7. Support Thank you! Enthought, Austin, TX: Lots! Microsoft: WinHPC support,

    Visual Studio integration, Azure (thanks to Shahrokh Mortazavi). DoD/DRC Inc: funding through Sept. 2012 (thanks to Jose Unpingco and Chris Keees). NIH: via NiPy grant NSF: via Sage compmath grant Google: summer of code 2005, 2010. Tech-X Corporation, Boulder, CO: Parallel/notebook (previous versions) We REALLY need more stable funding...