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provide a **standalone**, **independent** access to KM3NeT data - Uses the [[https://github.com/scikit-hep/uproot][uproot]] library to access ROOT data -- Provides convenient wrapper classes - Maximum performance due to [[https://www.numpy.org][numpy]] and [[http://numba.pydata.org][numba]] - Data are read lazily: - - only loaded into memory when directly accessed - - apply several cut masks on huge datasets without reading them into the memory + - only loaded when directly accessed + - cut masks on huge datasets without loading them ** uproot -- Describe the projec -- describe Scikit-HEP -- thanks to Jim -- etc. +- ROOT I/O (read/write) in pure Python and Numpy +- Unlike ~PyROOT~ and ~root_numpy~, ~uproot~ does not depend on C++ ROOT +- Very helpful developers (*Jim Pivarski*, one of the main authors helped a lot to + parse KM3NeT ROOT files and we also contributed to uproot) +- The rate of reading data into arrays with ~uproot~ is shown to be faster than + C++ ROOT or ~root_numpy~ +*** uproot rate / ROOT rate + +[[file:images/uproot_vs_root.png]] + +Source: https://github.com/scikit-hep/uproot/blob/master/README.rst + +*** uproot rate / ~root_numpy~ rate + +[[file:images/uproot_vs_root_numpy.png]] + +Source: https://github.com/scikit-hep/uproot/blob/master/README.rst + +** awkward arrays? +- "Manipulate arrays of complex data structures as easily as Numpy." +- Variable-length lists (jagged/ragged), deeply nested (record structure), + different data types in the same list, etc. +- https://github.com/scikit-hep/awkward-array +- A recommended talk (by Jim himself) on this topic in the HEP context: + https://www.youtube.com/watch?v=2NxWpU7NArk +- ~awkward v1.0~ being rewritten in C++ with focus on ~numba~ ** Installation - Dependencies: @@ -73,10 +94,6 @@ pip install -e ~/Dev/km3io ** Why is it so cool? - Runs on Linux, macOS, Windows, as long as Python 3.5+ is installed - Every data is a ~numpy~ array or ~awkward~ array (~numpy~ compatible array of complex data structures) -** awkward arrays? -- some details on it -- maybe the link to the talk which Jim gave on a HEP conference about awkward arrays - * Accessing Online (DAQ) Data ** km3io supports the following DAQ datatypes - ~JDAQEvent~ (the event dataformat) -- GitLab