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HDF5 is for Lovers
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Prev: 11 Introduction to NumPy and Matplotlib
Next: 11 Efficient Parallel Python for High-Performance Computing
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Author(s):
Anthony Scopatz
Location
105
Date
jul Mon 16
Days Raw Files
Start
13:00
First Raw Start
12:06
Duration
240:00
Offset
0:53:13
End
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Last Raw End
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0:10:39
0:40:40
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1:38:38
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HDF5 is a hierarchical, binary database format that has become a *de facto* standard for scientific computing. While the specification may be used in a relatively simple way (persistence of static arrays) it also supports several high-level features that prove invaluable. These include chunking, ragged data, extensible data, parallel I/O, compression, complex selection, and in-core calculations. Moreover, HDF5 bindings exist for almost every language - including two Python libraries (PyTables and h5py). This tutorial will discuss tools, strategies, and hacks for really squeezing every ounce of performance out of HDF5 in new or existing projects. It will also go over fundamental limitations in the specification and provide creative and subtle strategies for getting around them. Overall, this tutorial will show how HDF5 plays nicely with all parts of an application making the code and data both faster and smaller. With such powerful features at the developer's disposal, what is not to love?! This tutorial is targeted at a more advanced audience which has a prior knowledge of Python and NumPy. Knowledge of C or C++ and basic HDF5 is recommended but not required.
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2012-07-16/12_56_13.dv
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2012-07-16/13_04_00.dv
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2012-07-16/13_18_15.dv
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2012-07-16/13_32_48.dv
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2012-07-16/13_45_52.dv
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2012-07-16/13_50_46-1.dv
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2012-07-16/14_53_09.dv
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2012-07-16/11_02_36.dv
2012-07-16/11_13_16.dv
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2012-07-16/13_51_31.dv
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2012-07-16/14_29_52.dv
2012-07-16/14_53_09.dv
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