Large refactor of HDF5 support #897
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Remove compile-time dependency on libFLAC and use flacarray instead
Convert the existing version-1 HDF5 data format to use flacarray for low-level compression / decompression, while remaining backwards compatible with the existing on-disk group and dataset structure.
Define a new version (2) of the native HDF5 data format which makes use of flacarray and enforces consistent use of per-field compression parameters. This new version adds support for saving / loading arbitrary observation attributes, provided they define the save_hdf5() and load_hdf5() methods.
Fix Observation duplicate() and eq() methods to correctly handle arbitrary attributes which are more complicated class instances.