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Translating NWB schema language to linkml
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translate-nwb
Translating NWB schema language to linkml
The nwb specification language has several components
- Namespaces: subcollections of specifications
- Groups:
We want to translate the schema to LinkML so that we can export to other schema formats, generate code for dealing with the data, and ultimately make it interoperable with other formats.
To do that, we need to map:
- Namespaces: seem to operate like separate schema? Then within a namespace the rest are top-level objects
- Inheritance: NWB has an odd inheritance system, where the same syntax is used for
inheritance, mixins, type declaration, and inclusion.
neurodata_type_inc
->is_a
- Groups:
- Slots: Lots of properties are reused in the nwb spec, and LinkML lets us separate these out as slots
- dims, shape, and dtypes: these should have been just attributes rather than put in the spec language, so we'll just make an Array class and use that.
How does pynwb use the schema?
- nwb-schema is included as a git submodule within pynwb
- __get_resources encodes the location of the directory
- __TYPE_MAP eventually contains the schema information
- on import, load_namespaces populates
__TYPE_MAP
- register_class decorator is used on all pynwb classes to register with
__TYPE_MAP
- Unclear how the schema is used if the containers contain the same information
- the register_container_type method in hdmf's TypeMap class seems to overwrite the loaded schema???
__NS_CATALOG
seems to actually hold references to the schema but it doesn't seem to be used anywhere except within__TYPE_MAP
?
- NWBHDF5IO uses
TypeMap
to greate aBuildManager
- Parent class HDF5IO then reimplements a lot of basic functionality from elsehwere
- Parent-parent metaclass HDMFIO appears to be the final writing class?
BuildManager.build
then callsTypeMap.build
???
TypeMap.build
...- gets the
ObjectMapper
which does god knows what - Calls the
ObjectMapper.build
method - Which seems to ultimately create a
DatasetBuilder
object
- gets the
- The
DatasetBuilder
is returned to theBuildManager
which seems to just store it? - HDMFIO.write then calls
write_builder
to use the builder, which is unimplemented in the metaclass- HDF5IO.write_builder implements it for HDF5, which then calls
write_group
,write_dataset
,write_link
, depending on the builder types, each of which are extremely heavy methods! - eg.
write_dataset
is basically unreadable to me, but seems to implement every type of dataset writing in a single method.
- HDF5IO.write_builder implements it for HDF5, which then calls
- At this point it is entirely unclear how the schema is involved, but the file is written.