mirror of
https://github.com/p2p-ld/nwb-linkml.git
synced 2024-11-10 00:34:29 +00:00
212 lines
6.5 KiB
Python
212 lines
6.5 KiB
Python
"""
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Adapters to linkML classes
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"""
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import pdb
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import re
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from abc import abstractmethod
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from typing import List, Optional
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from nwb_schema_language import Dataset, Group, ReferenceDtype, CompoundDtype, DTypeType
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from nwb_linkml.adapters.adapter import Adapter, BuildResult
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from linkml_runtime.linkml_model import ClassDefinition, SlotDefinition
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from nwb_linkml.maps import QUANTITY_MAP
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from nwb_linkml.lang_elements import Arraylike
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CAMEL_TO_SNAKE = re.compile('((?<=[a-z0-9])[A-Z]|(?!^)[A-Z](?=[a-z]))')
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"""
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Convert camel case to snake case
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courtesy of: https://stackoverflow.com/a/12867228
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"""
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def camel_to_snake(name:str) -> str:
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"""
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Convert camel case to snake case
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courtesy of: https://stackoverflow.com/a/12867228
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"""
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return CAMEL_TO_SNAKE.sub(r'_\1', name).lower()
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class ClassAdapter(Adapter):
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"""
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Abstract adapter to class-like things in linkml, holds methods common to
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both DatasetAdapter and GroupAdapter
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"""
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cls: Dataset | Group
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parent: Optional['ClassAdapter'] = None
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@abstractmethod
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def build(self) -> BuildResult:
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"""
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Make this abstract so it can't be instantiated directly.
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Subclasses call :meth:`.build_base` to get the basics true of both groups and datasets
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"""
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def build_base(self, extra_attrs: Optional[List[SlotDefinition]]=None) -> BuildResult:
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"""
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Build the basic class and attributes before adding any specific
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modifications for groups or datasets.
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"""
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# Build this class
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#name = self._get_full_name()
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kwargs = {}
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if self.parent is not None:
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kwargs['name'] = self._get_full_name()
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else:
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kwargs['name'] = self._get_attr_name()
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kwargs['tree_root'] = True
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# Attributes
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name_slot = self.build_name_slot()
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kwargs['attributes'] = [name_slot]
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# Get vanilla top-level attributes
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kwargs['attributes'].extend(self.build_attrs(self.cls))
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if extra_attrs is not None:
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if isinstance(extra_attrs, SlotDefinition):
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extra_attrs = [extra_attrs]
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kwargs['attributes'].extend(extra_attrs)
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kwargs['description'] = self.cls.doc
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kwargs['is_a'] = self.cls.neurodata_type_inc
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cls = ClassDefinition(
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**kwargs
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)
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slots = []
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if self.parent is not None:
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slots.append(self.build_self_slot())
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res = BuildResult(
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classes = [cls],
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slots = slots
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)
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return res
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def build_attrs(self, cls: Dataset | Group) -> List[SlotDefinition]:
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attrs = [
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SlotDefinition(
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name=attr.name,
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description=attr.doc,
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range=self.handle_dtype(attr.dtype),
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) for attr in cls.attributes
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]
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return attrs
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def _get_full_name(self) -> str:
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"""The full name of the object in the generated linkml
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Distinct from 'name' which is the thing that's used to define position in
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a hierarchical data setting
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"""
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if self.cls.neurodata_type_def:
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name = self.cls.neurodata_type_def
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elif self.cls.name is not None:
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# not necessarily a unique name, so we combine parent names
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name_parts = []
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if self.parent is not None:
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name_parts.append(self.parent._get_full_name())
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name_parts.append(self.cls.name)
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name = '__'.join(name_parts)
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elif self.cls.neurodata_type_inc is not None:
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# again, this is against the schema, but is common
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name = self.cls.neurodata_type_inc
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else:
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raise ValueError('Not sure what our name is!')
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return name
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def _get_attr_name(self) -> str:
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"""
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Get the name to use as the attribute name,
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again distinct from the actual name of the instantiated object
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"""
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# return self._get_full_name()
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name = None
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if self.cls.neurodata_type_def:
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#name = camel_to_snake(self.cls.neurodata_type_def)
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name = self.cls.neurodata_type_def
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elif self.cls.name is not None:
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# we do have a unique name
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name = self.cls.name
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elif self.cls.neurodata_type_inc:
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#name = camel_to_snake(self.cls.neurodata_type_inc)
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name = self.cls.neurodata_type_inc
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if name is None:
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raise ValueError(f'Class has no name!: {self.cls}')
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return name
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def handle_dtype(self, dtype: DTypeType | None) -> str:
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if isinstance(dtype, ReferenceDtype):
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return dtype.target_type
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elif dtype is None or dtype == []:
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# Some ill-defined datasets are "abstract" despite that not being in the schema language
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return 'AnyType'
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elif isinstance(dtype, list) and isinstance(dtype[0], CompoundDtype):
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# there is precisely one class that uses compound dtypes:
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# TimeSeriesReferenceVectorData
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# compoundDtypes are able to define a ragged table according to the schema
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# but are used in this single case equivalently to attributes.
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# so we'll... uh... treat them as slots.
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# TODO
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return 'AnyType'
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#raise NotImplementedError('got distracted, need to implement')
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else:
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# flat dtype
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return dtype
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def build_name_slot(self) -> SlotDefinition:
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"""
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If a class has a name, then that name should be a slot with a
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fixed value.
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If a class does not have a name, then name should be a required attribute
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References:
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https://github.com/NeurodataWithoutBorders/nwb-schema/issues/552#issuecomment-1700319001
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Returns:
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"""
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if self.cls.name:
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name_slot = SlotDefinition(
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name='name',
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required=True,
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ifabsent=f'string({self.cls.name})',
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equals_string=self.cls.name,
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range='string'
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)
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else:
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name_slot = SlotDefinition(
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name='name',
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required=True,
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range='string'
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)
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return name_slot
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def build_self_slot(self) -> SlotDefinition:
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"""
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If we are a child class, we make a slot so our parent can refer to us
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"""
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return SlotDefinition(
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name=self._get_attr_name(),
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description=self.cls.doc,
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range=self._get_full_name(),
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**QUANTITY_MAP[self.cls.quantity]
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)
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