implement general composition in ComposableMapper subtype
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0f9582c391
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@ -87,3 +87,4 @@ class Composer[C: Component]:
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Retrieve the named table composition, if defined.
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Retrieve the named table composition, if defined.
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'''
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'''
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return self.table_map.get(table_name)
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return self.table_map.get(table_name)
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@ -8,6 +8,7 @@ co3/collector.py
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co3/component.py
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co3/component.py
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co3/composer.py
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co3/composer.py
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co3/database.py
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co3/database.py
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co3/engine.py
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co3/indexer.py
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co3/indexer.py
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co3/manager.py
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co3/manager.py
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co3/mapper.py
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co3/mapper.py
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@ -26,6 +27,7 @@ co3/databases/__init__.py
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co3/databases/fts.py
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co3/databases/fts.py
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co3/databases/sql.py
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co3/databases/sql.py
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co3/databases/vss.py
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co3/databases/vss.py
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co3/engines/__init__.py
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co3/managers/__init__.py
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co3/managers/__init__.py
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co3/managers/fts.py
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co3/managers/fts.py
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co3/managers/sql.py
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co3/managers/sql.py
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@ -102,10 +102,12 @@ from co3.manager import Manager
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from co3.mapper import Mapper
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from co3.mapper import Mapper
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from co3.component import Component
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from co3.component import Component
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from co3.schema import Schema
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from co3.schema import Schema
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from co3.engine import Engine
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from co3 import accessors
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from co3 import accessors
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from co3 import databases
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from co3 import databases
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from co3 import managers
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from co3 import managers
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from co3 import components
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from co3 import components
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from co3 import schemas
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from co3 import schemas
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from co3 import engines
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from co3 import util
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from co3 import util
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@ -118,7 +118,7 @@ class SQLAccessor(RelationalAccessor[SQLTable]):
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limit = 0,
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limit = 0,
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mappings = False,
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mappings = False,
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include_cols = False,
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include_cols = False,
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) -> list[dict|sa.Mapping]:
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): # -> list[dict|sa.Mapping]: (double check the Mapping types)
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'''
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'''
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Perform a SELECT query against the provided table-like object (see
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Perform a SELECT query against the provided table-like object (see
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`check_table()`).
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`check_table()`).
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@ -1,3 +1,10 @@
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'''
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Dev note:
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Any reason to have ComposeableComponents and Relations as separate types? The thought
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is that there may be some possible Component types we want to be able to Compose that
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wouldn't logically be Relations. But the gap here might be quite small
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'''
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from typing import Self
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from typing import Self
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from abc import ABCMeta, abstractmethod
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from abc import ABCMeta, abstractmethod
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@ -12,7 +19,7 @@ class ComposableComponent[T](Component[T], metaclass=ABCMeta):
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Components that can be composed with others of the same type.
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Components that can be composed with others of the same type.
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'''
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'''
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@abstractmethod
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@abstractmethod
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def compose(self, component: Self, on) -> Self:
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def compose(self, component: Self, on, outer=False) -> Self:
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'''
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'''
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Abstract composition.
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Abstract composition.
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'''
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'''
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@ -67,7 +74,6 @@ class SQLTable(Relation[SQLTableLike]):
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Provide column:default pairs for a provided SQLAlchemy table.
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Provide column:default pairs for a provided SQLAlchemy table.
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Parameters:
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Parameters:
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table: SQLAlchemy table
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include_all: whether to include all columns, even those without explicit defaults
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include_all: whether to include all columns, even those without explicit defaults
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'''
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'''
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default_values = {}
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default_values = {}
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@ -95,6 +101,9 @@ class SQLTable(Relation[SQLTableLike]):
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return insert_dict
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return insert_dict
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def compose(self, _with: Self, on, outer=False):
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return self.obj.join(_with, on, isouter=outer)
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# key-value stores
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# key-value stores
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class Dictionary(Relation[dict]):
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class Dictionary(Relation[dict]):
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def get_attributes(self):
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def get_attributes(self):
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@ -1,3 +1,5 @@
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from contextlib import contextmanager
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import sqlalchemy as sa
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import sqlalchemy as sa
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from co3.engine import Engine
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from co3.engine import Engine
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@ -58,11 +58,11 @@ from co3.components import Relation, SQLTable
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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class RelationalManager[R: Relation, D: 'RelationalDatabase[R]'](Manager[R, D]):
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class RelationalManager[R: Relation](Manager[R]):
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pass
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pass
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class SQLManager(RelationalManager[SQLTable, 'SQLDatabase[SQLTable]']):
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class SQLManager(RelationalManager[SQLTable]):
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'''
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'''
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Core schema table manager. Exposes common operations and facilitates joint operations
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Core schema table manager. Exposes common operations and facilitates joint operations
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needed for highly connected schemas.
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needed for highly connected schemas.
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174
co3/mapper.py
174
co3/mapper.py
@ -33,10 +33,10 @@ from typing import Callable
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from collections import defaultdict
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from collections import defaultdict
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from co3.co3 import CO3
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from co3.co3 import CO3
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from co3.collector import Collector
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from co3.composer import Composer
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from co3.component import Component
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from co3.schema import Schema
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from co3.schema import Schema
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from co3.collector import Collector
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from co3.component import Component
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from co3.components import ComposableComponent
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class Mapper[C: Component]:
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class Mapper[C: Component]:
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@ -59,8 +59,9 @@ class Mapper[C: Component]:
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this class. It may be more appropriate to have at the Schema level, or even just
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this class. It may be more appropriate to have at the Schema level, or even just
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dissolved altogether if arbitrary named Components can be attached to schemas.
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dissolved altogether if arbitrary named Components can be attached to schemas.
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'''
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'''
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type comp_spec = str | C
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_collector_cls: type[Collector[C]] = Collector[C]
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_collector_cls: type[Collector[C]] = Collector[C]
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_composer_cls: type[Composer[C]] = Composer[C]
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def __init__(self, schema: Schema[C]):
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def __init__(self, schema: Schema[C]):
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'''
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'''
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@ -71,12 +72,11 @@ class Mapper[C: Component]:
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self.schema = schema
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self.schema = schema
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self.collector = self._collector_cls(schema)
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self.collector = self._collector_cls(schema)
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self.composer = self._composer_cls()
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self.attribute_comps: dict[type[CO3], C] = {}
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self.attribute_comps: dict[type[CO3], C] = {}
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self.collation_groups: dict[type[CO3], dict[str|None, C]] = defaultdict(dict)
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self.collation_groups: dict[type[CO3], dict[str|None, C]] = defaultdict(dict)
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def _check_component(self, comp: C | str):
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def _check_component(self, comp: self.comp_spec):
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if type(comp) is str:
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if type(comp) is str:
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comp_key = comp
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comp_key = comp
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comp = self.schema.get_component(comp_key)
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comp = self.schema.get_component(comp_key)
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@ -95,9 +95,9 @@ class Mapper[C: Component]:
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def attach(
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def attach(
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self,
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self,
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type_ref : type[CO3],
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type_ref : type[CO3],
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attr_comp : C | str,
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attr_comp : self.comp_spec,
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coll_comp : C | str | None = None,
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coll_comp : self.comp_spec | None = None,
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coll_groups : dict[str | None, C | str] = None
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coll_groups : dict[str | None, self.comp_spec] | None = None,
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) -> None:
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) -> None:
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'''
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'''
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Parameters:
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Parameters:
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@ -127,8 +127,8 @@ class Mapper[C: Component]:
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def attach_many(
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def attach_many(
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self,
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self,
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type_list: list[type[CO3]],
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type_list: list[type[CO3]],
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attr_name_map: Callable[[type[CO3]], str],
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attr_name_map: Callable[[type[CO3]], self.comp_spec],
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coll_name_map: Callable[[type[CO3], str|None], str] | None = None,
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coll_name_map: Callable[[type[CO3], str], self.comp_spec] | None = None,
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):
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):
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'''
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'''
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Auto-register a set of types to the Mapper's attached Schema. Associations are
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Auto-register a set of types to the Mapper's attached Schema. Associations are
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@ -148,6 +148,8 @@ class Mapper[C: Component]:
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for _type in type_list:
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for _type in type_list:
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attr_comp = attr_name_map(_type)
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attr_comp = attr_name_map(_type)
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coll_groups = {}
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coll_groups = {}
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if coll_name_map:
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for action_group in _type.group_registry:
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for action_group in _type.group_registry:
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coll_groups[action_group] = coll_name_map(_type, action_group)
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coll_groups[action_group] = coll_name_map(_type, action_group)
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@ -162,7 +164,7 @@ class Mapper[C: Component]:
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def get_collation_comp(
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def get_collation_comp(
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self,
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self,
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type_ref: type[CO3],
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type_ref: type[CO3],
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group=str | None
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group=str | None,
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) -> C | None:
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) -> C | None:
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return self.collation_groups.get(type_ref, {}).get(group, None)
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return self.collation_groups.get(type_ref, {}).get(group, None)
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@ -183,6 +185,11 @@ class Mapper[C: Component]:
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we don't do a whole lot more here: we just call `collect` over those
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we don't do a whole lot more here: we just call `collect` over those
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components, adding them to the collector session all the same.
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components, adding them to the collector session all the same.
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Parameters:
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obj: CO3 instance to collect from
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action_keys: keys for actions to collect from
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action_group: action group names to run all actions for
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Returns: dict with keys and values relevant for associated SQLite tables
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Returns: dict with keys and values relevant for associated SQLite tables
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'''
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'''
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if action_keys is None:
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if action_keys is None:
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@ -211,7 +218,7 @@ class Mapper[C: Component]:
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_, action_groups = obj.action_registry[action_key]
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_, action_groups = obj.action_registry[action_key]
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for action_group in action_groups:
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for action_group in action_groups:
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collation_component = self.get_collation_comp(_cls, group=action_group)
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collation_component, _ = self.get_collation_comp(_cls, group=action_group)
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if collation_component is None:
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if collation_component is None:
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continue
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continue
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@ -234,3 +241,144 @@ class Mapper[C: Component]:
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return receipts
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return receipts
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class ComposableMapper[C: ComposableComponent](Mapper[C]):
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'''
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Dev note: class design
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Heavily debating between multiple possible design approaches here. The main
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purpose of this subtype is make clear the need for additional compositional
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mapping details, namely functions that can produce pairwise join conditions for
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both the attribute tree (vertical traversal) and the collation components
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(horizontal traversal). Here's a few remarks:
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- I want the necessary maps to provided/stored _outside_ of `compose` calls to
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reduce overhead for downstream callers. It's awkward to have think about the
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exact attr-to-attr associations each time you want a type's associated
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composition, especially when they don't change under the same Mapper (i.e.,
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if you have the Mapper reference, the compositional associations should be
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implicit).
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- The barebones spec here appears to be two pairwise "composer" maps: one for
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attribute comps, and one for collation comps. For now I think this makes sense
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as additional init params, but there may later be reason to wrap this up a bit
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more.
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- Considering the full deprecation for the Composer type, or whether this could be
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the place where it serves some purpose. Aesthetically, there's symmetry with the
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`collect` and Collector method-type pairing, but that isn't a good enough reason
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to justify a separate type here. The difference is that Collector instances
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actually store type references, whereas the considered Composer type would
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effectively just be a convenient collection of utility functions. Still possibly
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useful, but not as clearly justifiable.
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- If a separate Composer type were to be justified here, it would serve as a
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"reusable connective tissue" for possibly many Mappers with the same kinds of
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edge-wise relationships. Can think of it like this:
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* Schemas collect up "nodes" (Components). These are explicit storage structures
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in a DB, and can include some explicit attribute connections (foreign keys),
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although those are connections made on the DB side.
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* Mappers provide an exoskeleton for a Schema's nodes. It structures Components into
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attributes and collation types, and additionally ties them to external CO3
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types. The handy analogy here has been that attribute comps connect
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_vertically_ (in a tree like fashion; point up for parents and down for
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children), and collation comps point _horiztonally_ (or perhaps more aptly,
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_outward_; at each node in the attribute tree, you have a "circle" of
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collation comps that can point to it, and are not involved as formal tree
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nodes. Can maybe think of these like "ornaments" or bulbs or orbitals).
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* While the Mappers may provide the "bones," there's no way to communicate
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_across_ them. While I might know that one attribute is the "parent" of
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another, I don't know _why_ that relationship is there. A Composer, or the
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composer details to be provided to this class, serve as the "nerves" to be
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paired with the bone, actually establishing a line of communication. More
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specifically, the nerves here are attribute-based mappings between pairs of
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Components, i.e., (generalized) join conditions.
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- Note that, by the above logic, we should then want/need a type to manage the
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functions provided to `attach_many`. These functions help automatically
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characterize the shape of the type skeleton in the same way the proposed
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Composer wrapper would. In fact, the barebones presentation here is really just
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the same two function signatures as are expected by that method. The above
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analogy simply made me ask why the "bones" wouldn't be reusable if the "nerves"
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were going to be. So we should perhaps coordinate a decision on this front; if
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one goes, the other must as well. This may also help me keep it simpler for the
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time being.
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- One other aspect of a dedicated Composer type (and by the above point, a
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hypothetical type to aid in `attach_many` specification) could have some sort of
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"auto" feature about it. With a clear enough "discovery system," we could
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encourage certain kinds of Schemas and components are named and structured. Such
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an auto-composer could "scan" all components in a provided Schema and attempt to
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find common attributes across tables that are unlinked (i.e., the reused
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column names implicit across types in the attribute hierarchy; e.g., File.name
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-> Note.name), as well as explicit connections which may suggest collation
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attachment (e.g., `note_conversions.name` --FK-> Note.name). This, of course,
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could always be overridden with manual specification, but being aware of some
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automatic discovery structures could help constrain schema definitions to be
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more in-line with the CO3 operational model. That all being said, this is a
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large amount of complexity and should likely be avoided until necessary.
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'''
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def __init__(
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self,
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schema : Schema[C],
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attr_compose_map : Callable[[self.comp_spec, self.comp_spec], Any] | None = None
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coll_compose_map : Callable[[self.comp_spec, self.comp_spec], Any] | None = None
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):
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super().__init__(schema)
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self.attr_compose_map = attr_compose_map
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self.coll_compose_map = coll_compose_map
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def compose(
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self,
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obj: CO3,
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action_groups: list[str] = None,
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*compose_args,
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**compose_kwargs,
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):
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'''
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Compose tables up the type hierarchy, and across through action groups to
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collation components.
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Note:
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Comparing to ORM, this method would likely also still be needed, since it may
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not be explicitly clear how some JOINs should be handled up the inheritance
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chain (for components / sa.Relationships, it's a little easier).
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Parameters:
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outer: whether to use outer joins down the chain
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conversion: whether to return conversion joins or base primitives
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full: whether to return fully connected primitive and conversion table
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'''
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attr_comp_agg = None
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for _cls in reversed(obj.__class__.__mro__[:-2]):
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attr_comp = self.get_attribute_comp(_cls)
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# require an attribute component for type consideration
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if attr_comp is None:
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continue
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# compose horizontally with components from provided action groups
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coll_comp_agg = attr_comp
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for action_group in action_groups:
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coll_comp = self.get_collation_comp(_cls, group=action_group)
|
||||||
|
|
||||||
|
if coll_comp is None:
|
||||||
|
continue
|
||||||
|
|
||||||
|
compose_condition = self.coll_compose_map(coll_comp_agg, coll_comp)
|
||||||
|
|
||||||
|
coll_comp_agg = coll_comp_agg.compose(
|
||||||
|
component=coll_comp,
|
||||||
|
on=compose_condition,
|
||||||
|
*compose_args,
|
||||||
|
**compose_kwargs,
|
||||||
|
)
|
||||||
|
|
||||||
|
# note the reduced attr_comp ref passed to compose map, rather than
|
||||||
|
# coll_comp_agg produced above; this is provided as the compose comp, though
|
||||||
|
compose_condition = self.attr_compose_map(attr_comp_agg, attr_comp)
|
||||||
|
attr_comp_agg = attr_comp_agg.compose(
|
||||||
|
component=coll_comp_agg,
|
||||||
|
on=compose_condition,
|
||||||
|
*compose_args,
|
||||||
|
**compose_kwargs,
|
||||||
|
)
|
||||||
|
|
||||||
|
return attr_comp_agg
|
||||||
|
6
examples/.ipynb_checkpoints/database-checkpoint.ipynb
Normal file
6
examples/.ipynb_checkpoints/database-checkpoint.ipynb
Normal file
@ -0,0 +1,6 @@
|
|||||||
|
{
|
||||||
|
"cells": [],
|
||||||
|
"metadata": {},
|
||||||
|
"nbformat": 4,
|
||||||
|
"nbformat_minor": 5
|
||||||
|
}
|
57
examples/database.ipynb
Normal file
57
examples/database.ipynb
Normal file
@ -0,0 +1,57 @@
|
|||||||
|
{
|
||||||
|
"cells": [
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 1,
|
||||||
|
"id": "6f6fbc7e-4fb9-4353-b2ee-9ea819a3c896",
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stderr",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"/home/smgr/.pyenv/versions/co4/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
|
||||||
|
" from .autonotebook import tqdm as notebook_tqdm\n"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"import vegetables"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": null,
|
||||||
|
"id": "88fd0ea8-9c94-4569-a51b-823a04f32f55",
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [],
|
||||||
|
"source": [
|
||||||
|
"tomato = vegetables.Tomato('t1', 5)\n",
|
||||||
|
"\n",
|
||||||
|
"# test a register collation action\n",
|
||||||
|
"tomato.collate('ripe')"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"metadata": {
|
||||||
|
"kernelspec": {
|
||||||
|
"display_name": "co3",
|
||||||
|
"language": "python",
|
||||||
|
"name": "co3"
|
||||||
|
},
|
||||||
|
"language_info": {
|
||||||
|
"codemirror_mode": {
|
||||||
|
"name": "ipython",
|
||||||
|
"version": 3
|
||||||
|
},
|
||||||
|
"file_extension": ".py",
|
||||||
|
"mimetype": "text/x-python",
|
||||||
|
"name": "python",
|
||||||
|
"nbconvert_exporter": "python",
|
||||||
|
"pygments_lexer": "ipython3",
|
||||||
|
"version": "3.12.2"
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"nbformat": 4,
|
||||||
|
"nbformat_minor": 5
|
||||||
|
}
|
@ -103,3 +103,25 @@ tomato_cooking_table = sa.Table(
|
|||||||
vegetable_schema = SQLSchema.from_metadata(metadata)
|
vegetable_schema = SQLSchema.from_metadata(metadata)
|
||||||
vegetable_mapper = Mapper(vegetable_schema)
|
vegetable_mapper = Mapper(vegetable_schema)
|
||||||
|
|
||||||
|
def attr_name_map(cls):
|
||||||
|
return f'{cls.__name__.lower()}'
|
||||||
|
|
||||||
|
def coll_name_map(cls, action_group):
|
||||||
|
return f'{cls.__name__.lower()}_{action_group}_states'
|
||||||
|
|
||||||
|
vegetable_mapper.attach_many(
|
||||||
|
type_list,
|
||||||
|
attr_name_map,
|
||||||
|
coll_name_map,
|
||||||
|
)
|
||||||
|
|
||||||
|
'''
|
||||||
|
new mapping type for Mapper attachment:
|
||||||
|
|
||||||
|
Callable[ [type[CO3], str|None], tuple[str, tuple[str], tuple[str]]]
|
||||||
|
|
||||||
|
tail tuples to associate column names from central table to collation
|
||||||
|
|
||||||
|
this should complete the auto-compose horizontally
|
||||||
|
'''
|
||||||
|
|
||||||
|
Loading…
Reference in New Issue
Block a user