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📝 Add docs page for self-referential model
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# Self-referential relationships | ||
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Oftentimes we need to model a relationship between one entity of some class and another entity (or multiple entities) of that **same** class. This is called a **self-referential** or **recursive** relationship. (The pattern is also sometimes referred to as an **adjacency list**.) | ||
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In database terms this means having a table with a foreign key reference to the primary key in the same table. | ||
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Say, for example, we want to introduce a `Villain` class. 😈 Every villain can have a **boss**, who also must be a villain. If a villain is the boss to other villains, we want to call those his **minions**. | ||
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Let's do this with **SQLModel**. 🤓 | ||
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## Using SQLAlchemy arguments | ||
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We already learned a lot about [Relationship attributes](../tutorial/relationship-attributes/index.md){.internal-link target=_blank} in previous chapters. We know that **SQLModel** is built on top of **SQLAlchemy** and we know that the latter allows defining self-referential relationships (see [their documentation](https://docs.sqlalchemy.org/en/14/orm/self_referential.html){.external-link target=_blank}). | ||
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To allow more fine-grained control over it, the `Relationship` constructor allows explicitly passing additional keyword-arguments to the [`sqlalchemy.orm.relationship`](https://docs.sqlalchemy.org/en/14/orm/relationship_api.html#sqlalchemy.orm.relationship){.external-link target=_blank} constructor that is being called under the hood via the `sa_relationship_kwargs` parameter. This is supposed to be a mapping (e.g. a dictionary) of strings representing the SQLAlchemy **parameter names** to the **values** we want to pass through as arguments. | ||
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Since SQLAlchemy relationships provide the [`remote_side`](https://docs.sqlalchemy.org/en/14/orm/relationship_api.html#sqlalchemy.orm.relationship.params.remote_side){.external-link target=_blank} parameter for just such an occasion, we can leverage that directly to construct the self-referential pattern with minimal code. | ||
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```Python hl_lines="12" | ||
# Code above omitted 👆 | ||
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{!./docs_src/advanced/self_referential/tutorial001.py[ln:6-17]!} | ||
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# Code below omitted 👇 | ||
``` | ||
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<details> | ||
<summary>👀 Full file preview</summary> | ||
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```Python | ||
{!./docs_src/advanced/self_referential/tutorial001.py!} | ||
``` | ||
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</details> | ||
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Using the `sa_relationship_kwargs` parameter, we pass the keyword-argument `remote_side='Villain.id'` to the underlying relationship property. | ||
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!!! info | ||
The SQLAlchemy documentation mentions this in passing, but crucially the `remote_side` value _"may be passed as a Python-evaluable string when using Declarative."_ | ||
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This allows us to pass the `id` field of the class we are just now defining as the remote side of that relationship. | ||
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## Back-populating and self-referencing | ||
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Notice that we explicitly defined the relationship attributes we wanted for referring to the `boss` **as well as** the `minions` of a `Villain`. | ||
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For our purposes, it is necessary that we also provide the `back_populates` parameter to both relationships as explained in detail in a [dedicated chapter](../tutorial/relationship-attributes/back-populates.md){.internal-link target=_blank}. | ||
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In addition, the type annotations were made by enclosing our `Villain` class name in quotes, since we are referencing a class that is not yet fully defined by the time the interpreter reaches those lines. (See the chapter on [type annotation strings](../tutorial/relationship-attributes/type-annotation-strings.md){.internal-link target=_blank} for a detailed explanation.) | ||
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Finally, as with regular (i.e. non-self-referential) foreign key relationships, it is up to us to decide, whether it makes sense to allow the field to be **empty** or not. In our example, not every villain must have a boss. (In fact, we would otherwise introduce a circular reference chain, which would not make sense in this context.) Therefore we declare `boss_id: Optional[int]` and `boss: Optional['Villain']`. This is analogous to the `Hero`→`Team` relationship we saw [in an earlier chapter](../tutorial/relationship-attributes/define-relationships-attributes.md#optional-relationship-attributes){.internal-link target=_blank}. | ||
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## Creating instances | ||
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Now let us see how we can create villains with a boss: | ||
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```Python hl_lines="6-7" | ||
# Code above omitted 👆 | ||
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{!./docs_src/advanced/self_referential/tutorial001.py[ln:30-49]!} | ||
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# Code below omitted 👇 | ||
``` | ||
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<details> | ||
<summary>👀 Full file preview</summary> | ||
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```Python | ||
{!./docs_src/advanced/self_referential/tutorial001.py!} | ||
``` | ||
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</details> | ||
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Just as with regular relationships, we can simply pass our boss villain as an argument to the constructor with `boss=thinnus`. | ||
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If we only learn that a villain actually had a secret boss after we have already created him, we can just as easily assign him that boss retroactively: | ||
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```Python hl_lines="8" | ||
# Code above omitted 👆 | ||
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{!./docs_src/advanced/self_referential/tutorial001.py[ln:30-31]!} | ||
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# Previous code here omitted 👈 | ||
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{!./docs_src/advanced/self_referential/tutorial001.py[ln:51-55]!} | ||
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# Code below omitted 👇 | ||
``` | ||
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<details> | ||
<summary>👀 Full file preview</summary> | ||
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```Python | ||
{!./docs_src/advanced/self_referential/tutorial001.py!} | ||
``` | ||
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</details> | ||
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And if we want to add minions to a boss after the fact, this is as easy as adding items to a Python list (because that's all it is 🤓): | ||
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```Python hl_lines="11" | ||
# Code above omitted 👆 | ||
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{!./docs_src/advanced/self_referential/tutorial001.py[ln:30-31]!} | ||
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# Previous code here omitted 👈 | ||
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{!./docs_src/advanced/self_referential/tutorial001.py[ln:57-68]!} | ||
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# Code below omitted 👇 | ||
``` | ||
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<details> | ||
<summary>👀 Full file preview</summary> | ||
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```Python | ||
{!./docs_src/advanced/self_referential/tutorial001.py!} | ||
``` | ||
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</details> | ||
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Since our relationships work both ways, we don't even need to add all our `clone_bot_`s to the session individually. Instead we can simply add `ultra_bot` once again and commit the changes. We do need to refresh them all individually though, if we want to get their updated attributes. | ||
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## Traversing the relationship graph | ||
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By setting up our relationships this way, we can easily go back and forth along the graph representing all relationships we have created so far. | ||
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For example, we can verify that our `clone_bot_1` has a boss, who has his own boss, and one of that top-boss' minions is `ebonite_mew`: | ||
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```Python | ||
top_boss_minions = clone_bot_3.boss.boss.minions | ||
assert any(minion is ebonite_mew for minion in top_boss_minions) # passes | ||
``` | ||
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!!! info | ||
Notice that we can in fact check for **identity** using `is` as opposed to `==` here, since we are dealing with those exact same objects, not just objects that hold the same **data**. |
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from typing import List, Optional | ||
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from sqlmodel import Field, Relationship, Session, SQLModel, create_engine | ||
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class Villain(SQLModel, table=True): | ||
id: Optional[int] = Field(default=None, primary_key=True) | ||
name: str = Field(index=True) | ||
power_level: int | ||
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boss_id: Optional[int] = Field( | ||
foreign_key="villain.id", default=None, nullable=True | ||
) | ||
boss: Optional["Villain"] = Relationship( | ||
back_populates="minions", sa_relationship_kwargs=dict(remote_side="Villain.id") | ||
) | ||
minions: List["Villain"] = Relationship(back_populates="boss") | ||
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sqlite_file_name = "database.db" | ||
sqlite_url = f"sqlite:///{sqlite_file_name}" | ||
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engine = create_engine(sqlite_url, echo=False) | ||
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def create_db_and_tables() -> None: | ||
SQLModel.metadata.create_all(engine) | ||
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def create_villains() -> None: | ||
with Session(engine) as session: | ||
thinnus = Villain(name="Thinnus", power_level=9001) | ||
ebonite_mew = Villain(name="Ebonite Mew", power_level=400, boss=thinnus) | ||
dark_shorty = Villain(name="Dark Shorty", power_level=200, boss=thinnus) | ||
ultra_bot = Villain(name="Ultra Bot", power_level=2 ** 9) | ||
session.add(ebonite_mew) | ||
session.add(dark_shorty) | ||
session.add(ultra_bot) | ||
session.commit() | ||
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session.refresh(thinnus) | ||
session.refresh(ebonite_mew) | ||
session.refresh(dark_shorty) | ||
session.refresh(ultra_bot) | ||
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print("Created villain:", thinnus) | ||
print("Created villain:", ebonite_mew) | ||
print("Created villain:", dark_shorty) | ||
print("Created villain:", ultra_bot) | ||
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ultra_bot.boss = thinnus | ||
session.add(ultra_bot) | ||
session.commit() | ||
session.refresh(ultra_bot) | ||
print("Updated villain:", ultra_bot) | ||
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clone_bot_1 = Villain(name="Clone Bot 1", power_level=2 ** 6) | ||
clone_bot_2 = Villain(name="Clone Bot 2", power_level=2 ** 6) | ||
clone_bot_3 = Villain(name="Clone Bot 3", power_level=2 ** 6) | ||
ultra_bot.minions.extend([clone_bot_1, clone_bot_2, clone_bot_3]) | ||
session.add(ultra_bot) | ||
session.commit() | ||
session.refresh(clone_bot_1) | ||
session.refresh(clone_bot_2) | ||
session.refresh(clone_bot_3) | ||
print("Added minion:", clone_bot_1) | ||
print("Added minion:", clone_bot_2) | ||
print("Added minion:", clone_bot_3) | ||
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def main() -> None: | ||
create_db_and_tables() | ||
create_villains() | ||
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if __name__ == "__main__": | ||
main() |
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tests/test_advanced/test_self_referential/test_tutorial001.py
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from unittest.mock import patch | ||
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from sqlmodel import create_engine | ||
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from ...conftest import get_testing_print_function | ||
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expected_calls = [ | ||
[ | ||
"Created villain:", | ||
{ | ||
"name": "Thinnus", | ||
"power_level": 9001, | ||
"id": 1, | ||
"boss_id": None, | ||
}, | ||
], | ||
[ | ||
"Created villain:", | ||
{ | ||
"name": "Ebonite Mew", | ||
"power_level": 400, | ||
"id": 3, | ||
"boss_id": 1, | ||
}, | ||
], | ||
[ | ||
"Created villain:", | ||
{ | ||
"name": "Dark Shorty", | ||
"power_level": 200, | ||
"id": 4, | ||
"boss_id": 1, | ||
}, | ||
], | ||
[ | ||
"Created villain:", | ||
{ | ||
"name": "Ultra Bot", | ||
"power_level": 2 ** 9, | ||
"id": 2, | ||
"boss_id": None, | ||
}, | ||
], | ||
[ | ||
"Updated villain:", | ||
{ | ||
"name": "Ultra Bot", | ||
"power_level": 2 ** 9, | ||
"id": 2, | ||
"boss_id": 1, | ||
}, | ||
], | ||
[ | ||
"Added minion:", | ||
{ | ||
"name": "Clone Bot 1", | ||
"power_level": 2 ** 6, | ||
"id": 5, | ||
"boss_id": 2, | ||
}, | ||
], | ||
[ | ||
"Added minion:", | ||
{ | ||
"name": "Clone Bot 2", | ||
"power_level": 2 ** 6, | ||
"id": 6, | ||
"boss_id": 2, | ||
}, | ||
], | ||
[ | ||
"Added minion:", | ||
{ | ||
"name": "Clone Bot 3", | ||
"power_level": 2 ** 6, | ||
"id": 7, | ||
"boss_id": 2, | ||
}, | ||
], | ||
] | ||
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def test_tutorial(clear_sqlmodel): | ||
from docs_src.advanced.self_referential import tutorial001 as mod | ||
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mod.sqlite_url = "sqlite://" | ||
mod.engine = create_engine(mod.sqlite_url) | ||
calls = [] | ||
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new_print = get_testing_print_function(calls) | ||
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with patch("builtins.print", new=new_print): | ||
mod.main() | ||
assert calls == expected_calls |