Automatic IDs, None Defaults, and Refreshing DataΒΆ
In the previous chapter, we saw how to add rows to the database using SQLModel.
Now let's talk a bit about why the id field can't be NULL on the database because it's a primary key, and we declare it using Field(primary_key=True).
But the same id field actually can be None in the Python code, so we declare the type with Optional[int], and set the default value to Field(default=None):
Because we don't set the id, it takes the Python's default value of None that we set in Field(default=None).
This is the only reason why we define it with Optional and with a default value of None.
Because at this point in the code, before interacting with the database, the Python value could actually be None.
If we assumed that the id was always an int and added the type annotation without Optional, we could end up writing broken code, like:
next_hero_id=hero_1.id+1
If we ran this code before saving the hero to the database and the hero_1.id was still None, we would get an error like:
TypeError: unsupported operand type(s) for +: 'NoneType' and 'int'
But by declaring it with Optional[int], the editor will help us to avoid writing broken code by showing us a warning telling us that the code could be invalid if hero_1.id is None. π
As we saw before, the session is smart and doesn't talk to the database every time we prepare something to be changed, only after we are ready and tell it to commit the changes it goes and sends all the SQL to the database to store the data.
Then we can commit the changes in the session, and print again:
# Code above omitted πwithSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)# Code below omitted π
# Code above omitted πwithSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)# Code below omitted π
π Full file preview
fromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:int|None=Field(default=None,primary_key=True)name:strsecret_name:strage:int|None=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
fromtypingimportOptionalfromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:Optional[int]=Field(default=None,primary_key=True)name:strsecret_name:strage:Optional[int]=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
And now, something unexpected happens, look at the output, it seems as if the Hero instance objects had no data at all:
fast βpython app.py π¬ Output above omitted π π¬ Here the engine talks to the database, the SQL partINFO Engine BEGIN (implicit) INFO Engine INSERT INTO hero (name, secret_name, age) VALUES (?, ?, ?) INFO Engine [generated in 0.00018s] ('Deadpond', 'Dive Wilson', None) INFO Engine INSERT INTO hero (name, secret_name, age) VALUES (?, ?, ?) INFO Engine [cached since 0.0008968s ago] ('Spider-Boy', 'Pedro Parqueador', None) INFO Engine INSERT INTO hero (name, secret_name, age) VALUES (?, ?, ?) INFO Engine [cached since 0.001143s ago] ('Rusty-Man', 'Tommy Sharp', 48) INFO Engine COMMIT
π¬ And now our printsAfter committing the session Hero 1: Hero 2: Hero 3:
What happens is that SQLModel (actually SQLAlchemy) is internally marking those objects as "expired", they don't have the latest version of their data. This is because we could have some fields updated in the database, for example, imagine a field updated_at: datetime that was automatically updated when we saved changes.
The same way, other values could have changed, so the option the session has to be sure and safe is to just internally mark the objects as expired.
And then, next time we access each attribute, for example with:
current_hero_name=hero_1.name
...SQLModel (actually SQLAlchemy) will make sure to contact the database and get the most recent version of the data, updating that field name in our object and then making it available for the rest of the Python expression. In the example above, at that point, Python would be able to continue executing and use that hero_1.name value (just updated) to put it in the variable current_hero_name.
All this happens automatically and behind the scenes. β¨
And here's the funny and strange thing with our example:
print("Hero 1:",hero_1)
We didn't access the object's attributes, like hero.name. We only accessed the entire object and printed it, so SQLAlchemy has no way of knowing that we want to access this object's data.
To confirm and understand how this automatic expiration and refresh of data when accessing attributes work, we can print some individual fields (instance attributes):
# Code above omitted πwithSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)# Code below omitted π
# Code above omitted πwithSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)# Code below omitted π
π Full file preview
fromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:int|None=Field(default=None,primary_key=True)name:strsecret_name:strage:int|None=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
fromtypingimportOptionalfromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:Optional[int]=Field(default=None,primary_key=True)name:strsecret_name:strage:Optional[int]=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
Now we are actually accessing the attributes, because instead of printing the whole object hero_1:
print("Hero 1:",hero_1)
...we are now printing the id attribute in hero.id:
print("Hero 1 ID:",hero_1.id)
By accessing the attribute, that triggers a lot of work done by SQLModel (actually SQLAlchemy) underneath to refresh the data from the database, set it in the object's id attribute, and make it available for the Python expression (in this case just to print it).
Let's see how it works:
fast βpython app.py π¬ Output above omitted π π¬ After committing, the objects are expired and have no valuesAfter committing the session Hero 1: Hero 2: Hero 3:
π¬ Now we will access an attribute like the ID, this is the first printAfter committing the session, show IDs
π¬ Notice that before printing the first ID, the Session makes the Engine go to the database to refresh the data π€INFO Engine BEGIN (implicit) INFO Engine SELECT hero.id AS hero_id, hero.name AS hero_name, hero.secret_name AS hero_secret_name, hero.age AS hero_age FROM hero WHERE hero.id = ? INFO Engine [generated in 0.00017s] (1,)
π¬ Here's our first print, now we have the database-generated IDHero 1 ID: 1
π¬ Before the next print, refresh the data for the second objectINFO Engine SELECT hero.id AS hero_id, hero.name AS hero_name, hero.secret_name AS hero_secret_name, hero.age AS hero_age FROM hero WHERE hero.id = ? INFO Engine [cached since 0.001245s ago] (2,)
π¬ Here's our print for the second hero with its auto-generated IDHero 2 ID: 2
π¬ Before the third print, refresh its dataINFO Engine SELECT hero.id AS hero_id, hero.name AS hero_name, hero.secret_name AS hero_secret_name, hero.age AS hero_age FROM hero WHERE hero.id = ? INFO Engine [cached since 0.002215s ago] (3,)
π¬ And here's our print for the third heroHero 3 ID: 3
π¬ What if we print another attribute like the name?After committing the session, show names Hero 1 name: Deadpond Hero 2 name: Spider-Boy Hero 3 name: Rusty-Man
π¬ Because the Session already refreshed these objects with all their data and the session knows they are not expired, it doesn't have to go again to the database for the names π€ restart β»
You just learnt how the session refreshes the data automatically behind the scenes, as a side effect, when you access an attribute.
But what if you want to explicitly refresh the data?
You can do that too with session.refresh(object):
# Code above omitted πwithSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)# Code below omitted π
# Code above omitted πwithSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)# Code below omitted π
π Full file preview
fromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:int|None=Field(default=None,primary_key=True)name:strsecret_name:strage:int|None=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
fromtypingimportOptionalfromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:Optional[int]=Field(default=None,primary_key=True)name:strsecret_name:strage:Optional[int]=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
When Python executes this code:
session.refresh(hero_1)
...the session goes and makes the engine communicate with the database to get the recent data for this object hero_1, and then the session puts the data in the hero_1 object and marks it as "fresh" or "not expired".
Here's how the output would look like:
fast βpython app.py π¬ Output above omitted π π¬ The first refreshINFO Engine SELECT hero.id, hero.name, hero.secret_name, hero.age FROM hero WHERE hero.id = ? INFO Engine [generated in 0.00024s] (1,)
π¬ The second refreshINFO Engine SELECT hero.id, hero.name, hero.secret_name, hero.age FROM hero WHERE hero.id = ? INFO Engine [cached since 0.001487s ago] (2,)
π¬ The third refreshINFO Engine SELECT hero.id, hero.name, hero.secret_name, hero.age FROM hero WHERE hero.id = ? INFO Engine [cached since 0.002377s ago] (3,)
π¬ Now print the data, as it's already refreshed there's no need for the Session to go and refresh it againAfter refreshing the heroes Hero 1: age=None id=1 name='Deadpond' secret_name='Dive Wilson' Hero 2: age=None id=2 name='Spider-Boy' secret_name='Pedro Parqueador' Hero 3: age=48 id=3 name='Rusty-Man' secret_name='Tommy Sharp'
This could be useful, for example, if you are building a web API to create heroes. And once a hero is created with some data, you return it to the client.
You wouldn't want to return an object that looks empty because the automatic magic to refresh the data was not triggered.
In this case, after committing the object to the database with the session, you could refresh it, and then return it to the client. This would ensure that the object has its fresh data.
Now, as a final experiment, we can also print data after the session is closed.
There are no surprises here, it still works:
# Code above omitted πwithSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)# Code below omitted π
# Code above omitted πwithSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)# Code below omitted π
π Full file preview
fromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:int|None=Field(default=None,primary_key=True)name:strsecret_name:strage:int|None=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
fromtypingimportOptionalfromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:Optional[int]=Field(default=None,primary_key=True)name:strsecret_name:strage:Optional[int]=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
And the output shows again the same data:
fast βpython app.py π¬ Output above omitted π π¬ By finishing the with block, the Session is closed, including a rollback of any pending transaction that could have been there and was not committedINFO Engine ROLLBACK
π¬ Then we print the data, it works normallyAfter the session closes Hero 1: age=None id=1 name='Deadpond' secret_name='Dive Wilson' Hero 2: age=None id=2 name='Spider-Boy' secret_name='Pedro Parqueador' Hero 3: age=48 id=3 name='Rusty-Man' secret_name='Tommy Sharp'
Each one of the numbered bubbles shows what each line will print in the output.
And as we created the engine with echo=True, we can see the SQL statements being executed at each step.
fromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:int|None=Field(default=None,primary_key=True)name:strsecret_name:strage:int|None=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
fromtypingimportOptionalfromsqlmodelimportField,Session,SQLModel,create_engineclassHero(SQLModel,table=True):id:Optional[int]=Field(default=None,primary_key=True)name:strsecret_name:strage:Optional[int]=Nonesqlite_file_name="database.db"sqlite_url=f"sqlite:///{sqlite_file_name}"engine=create_engine(sqlite_url,echo=True)defcreate_db_and_tables():SQLModel.metadata.create_all(engine)defcreate_heroes():hero_1=Hero(name="Deadpond",secret_name="Dive Wilson")hero_2=Hero(name="Spider-Boy",secret_name="Pedro Parqueador")hero_3=Hero(name="Rusty-Man",secret_name="Tommy Sharp",age=48)print("Before interacting with the database")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)withSession(engine)assession:session.add(hero_1)session.add(hero_2)session.add(hero_3)print("After adding to the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)session.commit()print("After committing the session")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After committing the session, show IDs")print("Hero 1 ID:",hero_1.id)print("Hero 2 ID:",hero_2.id)print("Hero 3 ID:",hero_3.id)print("After committing the session, show names")print("Hero 1 name:",hero_1.name)print("Hero 2 name:",hero_2.name)print("Hero 3 name:",hero_3.name)session.refresh(hero_1)session.refresh(hero_2)session.refresh(hero_3)print("After refreshing the heroes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)print("After the session closes")print("Hero 1:",hero_1)print("Hero 2:",hero_2)print("Hero 3:",hero_3)defmain():create_db_and_tables()create_heroes()if__name__=="__main__":main()
And here's all the output generated by running this program, all together:
fast βpython app.py INFO Engine BEGIN (implicit) INFO Engine PRAGMA main.table_info("hero") INFO Engine [raw sql] () INFO Engine PRAGMA temp.table_info("hero") INFO Engine [raw sql] () INFO Engine CREATE TABLE hero ( id INTEGER, name VARCHAR NOT NULL, secret_name VARCHAR NOT NULL, age INTEGER, PRIMARY KEY (id) )
INFO Engine [no key 0.00018s] () INFO Engine COMMIT Before interacting with the database Hero 1: id=None name='Deadpond' secret_name='Dive Wilson' age=None Hero 2: id=None name='Spider-Boy' secret_name='Pedro Parqueador' age=None Hero 3: id=None name='Rusty-Man' secret_name='Tommy Sharp' age=48 After adding to the session Hero 1: id=None name='Deadpond' secret_name='Dive Wilson' age=None Hero 2: id=None name='Spider-Boy' secret_name='Pedro Parqueador' age=None Hero 3: id=None name='Rusty-Man' secret_name='Tommy Sharp' age=48 INFO Engine BEGIN (implicit) INFO Engine INSERT INTO hero (name, secret_name, age) VALUES (?, ?, ?) INFO Engine [generated in 0.00022s] ('Deadpond', 'Dive Wilson', None) INFO Engine INSERT INTO hero (name, secret_name, age) VALUES (?, ?, ?) INFO Engine [cached since 0.001127s ago] ('Spider-Boy', 'Pedro Parqueador', None) INFO Engine INSERT INTO hero (name, secret_name, age) VALUES (?, ?, ?) INFO Engine [cached since 0.001483s ago] ('Rusty-Man', 'Tommy Sharp', 48) INFO Engine COMMIT After committing the session Hero 1: Hero 2: Hero 3: After committing the session, show IDs INFO Engine BEGIN (implicit) INFO Engine SELECT hero.id AS hero_id, hero.name AS hero_name, hero.secret_name AS hero_secret_name, hero.age AS hero_age FROM hero WHERE hero.id = ? INFO Engine [generated in 0.00029s] (1,) Hero 1 ID: 1 INFO Engine SELECT hero.id AS hero_id, hero.name AS hero_name, hero.secret_name AS hero_secret_name, hero.age AS hero_age FROM hero WHERE hero.id = ? INFO Engine [cached since 0.002132s ago] (2,) Hero 2 ID: 2 INFO Engine SELECT hero.id AS hero_id, hero.name AS hero_name, hero.secret_name AS hero_secret_name, hero.age AS hero_age FROM hero WHERE hero.id = ? INFO Engine [cached since 0.003367s ago] (3,) Hero 3 ID: 3 After committing the session, show names Hero 1 name: Deadpond Hero 2 name: Spider-Boy Hero 3 name: Rusty-Man INFO Engine SELECT hero.id, hero.name, hero.secret_name, hero.age FROM hero WHERE hero.id = ? INFO Engine [generated in 0.00025s] (1,) INFO Engine SELECT hero.id, hero.name, hero.secret_name, hero.age FROM hero WHERE hero.id = ? INFO Engine [cached since 0.001583s ago] (2,) INFO Engine SELECT hero.id, hero.name, hero.secret_name, hero.age FROM hero WHERE hero.id = ? INFO Engine [cached since 0.002722s ago] (3,) After refreshing the heroes Hero 1: age=None id=1 name='Deadpond' secret_name='Dive Wilson' Hero 2: age=None id=2 name='Spider-Boy' secret_name='Pedro Parqueador' Hero 3: age=48 id=3 name='Rusty-Man' secret_name='Tommy Sharp' INFO Engine ROLLBACK After the session closes Hero 1: age=None id=1 name='Deadpond' secret_name='Dive Wilson' Hero 2: age=None id=2 name='Spider-Boy' secret_name='Pedro Parqueador' Hero 3: age=48 id=3 name='Rusty-Man' secret_name='Tommy Sharp'
You read all that! That was a lot! Have some cake, you earned it. π°
We discussed how the session uses the engine to send SQL to the database, to create data and to fetch data too. How it keeps track of "expired" and "fresh" data. At which moments it fetches data automatically (when accessing instance attributes) and how that data is synchronized between objects in memory and the database via the session.
If you understood all that, now you know a lot about SQLModel, SQLAlchemy, and how the interactions from Python with databases work in general.
If you didn't get all that, it's fine, you can always come back later to refresh the concepts.
I think this might be one of the main types of bugs that cause problems and makes you scratch your head. So, good job studying it! πͺ