I recently was working on a project that uses the great work of sqlmodel.
I ran into a funny issue though!
Take the following example:
from typing import List from sqlmodel import Field, Session, select, SQLModel, Column, JSON, create_engine from rich import print sqlite_file_name = "test.db" sqlite_url = f"sqlite:///{sqlite_file_name}" engine = create_engine(sqlite_url) SQLModel.metadata.create_all(engine) class Actor(SQLModel, table=True): name: str = Field(primary_key=True) movies: List[str] = Field(sa_column=Column(JSON)) def __init__(self, name: str, movies: List[str]): self.name = name self.movies = movies def create_db_and_tables(): SQLModel.metadata.create_all(engine) def create_actors(): """Creates two actors and commits them to the database""" actor_one = Actor( name="Bob Dylan", movies=["Pat Garrett and Billy the Kid", "Renaldo and Clara"] ) actor_two = Actor(name="Lady Gaga", movies=["A Star Is Born", "House of Gucci"]) session = Session(engine) session.add(actor_one) session.add(actor_two) session.commit() def update_actors(): with Session(engine) as session: # Get actor one statement = select(Actor).where(Actor.name == "Bob Dylan") results = session.exec(statement) actor_one = results.one() print("Actor one: ", actor_one.json()) actor_one.movies.append("The Godfather") print("--------- Movie Appended ---------") print("Actor one: ", actor_one.json()) session.add(actor_one) print() # Get actor two statement = select(Actor).where(Actor.name == "Lady Gaga") results = session.exec(statement) actor_two = results.one() print("Actor two: ", actor_two.json()) actor_two.movies.append("The Many Saints of Newark") print("--------- Movie Appended ---------") print("Actor two: ", actor_two.json()) session.add(actor_two) session.commit() session.refresh(actor_one) session.refresh(actor_two) print("-------------- Done! --------------") create_db_and_tables() create_actors() update_actors()
This script does a few things, let's break it down:
Sets up a test database:
sqlite_file_name = "test.db" sqlite_url = f"sqlite:///{sqlite_file_name}" engine = create_engine(sqlite_url) SQLModel.metadata.create_all(engine)
Creates the model for an
Actor
:class Actor(SQLModel, table=True): name: str = Field(primary_key=True) movies: List[str] = Field(sa_column=Column(JSON)) def __init__(self, name: str, movies: List[str]): self.name = name self.movies = movies
This is an SQLModel, which creates a table on the sqlite3 Database.
Actor.name
is required, and is the primary key of the database table.These are unique values.
Actor.movies
is an explicit List of strings.def __init__(self, name: str, movies: List[str]): self.name = name self.movies = movies
The
__init__
method of Actor
requires the same types as described above.We now create two Actors and commit them to the database by running the
create_actors()
function.def create_actors(): """Creates two actors and commits them to the database""" actor_one = Actor( name="Bob Dylan", movies=["Pat Garrett and Billy the Kid", "Renaldo and Clara"] ) actor_two = Actor(name="Lady Gaga", movies=["A Star Is Born", "House of Gucci"]) session = Session(engine) session.add(actor_one) session.add(actor_two) session.commit()
Now we define a function to Select and Update the actors from the Database.
def update_actors(): with Session(engine) as session: # Get actor one statement = select(Actor).where(Actor.name == "Bob Dylan") results = session.exec(statement) actor_one = results.one() print("Actor one: ", actor_one.json()) actor_one.movies.append("The Godfather") print("--------- Movie Appended ---------") print("Actor one: ", actor_one.json()) session.add(actor_one) ...
Here we're also going to print two things!
- The first actor, outputted as json
- The first actor, after appending the movie
"The Godfather"
to the list of movies.
Then we're going to add the
actor_one
Actor
object to the session.Next, we're going to do the same thing to
actor_two
: ... # Get actor two statement = select(Actor).where(Actor.name == "Lady Gaga") results = session.exec(statement) actor_two = results.one() print("Actor two: ", actor_two.json()) actor_two.movies.append("The Many Saints of Newark") print("--------- Movie Appended ---------") print("Actor two: ", actor_two.json()) session.add(actor_two) session.commit() session.refresh(actor_one) session.refresh(actor_two) print("-------------- Done! --------------")
So now let's run it!
Output:
gorm@gorm.dev python main.py Actor one: {"movies": ["Pat Garrett and Billy the Kid", "Renaldo and Clara"], "name": "Bob Dylan"} --------- Movie Appended --------- Actor one: {"movies": ["Pat Garrett and Billy the Kid", "Renaldo and Clara", "The Godfather"], "name": "Bob Dylan"} Actor two: {"movies": ["A Star Is Born", "House of Gucci"], "name": "Lady Gaga"} --------- Movie Appended --------- Actor two: {"movies": ["A Star Is Born", "House of Gucci", "The Many Saints of Newark"], "name": "Lady Gaga"} -------------- Done! --------------
Interesting!
It looks like we got our update!
Now let's fire up DB Browser for SQLite.
brew install --cask db-browser-for-sqlite
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Huh.
Well that's odd.
It turns out, we didn't update those database entries.
Where did this happen exactly?
Let's get a little more verbose.
I'm going to remove the
print
statements in update_actors
and then turn on echo=True
on the engine.sqlite_file_name = "test.db" sqlite_url = f"sqlite:///{sqlite_file_name}" engine = create_engine(sqlite_url, echo=True) #<--------------- SQLModel.metadata.create_all(engine)
Now let's remove the database:
gorm@gorm.dev rm test.db
Run the program again:
gorm@gorm.dev python main.py 2021-11-10 21:07:07,554 INFO sqlalchemy.engine.Engine BEGIN (implicit) 2021-11-10 21:07:07,554 INFO sqlalchemy.engine.Engine COMMIT 2021-11-10 21:07:07,556 INFO sqlalchemy.engine.Engine BEGIN (implicit) 2021-11-10 21:07:07,556 INFO sqlalchemy.engine.Engine PRAGMA main.table_info("actor") 2021-11-10 21:07:07,557 INFO sqlalchemy.engine.Engine [raw sql] () 2021-11-10 21:07:07,557 INFO sqlalchemy.engine.Engine PRAGMA temp.table_info("actor") 2021-11-10 21:07:07,557 INFO sqlalchemy.engine.Engine [raw sql] () 2021-11-10 21:07:07,557 INFO sqlalchemy.engine.Engine CREATE TABLE actor ( movies JSON, name VARCHAR NOT NULL, PRIMARY KEY (name) ) 2021-11-10 21:07:07,557 INFO sqlalchemy.engine.Engine [no key 0.00006s] () 2021-11-10 21:07:07,559 INFO sqlalchemy.engine.Engine CREATE INDEX ix_actor_name ON actor (name) 2021-11-10 21:07:07,559 INFO sqlalchemy.engine.Engine [no key 0.00007s] () 2021-11-10 21:07:07,560 INFO sqlalchemy.engine.Engine COMMIT 2021-11-10 21:07:07,560 INFO sqlalchemy.engine.Engine BEGIN (implicit) 2021-11-10 21:07:07,561 INFO sqlalchemy.engine.Engine INSERT INTO actor (movies, name) VALUES (?, ?) 2021-11-10 21:07:07,561 INFO sqlalchemy.engine.Engine [generated in 0.00013s] (('["Pat Garrett and Billy the Kid", "Renaldo and Clara"]', 'Bob Dylan'), ('["A Star Is Born", "House of Gucci"]', 'Lady Gaga')) 2021-11-10 21:07:07,562 INFO sqlalchemy.engine.Engine COMMIT 2021-11-10 21:07:07,563 INFO sqlalchemy.engine.Engine BEGIN (implicit) 2021-11-10 21:07:07,563 INFO sqlalchemy.engine.Engine SELECT actor.movies, actor.name FROM actor WHERE actor.name = ? 2021-11-10 21:07:07,563 INFO sqlalchemy.engine.Engine [no key 0.00007s] ('Bob Dylan',) 2021-11-10 21:07:07,564 INFO sqlalchemy.engine.Engine SELECT actor.movies, actor.name FROM actor WHERE actor.name = ? 2021-11-10 21:07:07,564 INFO sqlalchemy.engine.Engine [no key 0.00008s] ('Lady Gaga',) 2021-11-10 21:07:07,565 INFO sqlalchemy.engine.Engine COMMIT 2021-11-10 21:07:07,565 INFO sqlalchemy.engine.Engine BEGIN (implicit) 2021-11-10 21:07:07,566 INFO sqlalchemy.engine.Engine SELECT actor.movies, actor.name FROM actor WHERE actor.name = ? 2021-11-10 21:07:07,566 INFO sqlalchemy.engine.Engine [generated in 0.00008s] ('Bob Dylan',) 2021-11-10 21:07:07,567 INFO sqlalchemy.engine.Engine SELECT actor.movies, actor.name FROM actor WHERE actor.name = ? 2021-11-10 21:07:07,567 INFO sqlalchemy.engine.Engine [cached since 0.0006238s ago] ('Lady Gaga',) 2021-11-10 21:07:07,567 INFO sqlalchemy.engine.Engine ROLLBACK
Notice that there's no updates!
Just to make sure we're sane, let's open up an interactive shell:
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Okay...
Now let's add this to the database...
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What.. is happening?
Let's break it down to the basics.
Quick python refresher.
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Next, let's try with some lists...
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Ok, so what's going on here?
It seems that
actor_one.movies
hasn't... really changed?Let's try to switch up our code.
This didn't seem to work:
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What now?..
Ok, let's try making a new object.
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Output:
2021-11-10 21:37:11,580 INFO sqlalchemy.engine.Engine BEGIN (implicit) 2021-11-10 21:37:11,582 INFO sqlalchemy.engine.Engine UPDATE actor SET movies=? WHERE actor.name = ? 2021-11-10 21:37:11,582 INFO sqlalchemy.engine.Engine [generated in 0.00015s] ('["Pat Garrett and Billy the Kid", "Renaldo and Clara", "The Godfather"]', 'Bob Dylan') 2021-11-10 21:37:11,583 INFO sqlalchemy.engine.Engine COMMIT 2021-11-10 21:37:11,584 INFO sqlalchemy.engine.Engine BEGIN (implicit) 2021-11-10 21:37:11,585 INFO sqlalchemy.engine.Engine SELECT actor.movies, actor.name FROM actor WHERE actor.name = ? 2021-11-10 21:37:11,585 INFO sqlalchemy.engine.Engine [cached since 1597s ago] ('Bob Dylan',) 2021-11-10 21:37:11,585 INFO sqlalchemy.engine.Engine ROLLBACK
Notice these lines:
UPDATE actor SET movies=? WHERE actor.name = ? [generated in 0.00015s] ('["Pat Garrett and Billy the Kid", "Renaldo and Clara", "The Godfather"]', 'Bob Dylan')
✨ Nice! ✨
Now, taking what we've learned, let's update our program.
from typing import List from sqlmodel import Field, Session, select, SQLModel, Column, JSON, create_engine from rich import print sqlite_file_name = "test.db" sqlite_url = f"sqlite:///{sqlite_file_name}" engine = create_engine(sqlite_url) SQLModel.metadata.create_all(engine) class Actor(SQLModel, table=True): name: str = Field(primary_key=True) movies: List[str] = Field(sa_column=Column(JSON)) def __init__(self, name: str, movies: List[str]): self.name = name self.movies = movies def create_db_and_tables(): SQLModel.metadata.create_all(engine) def create_actors(): """Creates two actors and commits them to the database""" actor_one = Actor( name="Bob Dylan", movies=["Pat Garrett and Billy the Kid", "Renaldo and Clara"] ) actor_two = Actor(name="Lady Gaga", movies=["A Star Is Born", "House of Gucci"]) session = Session(engine) session.add(actor_one) session.add(actor_two) session.commit() def update_actors(): with Session(engine) as session: # Get actor one statement = select(Actor).where(Actor.name == "Bob Dylan") results = session.exec(statement) actor_one = results.one() print("Actor one: ", actor_one.json()) movies = [] movies += actor_one.movies movies += ["The Godfather"] actor_one.movies = movies print("--------- Movie Appended ---------") print("Actor one: ", actor_one.json()) session.add(actor_one) print() # Get actor two statement = select(Actor).where(Actor.name == "Lady Gaga") results = session.exec(statement) actor_two = results.one() print("Actor two: ", actor_two.json()) movies = [] movies += actor_two.movies movies += ["The Many Saints of Newark"] actor_two.movies = movies print("--------- Movie Appended ---------") print("Actor two: ", actor_two.json()) session.add(actor_two) session.commit() session.refresh(actor_one) session.refresh(actor_two) print("-------------- Done! --------------") create_db_and_tables() create_actors() update_actors()
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Output:
gorm@gorm.dev python main.py Actor one: {"movies": ["Pat Garrett and Billy the Kid", "Renaldo and Clara"], "name": "Bob Dylan"} --------- Movie Appended --------- Actor one: {"movies": ["Pat Garrett and Billy the Kid", "Renaldo and Clara", "The Godfather"], "name": "Bob Dylan"} Actor two: {"movies": ["A Star Is Born", "House of Gucci"], "name": "Lady Gaga"} --------- Movie Appended --------- Actor two: {"movies": ["A Star Is Born", "House of Gucci", "The Many Saints of Newark"], "name": "Lady Gaga"} -------------- Done! --------------
And just to be sure, let's open up the database!
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Sure enough!
Hope you learned something new!
Maybe I'll even save you a few hours of debugging. 🥴
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