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Waylon S. Walker 2025-07-03 09:48:05 -05:00
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3.11

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## Learning nested models
This repo is for learning.
* avoid n + 1 performance slowdown
* avoid over selecting from the database blowing up memory
## Services architecture
* api.py
* models.py
* routes.py
* service.py

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from fastapi import FastAPI, HTTPException
from typing import List
from sqlmodel import SQLModel, Session, select
from sqlalchemy.orm import selectinload, joinedload, subqueryload
from models import User, Post
from models import *
from database import engine
from dependencies import get_session
from fastapi import Depends
from service import get_users_with_recent_posts
app = FastAPI()
@app.on_event("startup")
def on_startup():
SQLModel.metadata.create_all(engine)
@app.get("/users", response_model=List[User])
def get_users_with_posts(session: Session = Depends(get_session)):
return User.get_all(session)
@app.get("/users/recent", response_model=List[UserWithRecentPosts])
def get_users_recent(session: Session = Depends(get_session)):
return get_users_with_recent_posts(session)
@app.get("/users/{user_id}/posts", response_model=List[PostReadWithUser])
def get_posts_by_user(user_id: int, session: Session = Depends(get_session)):
with Session(engine) as session:
statement = (
select(Post).where(Post.user_id == user_id).options(selectinload(Post.user))
)
posts = session.exec(statement).all()
if not posts:
raise HTTPException(status_code=404, detail="No posts found for user")
return posts
# return [PostReadWithUser.model_validate(post) for post in posts]
@app.get("/nplusone", response_model=List[PostReadWithUser])
def get_nplusone(session: Session = Depends(get_session)):
user_id = 1
with Session(engine) as session:
statement = select(Post).where(Post.user_id == user_id)
posts = session.exec(statement).all()
for post in posts:
session.refresh(post.user)
if not posts:
raise HTTPException(status_code=404, detail="No posts found for user")
return posts
@app.get("/selectinload", response_model=List[PostReadWithUser])
def get_selectinload(session: Session = Depends(get_session)):
user_id = 1
with Session(engine) as session:
statement = (
select(Post).where(Post.user_id == user_id).options(selectinload(Post.user))
)
posts = session.exec(statement).all()
if not posts:
raise HTTPException(status_code=404, detail="No posts found for user")
return posts
@app.get("/joinedload", response_model=List[PostReadWithUser])
def get_joinedload(session: Session = Depends(get_session)):
user_id = 1
with Session(engine) as session:
statement = (
select(Post).where(Post.user_id == user_id).options(joinedload(Post.user))
)
posts = session.exec(statement).all()
if not posts:
raise HTTPException(status_code=404, detail="No posts found for user")
return posts
@app.get("/subqueryload", response_model=List[PostReadWithUser])
def get_subqueryload(session: Session = Depends(get_session)):
user_id = 1
with Session(engine) as session:
statement = (
select(Post).where(Post.user_id == user_id).options(subqueryload(Post.user))
)
posts = session.exec(statement).all()
if not posts:
raise HTTPException(status_code=404, detail="No posts found for user")
return posts

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from sqlmodel import SQLModel, create_engine, Session, select
from sqlalchemy import text
from rich.progress import Progress
from faker import Faker
fake = Faker()
import random
from models import User, Post
# Setup SQLite DB
sqlite_url = "sqlite:///data.db"
engine = create_engine(sqlite_url, echo=True)
def create_db_and_tables():
SQLModel.metadata.create_all(engine)
def setup_db():
with engine.connect() as conn:
conn.execute(text("PRAGMA foreign_keys = ON;"))
conn.execute(text("PRAGMA journal_mode = WAL;"))
conn.execute(text("PRAGMA synchronous = NORMAL;"))
conn.execute(text("PRAGMA temp_store = MEMORY;"))
conn.execute(text("PRAGMA cache_size = 50000;"))
post_templates = [
"Just published a new blog about {topic}. Check it out!",
"Today's thoughts: {quote}",
"Here's a photo from my trip to {location} 🌍",
"Shoutout to all the amazing devs working with {topic}!",
"Feeling inspired by {quote}",
"If you're into {topic}, we should connect!",
"Throwback to {location} last summer ☀️",
]
topics = ["AI", "SQLModel", "Linux", "Neovim", "Docker", "Kubernetes", "FastAPI"]
quotes = [
"Keep it simple.",
"Fail fast, learn faster.",
"In code we trust.",
"Life is short, automate it.",
"Stay curious.",
]
locations = ["Tokyo", "Paris", "New York", "Berlin", "São Paulo", "Cairo"]
def add_posts_to_user(user_id, num_posts=5):
with Session(engine) as session:
for _ in range(num_posts):
post = Post(
content=random.choice(post_templates).format(
topic=random.choice(topics),
quote=random.choice(quotes),
location=random.choice(locations),
),
timestamp=fake.date_time_this_year(),
user_id=user_id,
)
session.add(post)
session.commit()
def populate_data(
num_users: int = 100, posts_per_user_range=(5, 20), batch_size=10_000
):
total_posts = 0
with Progress(transient=True) as progress:
user_task = progress.add_task("[bold blue]Creating users...", total=num_users)
users = []
for _ in range(num_users):
user = User(
username=fake.user_name(),
display_name=fake.name(),
)
users.append(user)
progress.advance(user_task)
# Bulk insert users
with Session(engine) as session:
for i in range(0, len(users), batch_size):
session.bulk_save_objects(users[i : i + batch_size])
session.commit()
# Fetch user ids after bulk insert
with Session(engine) as session:
user_ids = session.exec(select(User.id)).all()
# Generate posts
post_task = progress.add_task("[green]Creating posts...", total=num_users)
posts = []
for user_id in user_ids:
for _ in range(random.randint(*posts_per_user_range)):
content = random.choice(post_templates).format(
topic=random.choice(topics),
quote=random.choice(quotes),
location=random.choice(locations),
)
post = Post(
content=content,
timestamp=fake.date_time_this_year(),
user_id=user_id,
)
posts.append(post)
progress.advance(post_task)
# Bulk insert posts
with Session(engine) as session:
for i in range(0, len(posts), batch_size):
session.bulk_save_objects(posts[i : i + batch_size])
session.commit()
print(f"✅ Done! Inserted {len(users)} users and {len(posts)} posts.")
def query_example():
with Session(engine) as session:
statement = select(User)
users = session.exec(statement).all()
for user in users:
print(f"User: {user.display_name} ({user.username})")
for post in user.posts:
print(f" - {post.content} [{post.timestamp.isoformat()}]")
if __name__ == "__main__":
import sys
n_users = sys.argv[1] if len(sys.argv) > 1 else 100
n_posts = sys.argv[2] if len(sys.argv) > 2 else 20
create_db_and_tables()
setup_db()
populate_data(int(n_users), (int(5), int(n_posts)))

7
dependencies.py Normal file
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@ -0,0 +1,7 @@
from sqlmodel import Session
from database import engine
def get_session():
with Session(engine) as session:
yield session

6
hello.py Normal file
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@ -0,0 +1,6 @@
def main():
print("Hello from sqlmodel-selectin!")
if __name__ == "__main__":
main()

12
justfile Normal file
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@ -0,0 +1,12 @@
default:
@just --choose
run:
uv run uvicorn api:app --host 0.0.0.0 --port 8000
setup:
uv sync
uv run database.py 1000000 500

66
models.py Normal file
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@ -0,0 +1,66 @@
from typing import Optional, List
from sqlmodel import Session
from sqlmodel import SQLModel, select
from pydantic import RootModel
from sqlmodel import Field, Relationship
from datetime import datetime
class PostBase(SQLModel):
content: str
timestamp: datetime
# model_config = ConfigDict(from_attributes=True)
class UserBase(SQLModel):
username: str
display_name: str
# model_config = ConfigDict(from_attributes=True)
class Post(PostBase, table=True):
id: Optional[int] = Field(default=None, primary_key=True)
user_id: int = Field(foreign_key="user.id")
user: Optional["User"] = Relationship(back_populates="posts")
class User(UserBase, table=True):
id: Optional[int] = Field(default=None, primary_key=True)
posts: List[Post] = Relationship(back_populates="user")
@classmethod
def get_all(cls, session: Session) -> List["User"]:
statement = select(cls) # .options(selectinload(cls.posts))
users = session.exec(statement).all()
return users
# Pydantic response models
class PostRead(PostBase):
id: int
user_id: int
class PostReadWithUser(PostRead):
user: "UserRead"
class PostsRead(RootModel[List[PostRead]]): ...
class UserRead(UserBase):
id: int
class UserWithRecentPosts(UserRead):
recent_posts: List[PostRead]
class UserReadWithPosts(UserRead):
posts: List[PostRead] = []
# PostRead.update_forward_refs()
# UserRead.update_forward_refs()

19
pyproject.toml Normal file
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@ -0,0 +1,19 @@
[project]
name = "sqlmodel-selectin"
version = "0.1.0"
description = "Add your description here"
readme = "README.md"
requires-python = ">=3.11"
dependencies = [
"faker>=37.4.0",
"fastapi>=0.115.14",
"rich>=14.0.0",
"sqlmodel>=0.0.24",
"uvicorn>=0.35.0",
]
[dependency-groups]
dev = [
"ipython>=9.4.0",
"pyinstrument>=5.0.3",
]

32
service.py Normal file
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@ -0,0 +1,32 @@
from sqlmodel import Session, select
from models import User, Post
from typing import List
from collections import defaultdict
from models import UserWithRecentPosts
def get_users_with_recent_posts(session: Session) -> List[UserWithRecentPosts]:
users = session.exec(select(User)).all()
user_ids = [u.id for u in users]
posts = session.exec(
select(Post)
.where(Post.user_id.in_(user_ids))
.order_by(Post.user_id, Post.timestamp.desc())
).all()
# Group posts by user_id
posts_by_user = defaultdict(list)
for post in posts:
if len(posts_by_user[post.user_id]) < 5:
posts_by_user[post.user_id].append(post)
return [
UserWithRecentPosts(
id=user.id,
username=user.username,
display_name=user.display_name,
recent_posts=posts_by_user.get(user.id, []),
)
for user in users
]

602
uv.lock generated Normal file
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@ -0,0 +1,602 @@
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