Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
The Ultimate Python Database Toolkit: SQLAlchem...
Search
Kod.io Linz
March 01, 2014
Programming
1
280
The Ultimate Python Database Toolkit: SQLAlchemy - Muhammet Sena Aydın
Kod.io Linz
March 01, 2014
Tweet
Share
More Decks by Kod.io Linz
See All by Kod.io Linz
Kod.io Linz closing notes - Floor Drees
kodio_linz
0
180
Make yours and other people's life easier! Do support! - Mike Adolphs
kodio_linz
0
120
Objective-C for Rubyists - Mikael Konutgan
kodio_linz
0
160
How to become a better developer - Markus Prinz
kodio_linz
1
130
10 things I didn’t know about HTML, CSS, and JavaScript - Mathias Bynens
kodio_linz
5
340
Docker; The Shipping - Andreas Tiefenthaler
kodio_linz
1
140
How to Get More Women in Tech in 5 Steps - Anika Lindtner
kodio_linz
0
670
RubyMotion’s Secret Sauce - Joshua Ballenco
kodio_linz
0
290
Fly, you tools - Piotr Szotkowski
kodio_linz
1
260
Other Decks in Programming
See All in Programming
overlayPreferenceValue で実現する ピュア SwiftUI な AdMob ネイティブ広告
uhucream
0
170
Web Components で実現する Hotwire とフロントエンドフレームワークの橋渡し / Bridging with Web Components
da1chi
3
2k
Six and a half ridiculous things to do with Quarkus
hollycummins
0
140
NixOS + Kubernetesで構築する自宅サーバーのすべて
ichi_h3
0
440
The Flutter Journey of Building a Live Streaming App — With a Side of Performance Tuning
u503
1
100
Go言語の特性を活かした公式MCP SDKの設計
hond0413
1
210
Le côté obscur des IA génératives
pascallemerrer
0
140
Goで実践するドメイン駆動開発 AIと歩み始めた新規プロダクト開発の現在地
imkaoru
4
790
iOSエンジニア向けの英語学習アプリを作る!
yukawashouhei
0
190
Conquering Massive Traffic Spikes in Ruby Applications with Pitchfork
riseshia
0
160
Devoxx BE - Local Development in the AI Era
kdubois
0
110
開発生産性を上げるための生成AI活用術
starfish719
3
360
Featured
See All Featured
Optimising Largest Contentful Paint
csswizardry
37
3.4k
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
kevinliebholz
34
6.1k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
358
30k
Optimizing for Happiness
mojombo
379
70k
What's in a price? How to price your products and services
michaelherold
246
12k
Building Flexible Design Systems
yeseniaperezcruz
329
39k
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
333
22k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
31
9.7k
Balancing Empowerment & Direction
lara
4
680
What’s in a name? Adding method to the madness
productmarketing
PRO
23
3.7k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
37
2.6k
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
657
61k
Transcript
SQLAlchemy SQLAlchemy The Python SQL Toolkit and Object Relational Mapper
SQLAlchemy SQLAlchemy Muhammet S. AYDIN Python Developer @ Metglobal @mengukagan
SQLAlchemy SQLAlchemy • No ORM Required • Mature • High
Performing • Non-opinionated • Unit of Work • Function based query construction • Modular
SQLAlchemy SQLAlchemy • Seperation of mapping & classes • Eager
loading & caching related objects • Inheritance mapping • Raw SQL
SQLAlchemy SQLAlchemy Drivers: PostgreSQL MySQL MSSQL SQLite Sybase Drizzle Firebird
Oracle
SQLAlchemy SQLAlchemy Core Engine Connection Dialect MetaData Table Column
SQLAlchemy SQLAlchemy Core Engine Starting point for SQLAlchemy app. Home
base for the database and it's API.
SQLAlchemy SQLAlchemy Core Connection Provides functionality for a wrapped DB-API
connection. Executes SQL statements. Not thread-safe.
SQLAlchemy SQLAlchemy Core Dialect Defnes the behavior of a specifc
database and DB-API combination. Query generation, execution, result handling, anything that differs from other dbs is handled in Dialect.
SQLAlchemy SQLAlchemy Core MetaData Binds to an Engine or Connection.
Holds the Table and Column metadata in itself.
SQLAlchemy SQLAlchemy Core Table Represents a table in the database.
Stored in the MetaData.
SQLAlchemy SQLAlchemy Core Column Represents a column in a database
table.
SQLAlchemy SQLAlchemy Core Creating an engine:
SQLAlchemy SQLAlchemy Core Creating tables Register the Table with MetaData.
Defne your columns. Call metadata.create_all(engine) or table.create(engine)
SQLAlchemy SQLAlchemy Core Creating tables
SQLAlchemy SQLAlchemy Core More on Columns Columns have some important
parameters. index=bool, nullable=bool, unique=bool, primary_key=bool, default=callable/scalar, onupdate=callable/scalar, autoincrement=bool
SQLAlchemy SQLAlchemy Core Column Types Integer, BigInteger, String, Unicode, UnicodeText,
Date, DateTime, Boolean, Text, Time and All of the SQL std types.
SQLAlchemy SQLAlchemy Core Insert insert = countries_table.insert().values( code='TR', name='Turkey') conn.execute(insert)
SQLAlchemy SQLAlchemy Core Select select([countries_table]) select([ct.c.code, ct.c.name]) select([ct.c.code.label('c')])
SQLAlchemy SQLAlchemy Core Select select([ct]).where(ct.c.region == 'Europe & Central Asia')
select([ct]).where(or_(ct.c.region.ilike('%euro pe%', ct.c.region.ilike('%asia%')))
SQLAlchemy SQLAlchemy Core Select A Little Bit Fancy select([func.count(ct.c.id).label('count'), ct.c.region]).group_by(ct.c.region).order_by('
count DESC') SELECT count(countries.id) AS count, countries.region FROM countries GROUP BY countries.region ORDER BY count DESC
SQLAlchemy SQLAlchemy Core Update ct.update().where(ct.c.id == 1).values(name='Turkey', code='TUR')
SQLAlchemy SQLAlchemy Core Cooler Update case_list = [(pt.c.id == photo_id,
index+1) for index, photo_id in enumerate(order_list)] pt.update().values(photo_order=case(case_list)) UPDATE photos SET photo_order=CASE WHEN (photos.id = :id_1) THEN :param_1 WHEN (photos.id = :id_2) THEN :param_2 END
SQLAlchemy SQLAlchemy Core Delete ct.delete().where(ct.c.id_in([60,71,80,97]))
SQLAlchemy SQLAlchemy Core Joins select([ct.c.name, dt.c.data]).select_from(ct.join(dt)).where(ct.c .code == 'TRY')
SQLAlchemy SQLAlchemy Core Joins select([ct.c.name, dt.c.data]).select_from(join(ct, dt, ct.c.id == dt.c.country_id)).where(ct.c.code
== 'TRY')
SQLAlchemy SQLAlchemy Core Func A SQL function generator with attribute
access. simply put: func.count() becomes COUNT().
SQLAlchemy SQLAlchemy Core Func select([func.concat_ws(“ -> “, ct.c.name, ct.c.code)]) SELECT
concat_ws(%(concat_ws_2)s, countries.name, countries.code) AS concat_ws_1 FROM countries
SQLAlchemy SQLAlchemy ORM - Built on top of the core
- Applied usage of the Expression Language - Class declaration - Table defnition is nested in the class
SQLAlchemy SQLAlchemy ORM Defnition
SQLAlchemy SQLAlchemy ORM Session Basically it establishes all connections to
the db. All objects are kept on it through their lifespan. Entry point for Query.
SQLAlchemy SQLAlchemy ORM Master / Slave Connection? master_session = sessionmaker(bind=engine1)
slave_session = sessionmaker(bind=engine2) Session = master_session() SlaveSession = slave_session()
SQLAlchemy SQLAlchemy ORM Querying Session.query(Country).flter(Country.name.s tartswith('Tur')).all() Session.query(func.count(Country.id)).one() Session.query(Country.name, Data.data).join(Data).all()
SQLAlchemy SQLAlchemy ORM Querying Session.query(Country).flter_by(id=1).updat e({“name”: “USA”}) Session.query(Country).flter(~Country.regio n.in_('Europe &
Central Asia')).delete()
SQLAlchemy SQLAlchemy ORM Relationships: One To Many
SQLAlchemy SQLAlchemy ORM Relationships: One To One
SQLAlchemy SQLAlchemy ORM Relationships: Many To Many
SQLAlchemy SQLAlchemy ORM Relationships: Many To Many
SQLAlchemy SQLAlchemy ORM Relationship Loading
SQLAlchemy SQLAlchemy ORM Relationship Loading
SQLAlchemy SQLAlchemy ORM More? http://sqlalchemy.org http://github.com/zzzeek/sqlalchemy irc.freenode.net #sqlalchemy