A simple project to explore the number of GCs when doing basic ORM work.

Overview

Question: Does Python do extremely too many GCs for ORMs?

YES, OMG YES. Check this out

Python Default GC Settings:

  • SQLAlchemy - 20,000 records in one query

    • 1,859 GCs
    • 908ms
    • 78.7 MB mem
  • MongoDB - 20,000 records in one query

    • 463 GCs
    • 593ms
    • 75.8 MB mem

Talk Python-optimized GC Settings:

  • SQLAlchemy - 20,000 records in one query:
    • 29 GCs (64x improvement)
    • 695ms (23% improvement)
    • 76.8 MB mem (surprisingly: 2% improvement with less GC)
  • MongoDB - 20,000 records in one query
    • 10 GCs (46x improvement)
    • 515ms (13%)
    • 72.3 MB mem (surprisingly: 4% improvement with less GC)
Owner
Michael Kennedy
A Python enthusiast, and an entrepreneur. Host of @talkpython and pythonbytes, founder of Talk Python Training. Python Software Foundation Fellow.
Michael Kennedy
A PostgreSQL or SQLite orm for Python

Prom An opinionated lightweight orm for PostgreSQL or SQLite. Prom has been used in both single threaded and multi-threaded environments, including en

Jay Marcyes 18 Dec 01, 2022
A Python Object-Document-Mapper for working with MongoDB

MongoEngine Info: MongoEngine is an ORM-like layer on top of PyMongo. Repository: https://github.com/MongoEngine/mongoengine Author: Harry Marr (http:

MongoEngine 3.9k Dec 30, 2022
MongoEngine flask extension with WTF model forms support

Flask-MongoEngine Info: MongoEngine for Flask web applications. Repository: https://github.com/MongoEngine/flask-mongoengine About Flask-MongoEngine i

MongoEngine 815 Jan 03, 2023
Object mapper for Amazon's DynamoDB

Flywheel Build: Documentation: http://flywheel.readthedocs.org/ Downloads: http://pypi.python.org/pypi/flywheel Source: https://github.com/stevearc/fl

Steven Arcangeli 128 Dec 31, 2022
Prisma Client Python is an auto-generated and fully type-safe database client

Prisma Client Python is an unofficial implementation of Prisma which is a next-generation ORM that comes bundled with tools, such as Prisma Migrate, which make working with databases as easy as possi

Robert Craigie 930 Jan 08, 2023
A single model for shaping, creating, accessing, storing data within a Database

'db' within pydantic - A single model for shaping, creating, accessing, storing data within a Database Key Features Integrated Redis Caching Support A

Joshua Jamison 178 Dec 16, 2022
Sqlalchemy-databricks - SQLAlchemy dialect for Databricks

sqlalchemy-databricks A SQLAlchemy Dialect for Databricks using the officially s

Flynn 19 Nov 03, 2022
A dataclasses-based ORM framework

dcorm A dataclasses-based ORM framework. [WIP] - Work in progress This framework is currently under development. A first release will be announced in

HOMEINFO - Digitale Informationssysteme GmbH 1 Dec 24, 2021
Global base classes for Pyramid SQLAlchemy applications.

pyramid_basemodel pyramid_basemodel is a thin, low level package that provides an SQLAlchemy declarative Base and a thread local scoped Session that c

Grzegorz Śliwiński 15 Jan 03, 2023
ORM for Python for PostgreSQL.

New generation (or genius) ORM for Python for PostgreSQL. Fully-typed for any query with Pydantic and auto-model generation, compatible with any sync or async driver

Yan Kurbatov 3 Apr 13, 2022
An async ORM. 🗃

ORM The orm package is an async ORM for Python, with support for Postgres, MySQL, and SQLite. ORM is built with: SQLAlchemy core for query building. d

Encode 1.7k Dec 28, 2022
The Orator ORM provides a simple yet beautiful ActiveRecord implementation.

Orator The Orator ORM provides a simple yet beautiful ActiveRecord implementation. It is inspired by the database part of the Laravel framework, but l

Sébastien Eustace 1.4k Jan 01, 2023
SQLAlchemy support for aiohttp.

aiohttp-sqlalchemy SQLAlchemy 1.4 / 2.0 support for AIOHTTP. The library provides the next features: initializing asynchronous sessions through a midd

Ruslan Ilyasovich Gilfanov 5 Dec 11, 2022
Bringing Async Capabilities to django ORM

Bringing Async Capabilities to django ORM

Skander BM 119 Dec 01, 2022
A curated list of awesome tools for SQLAlchemy

Awesome SQLAlchemy A curated list of awesome extra libraries and resources for SQLAlchemy. Inspired by awesome-python. (See also other awesome lists!)

Hong Minhee (洪 民憙) 2.5k Dec 31, 2022
Solrorm : A sort-of solr ORM for python

solrorm : A sort-of solr ORM for python solrpy - deprecated solrorm - currently in dev Usage Cores The first step to interact with solr using solrorm

Aj 1 Nov 21, 2021
Pydantic model support for Django ORM

Pydantic model support for Django ORM

Jordan Eremieff 318 Jan 03, 2023
a small, expressive orm -- supports postgresql, mysql and sqlite

peewee Peewee is a simple and small ORM. It has few (but expressive) concepts, making it easy to learn and intuitive to use. a small, expressive ORM p

Charles Leifer 9.7k Jan 08, 2023
Sqlalchemy seeder that supports nested relationships.

sqlalchemyseed Sqlalchemy seeder that supports nested relationships. Supported file types json yaml csv Installation Default installation pip install

Jedy Matt Tabasco 10 Aug 13, 2022
A very simple CRUD class for SQLModel! ✨

Base SQLModel A very simple CRUD class for SQLModel! ✨ Inspired on: Full Stack FastAPI and PostgreSQL - Base Project Generator FastAPI Microservices I

Marcelo Trylesinski 40 Dec 14, 2022