Items tagged sqlite, python
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DiskCache (via) Grant Jenks built DiskCache as an alternative caching backend for Django (also usable without Django), using a SQLite database on disk. The performance numbers are impressive—it even beats memcached in microbenchmarks, due to avoiding the need to access the network.
The source code (particularly in core.py) is a great case-study in SQLite performance optimization, after five years of iteration on making it all run as fast as possible. # 19th March 2024, 3:43 pm
wddbfs – Mount a sqlite database as a filesystem. Ingenious hack from Adam Obeng. Install this Python tool and run it against a SQLite database:
wddbfs --anonymous --db-path path/to/content.db
Then tell the macOS Finder to connect to Go -> Connect to Server -> http://127.0.0.1:8080/ (connect as guest)—connecting via WebDAV.
/Volumes/127.0.0.1/content.db will now be a folder full of CSV, TSV, JSON and JSONL files—one of each format for every table.
This means you can open data from SQLite directly in any application that supports that format, and you can even run CLI commands such as grep, ripgrep or jq directly against the data!
Adam used WebDAV because “Despite how clunky it is, this seems to be the best way to implement a filesystem given that getting FUSE support is not straightforward”. What a neat trick. # 18th February 2024, 3:31 am
New sqlite3 CLI tool in Python 3.12. The newly released Python 3.12 includes a SQLite shell, which you can open using “python -m sqlite3”—handy for when you’re using a machine that has Python installed but no sqlite3 binary.
I installed Python 3.12 for macOS using the official installer from Python.org and now “/usr/local/bin/python3 -m sqlite3” gives me a SQLite 3.41.1 shell—a pleasantly recent version from March 2023 (the latest SQLite is 3.43.1, released in September). # 3rd October 2023, 6:57 pm
Data analysis with SQLite and Python. I turned my 2hr45m workshop from PyCon into the latest official tutorial on the Datasette website. It includes an extensive handout which should be useful independently of the video itself. # 2nd July 2023, 4:48 pm
sqlean.py: Python’s sqlite3 with extensions. Anton Zhiyanov built a new Python package which bundles a fresh, compiled copy of SQLite with his SQLean family of C extensions built right in. Installing it gets you the latest SQLite—3.42.0—with nearly 200 additional functions, including things like define() and eval(), fileio_read() and fileio_write(), percentile_95() and uuid4() and many more. “import sqlean as sqlite3” works as a drop-in replacement for the module from the standard library. # 17th June 2023, 10:42 pm
Running Python micro-benchmarks using the ChatGPT Code Interpreter alpha
Today I wanted to understand the performance difference between two Python implementations of a mechanism to detect changes to a SQLite database schema. I rendered the difference between the two as this chart:
[... 2939 words]djngo.com: Portable Django (via) “A 20mb executable zip file with Python 3.6 and Django 2.2. Works on Windows, Linux, MacOSX with x86_64 and aarch64 (yes, Apple M1 and Raspberry Pi).” The latest wizardry from the ecosystem surrounding the Cosmopolitan project, which provides a should-be-impossible mechanism for running the same executable on a bunch of different platforms. This utility by Ariel Núñez bundles Python and Django and SQLite, such that a Django application can become a portable executable ready to run on multiple platforms. It’s currently limited to Python 3.6 and Django 2.2 since those are the versions that run under Cosmopolitan, but I expect we’ll see more recent versions of those dependencies in the future. # 24th February 2023, 12:52 am
Making SQLite extensions pip install-able (via) Alex Garcia figured out how to bundle a compiled SQLite extension in a Python wheel (building different wheels for different platforms) and publish them to PyPI. This is a huge leap forward in terms of the usability of SQLite extensions, which have previously been pretty difficult to actually install and run. Alex also created Datasette plugins that depend on his packages, so you can now “datasette install datasette-sqlite-regex” (or datasette-sqlite-ulid, datasette-sqlite-fastrand, datasette-sqlite-jsonschema) to gain access to his custom SQLite extensions in your Datasette instance. It even works with “datasette publish --install” to deploy to Vercel, Fly.io and Cloud Run. # 6th February 2023, 7:44 pm
APSW is now available on PyPI. News I missed from June: the venerable (17+ years old) APSW SQLite library for Python is now officially available on PyPI as a set of wheels, built using cibuildwheel. This is a really big deal: APSW is an extremely well maintained library which exposes way more low-level SQLite functionality than the standard library’s sqlite3 module, and to-date one of the only disadvantages of using it was the need to install it independently of PyPI. Now you can just run “pip install apsw”. # 15th September 2022, 10:18 pm
Weeknotes: Joining the board of the Python Software Foundation
A few weeks ago I was elected to the board of directors for the Python Software Foundation.
[... 2081 words]sqlite-uuid (via) Another Python package that wraps a SQLite module written in C: this one provides access to UUID functions as SQLite functions. # 15th March 2021, 2:55 am
sqlite-spellfix (via) I really like this pattern: “pip install sqlite-spellfix” gets you a Python module which includes a compiled (on your system when pip install ran) copy of the SQLite spellfix1 module, plus a utility variable containing its path so you can easily load it into a SQLite connection. # 15th March 2021, 2:52 am
huey. Charles Leifer’s “little task queue for Python”. Similar to Celery, but it’s designed to work with Redis, SQLite or in the parent process using background greenlets. Worth checking out for the really neat design. The project is new to me, but it’s been under active development since 2011 and has a very healthy looking rate of releases. # 25th February 2019, 7:49 pm
Launching LiteCLI (via) Really neat alternative command-line client for SQLite, written in Python and using the same underlying framework as the similar pgcli (PostgreSQL) and mycli (MySQL) tools. Provides really intuitive autocomplete against table names, columns and other bits and pieces of SQLite syntax. Installation is as easy as “pip install litecli”. # 5th January 2019, 11:16 pm
Compiling SQLite for use with Python Applications (via) Charles Leifer’s recent tutorial on how to compile and build the latest SQLite (with window function support) for use from Python via his pysqlite3 library. # 15th August 2018, 3:51 pm
coleifer/pysqlite3. Now that the pysqlite package is bundled as part of the Python standard library the original open source project is no longer actively maintained, and has not been upgraded for Python 3. Charles Leifer has been working on pysqlite3, a stand-alone package of the module. Crucially, this should enable compiling the latest version of SQLite (via the amalgamation package) without needing to upgrade the version that ships with the operating system. # 15th August 2018, 3:15 pm
Datasette unit tests: monkeytype_call_traces (via) Faceted browse against every function call that occurs during the execution of Datasette’s test suite. I used Instagram’s MonkeyType tool to generate this, which can run Python code and generates a SQLite database of all of the traced calls. It’s intended to be used to automatically add mypy annotations to your code, but since it produces a SQLite database as a by-product I’ve started exploring the intermediary format using Datasette. Generating this was as easy as running “monkeytype run `which pytest`” in the Datasette root directory. # 2nd August 2018, 9:03 pm
Pull request #4120 · python/cpython. I just had my first ever change merged into Python! It was a one sentence documentation improvement (on how to cancel SQLite operations) but it was fascinating seeing how Python’s GitHub flow is set up—clever use of labels, plus a bot that automatically checks that you have signed a copy of their CLA. # 7th November 2017, 2:06 pm
A Minimalist Guide to SQLite. Pretty comprehensive actually—covers the sqlite3 command line app, importing CSVs, integrating with Python, Pandas and Jupyter notebooks, visualization and more. # 2nd November 2017, 1:23 am
Getting the Most out of Sqlite3 with Python. A couple of neat tricks I didn’t know: you can skip cursors entirely by calling .execute and .executemany directly on the connection object, and you can use the connection object as a context manager to execute transactions using a “with” block. # 22nd October 2017, 12:35 pm
last.fm for television. Dale Lane’s neat hack to visualise his television watching habits. An Ubuntu / vdx home theatre stores TV events in SQLite, and graphs are generated using Python and Open Flash Chart 2. The really clever bit: the back-end captures nearby bluetooth IDs’ allowing events to be filtered by the people watching based on the presence of their mobile phones. # 7th January 2010, 7:28 pm
Django Unit Tests and Transactions. If you’re using a transactional database engine (MySQL with InnoDB, Postgres or SQLite) you can speed things up by running each of your unit tests inside a transaction and rolling back in tearDown(). # 7th July 2008, 2:14 pm
Incompatible SQLite in OS X and Python. I’ve hit this problem; James has the solution. # 28th November 2006, 5:40 pm
What I’m excited about, post-conference edition
Wow, I’ve had a really busy month. I’ve attended (and spoken at) BarCamp London, Media in Transition, d.Construct, RailsConf Europe, Euro Foo and EuroOSCON. All were excellent, and each one nicely complemented the others. I’m exhausted. I think my brain is full.
[... 377 words]Exciting stuff in Python 2.5
Python 2.5 alpha 1 is out, and as usual the What’s New in Python 2.5 document provides a pleasant overview of the new features. There are some real treats in there. While I’m hoping that the syntax for conditional expressions will grow on me, I’m looking forward to Partial function application becoming a common Python idiom. Relative imports are going to make Django applications a lot easier to redistribute, and I can’t wait to see all the crazy hacks that result from the introduction of coroutines.
[... 291 words]PHP 5 Release Candidate 1
I haven’t blogged much about PHP in a while because I’ve been up to my nose in mod_python and loving every minute of it. This news is just too important to miss: PHP 5 Release Candidate 1 has been released, bringing the first production-ready release tantilisingly close. While I doubt PHP 5 will tempt me back it’s definitely an exciting upgrade—my biggest complaint with PHP 4 is the brain-dead object model which defaults to copying whole objects rather than passing references, and this is one of the many things addressed by PHP 5. The new libxml2 powered XML features sound really powerful, and SQLite as an on-board database should be ideal for knocking out small stand-alone applications without needing to set up a mySQL database for them.
[... 173 words]Installing PySQLite
Techno Weenie has a detailed guide to setting up PySQLite on boxes you don’t have root access to. SQLite looks ideal for small to medium sized applications so I can see this being really useful should I ever write something that uses it.
[... 48 words]SQLObject
My new favourite toy is SQLObject, an object-relational mapper which makes heavy use of Python’s special method names to create objects which can be used to transparently access and modify data in a relational database. I tried to write something like this in PHP once before and failed miserably, but SQLObject has such an elegant design that I’m just annoyed I didn’t find out about it sooner. Here’s some example code, adapted from the SQLOBject site:
[... 249 words]