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Top 23 Python Performance Projects
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Yes, this is coming! Myself and others at OctoML and in the TVM community are actively working on multi-gpu support in the compiler and runtime. Here are some of the merged and active PRs on the multi-GPU (multi-device) roadmap:
Support in TVM’s graph IR (Relax) - https://github.com/apache/tvm/pull/15447
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Nuitka
Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4, 3.5, 3.6, 3.7, 3.8, 3.9, 3.10, and 3.11. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
Project mention: Briefcase: Convert a Python project into a standalone native application | news.ycombinator.com | 2023-08-03Nuitka deals pretty well with those in general: https://nuitka.net/
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Mergify
Updating dependencies is time-consuming.. Solutions like Dependabot or Renovate update but don't merge dependencies. You need to do it manually while it could be fully automated! Add a Merge Queue to your workflow and stop caring about PR management & merging. Try Mergify for free.
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Project mention: Ask HN: Is there a way to use Python statically typed or with any type-checking? | news.ycombinator.com | 2023-08-06
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After year of japronto dominance as the firsy place of TechEmPower PlaintText for Python, a new library called vibora appears... and it's another project without any updates since 2019. Ok let's filter vibora and japronto and go for the next one that is active, a new library called socketify.py and also another new library called robyn arrives on the millions req/s in the live results.
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I was wondering if you have any synchronous routes in your app? We have an open issue regarding those and would love some ideas for solutions :)
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We can use Jmeter, Taurus, Postman, and SoapUI tools for API testing. Below is a small example using Jmeter where test.jmx contains the API test cases.
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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Project mention: [Guide] Do a full setup of WordPress using Nginx, Redis and WP CLI | /r/selfhosted | 2023-03-24
https://wordops.net is also nice to automate parts, if you don't mind that it's all running under the same user.
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To test this, we will setup some benchmarks using pytest-benchmark, some sample data with a simple schema, and compare results between Python's dataclass, Pydantic v1, and v2.
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Project mention: Easiest way to add write-through cache for auth_user queries? | /r/django | 2023-05-16
Particularly I use django-cachalot, as it's easy to use and very feature complete for my use cases: https://github.com/noripyt/django-cachalot
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Please note that OpenCL consists of two parts: host API and a separate language which is used to write kernels (code which is going to be offloaded to devices). OpenCL specification describes host APIs as C-style APIs and that is what implementors has to provide. However, there are number of various libraries which provides bindings for other languages: - C++ - Python - Go - Rust
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Project mention: Does anyone else find Gnome "System Monitor" not so pretty? I know this app is harder to re-write or convert to GTK4 compare to others like an image viewer etc. I appreciate the hard work put in to these apps. | /r/gnome | 2023-07-10
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opt_einsum
⚡️Optimizing einsum functions in NumPy, Tensorflow, Dask, and more with contraction order optimization.
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Project mention: Phoronix: PyPerformance benchmark is on average 32% faster on Python 3.11 compared to 3.10 (on a Ryzen 9 5950X) | /r/Python | 2022-10-26
PyPerformance benchmark: https://github.com/python/pyperformance
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If that doesn't work, try using Java arguments: https://github.com/brucethemoose/Minecraft-Performance-Flags-Benchmarks and/or increase the amount of allocated ram to 10GB.
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There is a "live" flamegraph TUI that uses Austin for those interested in Python profiling https://github.com/P403n1x87/austin-tui. The data collected can be exported and then converted into pprof, and analysed further with flameshow etc...
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Project mention: Grasshopper – An Open Source Python Library for Load Testing | news.ycombinator.com | 2023-05-01
For what it's worth, the repo and package name is `locust-grasshopper`
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python-benchmark-harness
A micro/macro benchmark framework for the Python programming language that helps with optimizing your software.
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Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-09-24.
Python Performance related posts
- Flameshow: A Terminal Flamegraph Viewer
- here
- How to profile an asynchronous FastAPI server
- How to decrease cpu usage in 1.12.2 Modded?
- How to expand to full traceback
- Does anyone else find Gnome "System Monitor" not so pretty? I know this app is harder to re-write or convert to GTK4 compare to others like an image viewer etc. I appreciate the hard work put in to these apps.
- I Wanna Allocate More Ram But...
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A note from our sponsor - Sonar
www.sonarsource.com | 25 Sep 2023
Index
What are some of the best open-source Performance projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | tvm | 10,337 |
| 2 | Nuitka | 9,708 |
| 3 | Cython | 8,371 |
| 4 | vibora | 5,705 |
| 5 | pyinstrument | 5,578 |
| 6 | taurus | 1,887 |
| 7 | learning | 1,478 |
| 8 | yappi | 1,227 |
| 9 | requests-cache | 1,160 |
| 10 | WordOps | 1,141 |
| 11 | pytest-benchmark | 1,125 |
| 12 | django-cachalot | 1,072 |
| 13 | pyopencl | 985 |
| 14 | system-monitoring-center | 812 |
| 15 | nimporter | 787 |
| 16 | opt_einsum | 750 |
| 17 | pyperformance | 746 |
| 18 | Minecraft-Performance-Flags-Benchmarks | 704 |
| 19 | austin-tui | 596 |
| 20 | guider | 543 |
| 21 | devito | 465 |
| 22 | locust-grasshopper | 153 |
| 23 | python-benchmark-harness | 141 |
Write Clean Python Code. Always.
Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
www.sonarsource.com