Python Cheatsheet VS FrameworkBenchmarks

It appears that it's not an actual "sheet"; but, a crowd-sourced book. From the GitHub page, if you click on https://www.pythoncheatsheet.org/ and scroll to the bottom of the page and click on "Contributing," you go to the page on how to contribute to the "book." Subsequent "pages," accessed from the lower right corner take you to "Basics" and Built-In Functions" and more. It's not a sheet,

I like the site: www.pythoncheatsheet.org for people coming from a programming background that just want to go over the basics and easy things like "what is the syntax for a dictionary".

You can replace that udemy course with these: https://www.pythoncheatsheet.org/ https://www.gormanalysis.com/blog/python-numpy-for-your-grandma/ https://www.gormanalysis.com/blog/python-pandas-for-your-grandpa/ https://www.gormanalysis.com/blog/neural-networks-for-your-dog/

Trace each line of code and ensure that it functions as intended. You may explore how they function and learn more about the syntax by using python cheat sheet. You can also use trace table to trace the program and understand the conditions. Therefore, discuss each line of code and write a brief and concise comment about it.

i always have to pull up a "cheat sheet" as i do my classwork. the one i've been using for python is https://www.pythoncheatsheet.org/ it clearly defines operators, data types, and is super helpful when starting out.

https://www.techempower.com/benchmarks/#section=data-r23&tes...

Here is your transaction throughput. But I'm sure AWS's whole platform team, Alibaba, third of Google, etc don't know what they are doing.

Since 2013, TechEmpower has established a backend framework benchmark. They meticulously define benchmark specifications and maintain an open-source approach that encourages contributions from the community. This benchmark has become a respected standard in the tech industry, serving as a reliable yardstick for technology competitors to assess the performance of their solutions (exemple Go Fiber, C# Asp.net, JS Just). So I can trust the Techempower benchmark.

https://www.techempower.com/benchmarks/#section=data-r23&l=z...

I thought to include other implementation from Ruby and Elixir. Rails has always been doing much more and on the heavier side of things. There are also many test that simply by switching server to iodine brings the performance to Elixir / Phoenix level.

I tried seeing how it ranks on the 2025 tech empower benchmarks: https://www.techempower.com/benchmarks/#section=data-r23&l=v...

And up against C#, Go and C++, no Swift library (including vapor) could make the top 70.

Even just compare Swift vs PHP and its a really poor showing for vapor: https://www.techempower.com/benchmarks/#section=data-r23&l=v...

References & Further Reading: TechEmpower Framework Benchmarks: https://www.techempower.com/benchmarks/

Rust typically beats Go web frameworks on tech empower performance benchmarks, if you're curious where languages typically rank up in terms of web framework performance. https://www.techempower.com/benchmarks/#section=data-r23

What does "pure raw metal" performance mean? Go has a garbage collector, which I usually hear causing GC pauses negatively affecting performance compared to C/C++/Rust.

* Ruby and Python are painfully slow, but everyone else sorta sits in a pack together

I will probably be able to find another benchmark that says completely different things.

Benchmarking is hard.

I'm also having trouble finding the article from HN that I was sure I saw about Next.JS's SSR rendering performance being abysmal.

[0] https://www.techempower.com/benchmarks/#section=data-r23

[1] https://web-frameworks-benchmark.netlify.app/result?asc=0&f=...