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News & links about Python programming.
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Introducing PyTorch 2.0

In this post, you will find all the information you need to better understand what PyTorch 2.0 is, where it’s going and more importantly how to get started today (e.g., tutorial, requirements, models, common FAQs).

https://pytorch.org/get-started/pytorch-2.0/
What is your favorite ,most underrated 3rd party python module that made your programming 10 times more easier and less code ? so we can also try that out :-) .as a beginner , mine is pyinputplus

https://www.reddit.com/r/Python/comments/zc3mvf/what_is_your_favorite_most_underrated_3rd_party/
Roboflow 100: A New Object Detection Benchmark

Advancing the state-of-the-art in object recognition with a new way to benchmark computer vision models across domains and task targets.

https://www.rf100.org/
It’s time to stop using Python 3.7

Python 3.7 will stop getting security updates in June 2023. Given the existence of 3.8, 3.9, 3.10, and 3.11, you really should upgrade.

https://pythonspeed.com/articles/stop-using-python-3.7/
An Introduction to Monitoring Microservices with Prometheus and Grafana

This article will introduce how you can set up monitoring on your microservice application using two of the popular tools in this space, Prometheus , and Grafana .

https://navendu.me/posts/introduction-to-monitoring-microservices/
Text-to-Image: Diffusion, Text Conditioning, Guidance, Latent Space

The fundamentals of text-to-image generation, relevant papers, and experimenting with DDPM.

https://eugeneyan.com/writing/text-to-image/
Finding JIT Optimizer Bugs using SMT Solvers and Fuzzing

This post describes a recent bug finding technique that I've added to the PyPy JIT testing infrastructure. This technique uses the Z3 theorem prover to find bugs in the optimizer of PyPy's JIT, in particular its integer operation optimizations.

https://www.pypy.org/posts/2022/12/jit-bug-finding-smt-fuzzing.html