🚀 Announcing: ✨patdb✨!. A fast pretty TUI/REPL debugger for Python. (Not a database!😄) Think stdlib pdb, now with. - Syntax highlighting.- re-raised+grouped exceptions.- robust to async/threading/multiprocessing.- . !. > pip install patdb. GitHub:

in two days I have learnt.- multiprocessing vs multithreading vs asyncio (python).- tracking pool progress while processes are running vs after processes are run.- reserving cores for IO operations got me from 2.8proc/s to upto 14proc/s (that's 7x better usage of compute)

Debugging multi-GPUs is a pain because its a multiprocessing, usually we use breakpoint to debug the property but now you can REPL Multi-GPUs in Jupyter Notebook!. Just use %%multigpus magic command and you are good to go!

X-ES' XCalibur1931 is a high-performance 6U VME multiprocessing single board computer for ruggedized unmanned systems requiring high-bandwidth processing and low power consumption. Learn more: #drones #robotics #sponsored @XES_INC

Python Game Boy AI: Multiprocessing Magic!.#PythonCoding #GameDevelopment #PythonTutorial #GameBoyEmulator #Programming #SoftwareDevelopment #ReinforcementLearning #AI #Multiprocessing #Python

🚀 Built my 1st ever project — a Web Log Analyzer!.Parsed server logs, extracted insights with Pandas, and boosted performance using multithreading & multiprocessing. Logged every step like a pro. Onwards from here! 💻✨.#Python #100DaysOfCode #FirstProject #MachineLearning

#eXtremeDB is the only COTS #DBMS for #mixedcriticality systems offering:.- A hard real-time option with support for all major #RTOS & shared data in Asymmetric Multiprocessing.- #Platformindependent #interoperability.- Proven hard #realtimeedge to cloud.

I guess if you did have 128B of fast SRAM on the chip (that was as fast as registers would be), it could be worthwhile to use the workspace register file approach. But the TMS9900 was never really used for multiprocessing applications where fast context switching was needed. And

یکی از سخت‌ترین کاری‌هایی که انجام میدم اینکه به دیتاساینتیست‌ها Scalability توی پایتون رو گوشزد می‌کنم!. اکثر دیتاساینتیست‌هایی که دیدم فرق Synchronous و Asynchronous و Parallelism و Multiprocessing و Multi-Threaded رو نمی دونند.

#MaestríaBigData Proyecto final Sistemas Distribuidos: un Chat P2P en Python, con un servidor UDP para orquestrar eventos, conexiones TCP para envío de archivos y mensajes, PyQt5 para interfaz, multiprocessing para hilos, VLC para reproducción de videos y la foto del gordo Blue

Pytorch has this error where if you create a parent child multiprocessing class, it tells you to use the spawn method, but this isn't required. The solution is to isolate functionality in one or the other processes.

“beluga, my script is hanging, it’s using loads of memory. I’ve tried multiprocessing”.“are you storing your one hot encoded columns as np.64?”.“what’s that?”

For multiprocessing - preprocessing my datasets for Deep Learning - I have now migrated to joblib. Great choice! Good decision!

TIL that the multiprocessing lib in Python creates a process for each task, so the GIL impact parallel processing. Yeah, better stick with other programming languages or FFI to achieve parallelism

Concurrency refers to the ability of a program to manage multiple tasks at once, improving performance and responsiveness. It encompasses different models like threading, asynchronous tasks, and multiprocessing, each offering unique benefits and trade-offs.#HarmonyOS #OpenHarmony

Concurrency & Parallelism in Python: Threads, Async, and Multiprocessing Explained.

A deep dive into managing shared state in Python multiprocessing, covering Value, Manager, shared_memory, and more. #python #learntocode #programming #developer .

It's always interesting to watch #o3 ramble to itself. Not sure why they collapse that by default; #vibecode much? 🙃. You get an idea / trace of #AI's activations of 'multiprocessing vs. various OS' unfold: spawn (vs. fork) -> must prevent redundant execution in subprocesses. 👍

Friday Python Time. If you've ever used multiprocessing in Python, you know about the pickle module. If you're not familiar, this module allows you to serialize and deserialize data. However, have you ever considered it in terms of security? As always, deserialization could