deffcode
mpire
deffcode | mpire | |
---|---|---|
18 | 8 | |
165 | 1,900 | |
- | 0.9% | |
0.0 | 7.5 | |
11 months ago | 7 days ago | |
Python | Python | |
Apache License 2.0 | MIT License |
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deffcode
- DeFFcode: A cross-platform High-performance FFmpeg based Video Frames Decoder
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Which not so well known Python packages do you like to use on a regular basis and why?
Vidgear and new deffcode library are my best. I bet you don't know none of them. But they're pretty awesome when it comes to video-processing and stuff.
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I made DeFFcode Python Library for decoding NumPy video frames out of almost any source you throw at it and even support real-time FFmpeg Filtergraphs and H.W Decoders.
DeFFcode is a cross-platform High-performance Video Frames Decoder that flexibly executes FFmpeg pipeline inside a subprocess pipe for generating real-time, low-overhead, lightning fast video frames with robust error-handling in just a few lines of python code.
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DeFFcode - For decoding NumPy frames out of almost any source with support for real-time FFmpeg Filtergraphs, H.W Decoders, and Libavfilter input virtual device.
GitHub Project link: https://github.com/abhiTronix/deffcode
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[P] DeFFcode: A High-performance FFmpeg based Video-Decoder Python Library for fast and low-overhead decoding of a wide range of video streams into 3D NumPy frames.
Currently FFdecoder API's support for WriteGear API is still in beta and can cause very high CPU usage(even through the given example will work without any errors). Kindly use OpenCV's VideoWriter Class until this issue is resolved. However, this will change in upcoming commits as I'm already working on it. Kindly watch DeFFcode GitHub Repository to get updates instantly. Good luck!
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I created DeFFcode - A High-performance Video-Decoder Python Library for fast and low-overhead decoding of a wide range of video streams into 3D NumPy frames.
📚 Documentation: https://abhitronix.github.io/deffcode
- [Project] DeFFcode: A High-performance FFmpeg based Video-Decoder in python. Direct alternative to OpenCV's VideoCapture API.
- DeFFcode - A High-performance FFmoeg based Video-Decoder in python. Best alternative to OpenCV's VideoCapture API.
- DeFFcode - A High-performance Video-Decoder in python. Best alternative to OpenCV's VideoCapture API.
mpire
- GitHub - sybrenjansen/mpire: A Python package for easy multiprocessing, but faster than multiprocessing
- Mpire: A Python package for easier and faster multiprocessing
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Which not so well known Python packages do you like to use on a regular basis and why?
mpire for multiprocessing.
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How do you deal with parallelising parts of an ML pipeline especially on Python?
https://github.com/Slimmer-AI/mpire is a nice lib, with better performance than multiprocessing.
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Dask – a flexible library for parallel computing in Python
Shout out to an alternative to Dask: MPIRE https://github.com/Slimmer-AI/mpire
- Multi-Threading in Python
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I'd like to introduce MPIRE: MultiProcessing Is Really Easy
After several iterations of feedback and exposure to production environments, it is now the go-to multiprocessing library at Slimmer AI. Recently, we’ve made it publicly available on GitHub (https://github.com/Slimmer-AI/mpire).
What are some alternatives?
PyAV - Pythonic bindings for FFmpeg's libraries.
Dask - Parallel computing with task scheduling
vidgear - A High-performance cross-platform Video Processing Python framework powerpacked with unique trailblazing features :fire:
cudf - cuDF - GPU DataFrame Library
decord - An efficient video loader for deep learning with smart shuffling that's super easy to digest
distributed - A distributed task scheduler for Dask
moviepy - Video editing with Python
pathml - Tools for computational pathology
bambi - BAyesian Model-Building Interface (Bambi) in Python.
cunumeric - An Aspiring Drop-In Replacement for NumPy at Scale
ffmpy - Pythonic interface for FFmpeg/FFprobe command line
legate.pandas - An Aspiring Drop-In Replacement for Pandas at Scale