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Top 8 Python Edge Projects
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SaltStack
Software to automate the management and configuration of infrastructure and applications at scale.
Project mention: Salt is the fastest, most intelligent and scalable automation engine | news.ycombinator.com | 2025-05-08 -
InfluxDB
InfluxDB – Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.
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server
The Triton Inference Server provides an optimized cloud and edge inferencing solution. (by triton-inference-server)
This is very interesting but many of the motivations listed are far better served with alternate approaches.
For "remote" model training there is NCCL + Deepspeed/FSDP/etc. For remote inferencing there are solutions like Triton Inference Server[0] that can do very high-performance hosting of any model for inference. For LLMs specifically there are nearly countless implementations.
That said, the ability to use this for testing is interesting but I wonder about GPU contention and as others have noted the performance of such a solution will be terrible even with relatively high speed interconnect (100/400gb ethernet, etc).
NCCL has been optimized to support DMA directly between network interfaces and GPUs which is of course considerably faster than solutions like this. Triton can also make use of shared memory, mmap, NCCL, MPI, etc which is one of the many tricks it uses for very performant inference - even across multiple chassis over another network layer.
[0] - https://github.com/triton-inference-server/server
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BingGPT-Discord-Bot
BingGPT Discord Bot that can handle /ask & /imagine prompts using reverse engineered API of Microsoft's Bing Chat under the hood
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Project mention: Tool Containerization Best Practices For Embedded Software Development | dev.to | 2024-09-24
To learn more about DEM and its capabilities, please visit the project's GitHub repository and explore its detailed documentation.
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aws-panorama-samples
This repository has samples that demonstrate various aspects of AWS Panorama device and the Panorama SDK
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SaaSHub
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Python Edge discussion
Python Edge related posts
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Show HN: Open-Source Development Environment Manager for Embedded Software Devs
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STM32 Development Without an IDE
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DEM: Open-source containerized Development Environment Manager
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Join the Hottest Hacktoberfest Project of 2023 🚀
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Feedback wanted on DEM
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axem - DEM bemutatkozás
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Where to store executables shared by a team/project
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A note from our sponsor - SaaSHub
www.saashub.com | 13 May 2025
Index
What are some of the best open-source Edge projects in Python? This list will help you:
# | Project | Stars |
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1 | SaltStack | 14,498 |
2 | server | 9,188 |
3 | Remove-MS-Edge | 3,352 |
4 | keylime | 464 |
5 | BingGPT-Discord-Bot | 118 |
6 | dem | 108 |
7 | aws-panorama-samples | 82 |
8 | Pyluos | 35 |