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Top 23 Python Deployment Projects
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Ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
I'm guessing this comment is some kind of "if you know, you know." Likely starting from https://docs.ray.io/en/latest/cluster/vms/user-guides/launch... and then trawling through one of these I guess https://github.com/ray-project/ray/issues?q=is%3Aissue+prem+...
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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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inference
Replace OpenAI GPT with another LLM in your app by changing a single line of code. Xinference gives you the freedom to use any LLM you need. With Xinference, you're empowered to run inference with any open-source language models, speech recognition models, and multimodal models, whether in the cloud, on-premises, or even on your laptop.
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StackStorm
StackStorm (aka "IFTTT for Ops") is event-driven automation for auto-remediation, incident responses, troubleshooting, deployments, and more for DevOps and SREs. Includes rules engine, workflow, 160 integration packs with 6000+ actions (see https://exchange.stackstorm.org) and ChatOps. Installer at https://docs.stackstorm.com/install/index.html
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ByteTrack is a more recent tracking algorithm that is designed to handle occlusions and overlapping objects better. It uses a byte-level representation of objects and a motion model to predict the future position of objects. To enable ByteTrack in YOLOv8, use the bytetrack.yaml configuration file.
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opyrator
🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
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SaaSHub
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transformer-deploy
Efficient, scalable and enterprise-grade CPU/GPU inference server for 🤗 Hugging Face transformer models 🚀
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inference
Turn any computer or edge device into a command center for your computer vision projects. (by roboflow)
Project mention: Smart Waste Solutions: Integrating AI in Next-Gen Waste Sorting | dev.to | 2024-08-29Install packages required for running the inference. You can run the trained model Inference. This document is not meant to explain Ultralytics YOLO model training & various ways of optimizing inferences for your custom use-cases & requirements using Roboflow or Ultralytics HUB Inference . The Waste Category Predictor (AI Model) predicts the waste type and sends the signal to Arduino.
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Project mention: Show HN: RAG app example with self-hosted embedding and LLM services | news.ycombinator.com | 2024-08-13
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aws-deployment-framework
The AWS Deployment Framework (ADF) is an extensive and flexible framework to manage and deploy resources across multiple AWS accounts and regions based on AWS Organizations.
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sailor
Sailor is a tiny PaaS to install on your servers/VPS that uses git push to deploy micro-apps, micro-services, sites with SSL, on your own servers or VPS
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blindbox
BlindBox is a tool to isolate and deploy applications inside Trusted Execution Environments for privacy-by-design apps
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SaaSHub
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
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A note from our sponsor - SaaSHub
www.saashub.com | 23 May 2025
Index
What are some of the best open-source Deployment projects in Python? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | Ray | 37,163 |
| 2 | inference | 7,873 |
| 3 | StackStorm | 6,247 |
| 4 | ByteTrack | 5,287 |
| 5 | opyrator | 3,120 |
| 6 | mmdeploy | 2,943 |
| 7 | Cobbler | 2,683 |
| 8 | transformer-deploy | 1,685 |
| 9 | inference | 1,681 |
| 10 | budgetml | 1,341 |
| 11 | AutoDMG | 1,230 |
| 12 | runhouse | 1,034 |
| 13 | ecs-deploy | 883 |
| 14 | hands-on-train-and-deploy-ml | 823 |
| 15 | aws-deployment-framework | 679 |
| 16 | FedScale | 396 |
| 17 | sailor | 292 |
| 18 | runway | 171 |
| 19 | cfn-secret-provider | 142 |
| 20 | torchlambda | 125 |
| 21 | ansible-esxi | 98 |
| 22 | pypmml | 77 |
| 23 | blindbox | 56 |
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