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Top 23 Python Distributed 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.
Project mention: GSoC 2026 Predictions: 30 NEW AI/ML/Security Organizations You Should Start Contributing to NOW! | dev.to | 2026-02-06Main: https://github.com/ray-project/ray ⭐ 34k+
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SaaSHub
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Project mention: Fast Automatic ML Hyperparameter tuning Using Optuna (w. MLflow model registry and IRIS DB) | dev.to | 2026-06-16
Optuna is a hyperparameter optimization framework that speeds up tuning by training multiple model configurations and learning from their results. It provides:
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fugue
A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
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kubetorch
Distribute and run AI workloads on Kubernetes magically in Python, like PyTorch for ML infra.
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code2vec
TensorFlow code for the neural network presented in the paper: "code2vec: Learning Distributed Representations of Code"
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evotorch
Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.
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AgileRL
Streamlining reinforcement learning with RLOps. State-of-the-art RL algorithms and tools, with 10x faster training through evolutionary hyperparameter optimization.
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Python Distributed discussion
Python Distributed related posts
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Fast Automatic ML Hyperparameter tuning Using Optuna (w. MLflow model registry and IRIS DB)
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Show HN: Git-native-issue – issues stored as commits in refs/issues/
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Message Queues: A Simple Guide with Analogies
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Optuna f-string Refactoring
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From Knowledge Graph Generation to RAG for Stablecoin Regulatory Intelligence
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Show HN: Fine tuning and RLHF mistralai 7B using DeepSpeed
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Show HN: RLHF and Lora finetuning to mistralai 7B with DeepSpeed learning
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A note from our sponsor - SaaSHub
www.saashub.com | 17 Jun 2026
Index
What are some of the best open-source Distributed projects in Python? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | Ray | 42,860 |
| 2 | optuna | 14,351 |
| 3 | modin | 10,391 |
| 4 | scrapy-redis | 5,633 |
| 5 | Gerapy | 3,497 |
| 6 | arq | 2,949 |
| 7 | lingvo | 2,864 |
| 8 | fugue | 2,165 |
| 9 | MLBox | 1,530 |
| 10 | pottery | 1,244 |
| 11 | modal-examples | 1,217 |
| 12 | kubetorch | 1,210 |
| 13 | quokka | 1,190 |
| 14 | code2vec | 1,144 |
| 15 | evotorch | 1,141 |
| 16 | AgileRL | 925 |
| 17 | bagua | 882 |
| 18 | optuna-examples | 850 |
| 19 | Pyrlang | 636 |
| 20 | wakaq | 596 |
| 21 | malib | 552 |
| 22 | labgrid | 479 |
| 23 | sheeprl | 433 |