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Top 15 Python Ray Projects
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Ray
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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AWS Data Wrangler
pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).
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mars
Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.
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runhouse
Fast, Pythonic AI services and workflows on your own infra. Unobtrusive, debuggable, PyTorch-like APIs.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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ragswift
🚀 Scale your RAG pipeline using Ragswift: A scalable centralized embeddings management platform
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Inversion-DNSBL-Generator
Generate malicious URL blocklists for DNSBL applications like pfBlockerNG or Pi-hole by scanning various public URL sources using the Safe Browsing API from Google and/or Yandex.
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22. Ray | Github | tutorial
Project mention: Read files from s3 using Pandas/s3fs or AWS Data Wrangler? | /r/dataengineering | 2023-12-06I had no problem with awswrangler (https://github.com/aws/aws-sdk-pandas) and it supports reading and writing partitions which was really helpful and a few other optimizations that made it a great tool
Project mention: Aviary: Compare Open Source LLMs for cost, latency and quality | news.ycombinator.com | 2023-06-01
Project mention: Unified storage framework for the entire machine learning lifecycle | news.ycombinator.com | 2024-02-28
Project mention: Show HN: Ragswift – Scalable embeddings platform powered by distributed compute | news.ycombinator.com | 2024-01-22
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).
Python Ray related posts
- Fine-Tuning Llama-2: A Comprehensive Case Study for Tailoring Custom Models
- Ray – an open source project for scaling AI workloads
- Methods to keep agents inside grid world.
- Aviary: Compare Open Source LLMs for cost, latency and quality
- [N] Aviary: Comparing Open Source LLMs for cost, latency and quality
- Anyscale's Aviary is a dashboard for evaluating Open Source LLMs
- Is dynamic action masking possible in Rllib?
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A note from our sponsor - SaaSHub
www.saashub.com | 25 Apr 2024
Index
What are some of the best open-source Ray projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Ray | 30,988 |
| 2 | horovod | 13,942 |
| 3 | AWS Data Wrangler | 3,797 |
| 4 | mars | 2,677 |
| 5 | ray-llm | 1,140 |
| 6 | runhouse | 709 |
| 7 | malib | 460 |
| 8 | Python-Raytracer | 446 |
| 9 | genv | 398 |
| 10 | space | 135 |
| 11 | ragswift | 33 |
| 12 | RayEnvWrapper | 22 |
| 13 | Inversion-DNSBL-Generator | 21 |
| 14 | rxray | 12 |
| 15 | ray_snowflake | 4 |
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