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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
Write local debuggable Python which traverses your powerful remote infra. Deploy as-is. Unobtrusive, unopinionated, PyTorch-like APIs.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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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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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Project mention: Ray: Unified framework for scaling AI and Python applications | news.ycombinator.com | 2024-05-03
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
Python Ray related posts
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Ray: Unified framework for scaling AI and Python applications
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Fine-Tuning Llama-2: A Comprehensive Case Study for Tailoring Custom Models
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Ray – an open source project for scaling AI workloads
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Methods to keep agents inside grid world.
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Aviary: Compare Open Source LLMs for cost, latency and quality
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[N] Aviary: Comparing Open Source LLMs for cost, latency and quality
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Anyscale's Aviary is a dashboard for evaluating Open Source LLMs
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A note from our sponsor - InfluxDB
www.influxdata.com | 21 May 2024
Index
What are some of the best open-source Ray projects in Python? This list will help you:
Project | Stars | |
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1 | Ray | 31,414 |
2 | horovod | 13,987 |
3 | AWS Data Wrangler | 3,816 |
4 | mars | 2,675 |
5 | ray-llm | 1,174 |
6 | runhouse | 725 |
7 | malib | 467 |
8 | Python-Raytracer | 447 |
9 | genv | 427 |
10 | space | 137 |
11 | ragswift | 33 |
12 | RayEnvWrapper | 22 |
13 | Inversion-DNSBL-Generator | 20 |
14 | rxray | 12 |
15 | ray_snowflake | 4 |
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