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Top 3 data-parallelism Open-Source Projects
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DeepSpeed
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
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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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weave
A state-of-the-art multithreading runtime: message-passing based, fast, scalable, ultra-low overhead (by mratsim)
Project mention: Can we discuss MLOps, Deployment, Optimizations, and Speed? | /r/LocalLLaMA | 2023-12-06DeepSpeed can handle parallelism concerns, and even offload data/model to RAM, or even NVMe (!?) . I'm surprised I don't see this project used more.
Project mention: The GIL can now be disabled in Python's main branch | news.ycombinator.com | 2024-03-11
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).
data-parallelism related posts
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Making large AI models cheaper, faster and more accessible
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ColossalChat: An Open-Source Solution for Cloning ChatGPT with a RLHF Pipeline
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Meet ColossalChat: An Open-Source AI Solution For Cloning ChatGPT With A Complete RLHF Pipeline
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A top AI researcher reportedly left Google for OpenAI after sharing concerns the company was training Bard on ChatGPT data
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Colossal-AI: open-source RLHF pipeline based on LLaMA pre-trained model
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ColossalChat
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ColossalChat: An Open-Source Solution for Cloning ChatGPT with RLHF Pipeline
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A note from our sponsor - SaaSHub
www.saashub.com | 5 May 2024
Index
What are some of the best open-source data-parallelism projects? This list will help you:
Project | Stars | |
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1 | ColossalAI | 37,911 |
2 | DeepSpeed | 32,739 |
3 | weave | 523 |
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