billion-parameters

Open-source projects categorized as billion-parameters
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Topics: mixture-of-experts Inference zero GPU model-parallelism
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billion-parameter Open-Source Projects

  • DeepSpeed

    DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

    • Project mention: Can we discuss MLOps, Deployment, Optimizations, and Speed? | /r/LocalLLaMA | 2023-12-06

    DeepSpeed 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.

  • 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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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).

billion-parameters related posts

  • [P][D] A100 is much slower than expected at low batch size for text generation

    1 project | /r/MachineLearning | 5 Dec 2023

  • DeepSpeed-FastGen: High-Throughput for LLMs via MII and DeepSpeed-Inference

    1 project | news.ycombinator.com | 4 Nov 2023

  • DeepSpeed-FastGen: High-Throughput Text Generation for LLMs

    1 project | news.ycombinator.com | 3 Nov 2023

  • Why async gradient update doesn't get popular in LLM community?

    3 projects | news.ycombinator.com | 10 Oct 2023

  • DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models (r/MachineLearning)

    1 project | /r/datascienceproject | 29 Aug 2023

  • [P] DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

    1 project | /r/MachineLearning | 28 Aug 2023

  • Using --deepspeed requires lots of manual tweaking

    3 projects | /r/Oobabooga | 11 May 2023
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    www.influxdata.com | 4 May 2024
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Index

Project Stars
1 DeepSpeed 32,739

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