Python long-context

Open-source Python projects categorized as long-context
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Topics: large-language-models Deep Learning Transformers Artificial intelligence attention-mechanisms
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Top 7 Python long-context Projects

  • LongLoRA

    Code and documents of LongLoRA and LongAlpaca (ICLR 2024 Oral)

    • Project mention: Ask HN: AI/ML papers to catch up with current state of AI? | news.ycombinator.com | 2023-12-15

    LongAlpaca / One of many ways to extend context, and a useful dataset / https://arxiv.org/abs/2309.12307

  • MEGABYTE-pytorch

    Implementation of MEGABYTE, Predicting Million-byte Sequences with Multiscale Transformers, in Pytorch

    • Project mention: [R] MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers | /r/MachineLearning | 2023-05-15

  • 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.

    InfluxDB logo

  • RingAttention

    Transformers with Arbitrarily Large Context

    • Project mention: Blockwise Parallel Transformer for Long Context Large Models | /r/LocalLLaMA | 2023-06-05

  • recurrent-memory-transformer-pytorch

    Implementation of Recurrent Memory Transformer, Neurips 2022 paper, in Pytorch

  • InfLLM

    The code of our paper "InfLLM: Unveiling the Intrinsic Capacity of LLMs for Understanding Extremely Long Sequences with Training-Free Memory"

    • Project mention: InfLLM: LLMs for Understanding Long Sequences with Training-Free Memory | news.ycombinator.com | 2024-04-12

  • InfiniteBench

    Codes for the paper "∞Bench: Extending Long Context Evaluation Beyond 100K Tokens": https://arxiv.org/abs/2402.13718

    • Project mention: InfiniteBench: 100k+ long-context benchmark ! | /r/LocalLLaMA | 2023-12-07

  • perceiver-ar-pytorch

    Implementation of Perceiver AR, Deepmind's new long-context attention network based on Perceiver architecture, in Pytorch

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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).

Python long-context related posts

  • Aurelian: 70B 32K story-writing (and more) [Alpha]

    3 projects | /r/LocalLLaMA | 9 Dec 2023

  • InfiniteBench: 100k+ long-context benchmark !

    1 project | /r/LocalLLaMA | 7 Dec 2023

  • Why train on Yi 4K instead of 200K?

    2 projects | /r/LocalLLaMA | 7 Dec 2023

  • Ask HN: AI-Generated Music?

    2 projects | news.ycombinator.com | 3 Jul 2022

Index

What are some of the best open-source long-context projects in Python? This list will help you:

Project Stars
1 LongLoRA 2,454
2 MEGABYTE-pytorch 591
3 RingAttention 513
4 recurrent-memory-transformer-pytorch 381
5 InfLLM 206
6 InfiniteBench 189
7 perceiver-ar-pytorch 85

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