Rare find

iTransformer. AI model that predicts future values in time series data using attention networks.

github.com/lucidrains/iTransformer

Problem

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Audience

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Market

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Pricing

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Vaya's read on this project

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Updates

June 2025

Release —0.8.1 Jun 12
0.8.1 Jun 12
Merge pull request #37 from 2JS/main Jun 12
fix forward returning dict on single prediction Jun 12

December 2024

Release —0.8.0 Dec 26
change to prenorm and adopt hyper connections Dec 26
Release —0.7.0 Dec 23
add value residual learning Dec 23

May 2024

Release —0.6.0 May 10
receiving reports of instability when scaling up with the SiLU based … May 10

January 2024

Release —0.5.5 Jan 30
address https://github.com/lucidrains/iTransformer/issues/22 Jan 30
Release —0.5.4 Jan 8
address https://github.com/lucidrains/iTransformer/issues/21 Jan 8
Release —0.5.3 Jan 6
remove underperforming variant Jan 6
Release —0.5.2 Jan 2
address https://github.com/lucidrains/iTransformer/issues/20 Jan 2

December 2023

Release —0.5.1 Dec 21
latest pytorch Dec 21
cite Dec 21
Release —0.5.0 Dec 21
add a gateloop block for 2d itransformer, time axis Dec 21

November 2023

patch Nov 30
address https://github.com/lucidrains/iTransformer/issues/18 Nov 30
address https://github.com/lucidrains/iTransformer/issues/17 Nov 27
finish last thought with the repository. will revisit attention for t… Nov 19
add iTransformer with fourier tokens Nov 19
another shower thought Nov 16
Merge pull request #16 from lucidrains/revin-turn-off-learned-affine Nov 16