Rare find

Enformer. AI model that predicts how genes turn on and off based on DNA sequences.

github.com/lucidrains/enformer-pytorch

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.

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Updates

June 2026

0.8.12 Jun 26
address https://github.com/lucidrains/enformer-pytorch/issues/55 Jun 26

July 2025

Release —0.8.11 Jul 7
0.8.11 Jul 7
Merge pull request #51 from jeffhsu3/numpy_update Jul 7
included numpy version Jul 7
fromstring in one-hot encoding issue Jul 7

October 2024

Release —0.8.10 Oct 9
0.8.10 Oct 9
Merge pull request #46 from johahi/main Oct 9
small fix to disable future warning with torch.load Oct 9
Release —0.8.9 Oct 7
0.8.9 Oct 7
Merge pull request #45 from johahi/main Oct 7
fixed edge case in shift augmentation Oct 7

December 2023

Release —0.8.8 Dec 15
0.8.8 Dec 15
Merge pull request #35 from yang-dongxu/main Dec 15
support for bfloat16 Dec 15

November 2023

used in a new paper! Nov 28
Release —0.8.7 Nov 3
Update setup.py Nov 3
Merge pull request #34 from Vance-Raiti/main Nov 3
Remove depreciated torchmetrics __init__ argument and fix str_to_one_… Nov 3
Release —0.8.6 Nov 1
automatically use SyncBatchNorm if doing distributed training Nov 1

October 2023

Release —0.8.5 Oct 11
Release —0.8.4 Oct 11

September 2023

Release —0.8.3 Sep 28
Release —0.8.2 Sep 28