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xmu-xiaoma666 /External-Attention-pytorch

🍀 Pytorch implementation of various Attention Mechanisms, MLP, Re-parameter, Convolution, which is helpful to further understand papers.⭐⭐⭐

Stars
12,182 stars
Forks
1,932 forks
Language
Python
License
MIT
Created
May 8, 2021
Last push
Mar 16, 2026
Updated
Nov 3, 2026
Why these Tags: an agent read the README and quoted it
  • Computer vision library from the readme: Pytorch implementation of Scaling Local Self-Attention for Parameter Efficient Visual Backbones---CVPR2021 Oral

An agent gave these Tags from the fixed Tag list in the AwesomeRepos source code. A code check kept each Tag only when its quote is in the text. A wrong Tag? Report an errorwith the form at the end of this page.

In the Repository Index since Oct 22, 2026, from the starting dataset of the index.

Star History

192 days recorded, Apr 26, 2026 – Nov 3, 2026 (UTC). Net change +68 stars.

Stars at the end of each day12,182 now
Apr 26, 2026Nov 3, 2026
Net stars each dayhighest +3
+3 on Jul 18, 2026
Apr 26, 2026Nov 3, 2026

The star count of each day is the latest count minus the net stars of the later days.

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Star History chart

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Timeline

It gained stars on 58 of the 192 days recorded since Apr 26, 2026.

Its largest 7 days were Sep 13, 2026 to Sep 19, 2026: 7 stars.

In the 30 days to Nov 3, 2026 it got 3 stars, 77% fewer than in the 30 days before.

It had 12,114 stars before Apr 26, 2026 and has 12,182 stars now: 12,818 fewer than 25,000.

  1. Created on the Repository Host
  2. Latest push
  3. +2 stars in one day
  4. Largest star day recorded: +3 stars
  5. +3 stars in one day
  6. Entered the Repository Index from the Seed Dataset

The timeline comes from the creation date and the releases on the Repository Host, the Admission, the Star History, and the Observations. Star milestones show only when the Star History records the day. The list shows up to 5 stable releases from the latest 10 releases recorded. When none of them is stable, one item counts the pre-releases. On the chart of net stars each day, a solid line marks each recorded release.

Forks and pushes

From 14 Observations, Oct 22, 2026 – Nov 4, 2026. Forks -1. AwesomeRepos saw a new push on 0 of 13 days.

Forks1,932
  1. Oct 23, 2026: no new push
  2. Oct 24, 2026: no new push
  3. Oct 25, 2026: no new push
  4. Oct 26, 2026: no new push
  5. Oct 27, 2026: no new push
  6. Oct 28, 2026: no new push
  7. Oct 29, 2026: no new push
  8. Oct 30, 2026: no new push
  9. Oct 31, 2026: no new push
  10. Nov 1, 2026: no new push
  11. Nov 2, 2026: no new push
  12. Nov 3, 2026: no new push
  13. Nov 4, 2026: no new push

A filled day: the last push time changed since the Observation before it.

Health facts

Measured facts in four separate dimensions, each with a date and a source. AwesomeRepos does not add them into one score. AwesomeRepos last read these facts from GitHub on Nov 4, 2026. How AwesomeRepos defines each check

Maintenance

1 of 4 checks
  • Yes: Not archived

    GitHub does not mark the repository as archived. Source

  • No: A push in the last 90 days

    Last push on 2026-03-16, 233 days ago. Source

  • No: Commits in the last 13 weeks

    0 commits on the default branch in the last 13 weeks (GitHub, 2026-11-04). Source

  • No: Commits in 26 or more of the last 52 weeks

    Commits in 1 of the last 52 weeks (GitHub, 2026-11-04). Source

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Commits on the default branch each week, the oldest week at the left.

Releases

0 of 3 checks (1 without data)
  • No: A release in the last 365 days

    No GitHub release (read on 2026-11-04). Source

  • No data: The newest release tag is a semantic version

    No data: no release.

  • No: A changelog file at the root

    No changelog file at the root (GitHub, 2026-11-04).

Security practice

0 of 1 check
  • No: A security policy

    GitHub finds no security policy (GitHub, 2026-11-04).

OpenSSF Scorecard has no result for this repository from the last 90 days.

Community files

1 of 3 checks
  • Yes: A licence

    GitHub finds the licence MIT. Source

  • No: A contributing guide

    GitHub finds no contributing guide (GitHub, 2026-11-04).

  • No: A code of conduct

    GitHub finds no code of conduct (GitHub, 2026-11-04).

Dependencies in the index

This section shows the packages that connect this repository to other repositories in the index.

The GitHub dependency graph of this repository names 0 direct packages (scanned on Nov 4, 2026). None of them comes from another repository in the index.

No scanned repository names a package from this repository.

Uses (in the index) · 0

None.

Used by (in the index) · 0

None.

Sources: the GitHub dependency graph of each repository, and deps.dev for the source repository of each package. A dependency graph also names development packages. deps.dev takes most source repositories from package metadata. How the dependency graph is made

Observations

Latest Observation, Nov 4, 2026: 12,182 stars, 1,932 forks, last push Mar 16, 2026, not archived. One of 14 Observations since Oct 22, 2026.

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