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Memory layers use a trainable key-value lookup mechanism to add extra parameters to a model without increasing FLOPs. Conceptually, sparsely activated memory layers complement compute-heavy dense feed-forward layers, providing dedicated capacity to store and retrieve information cheaply.

active 2024-12-122026-05-22 (UTC)

Complete coverage26,408 / 26,408 hourly files (100%) · 2 absent upstream2023-08-152026-08-19 (UTC)
Events
375
Pushes
0
Pull requests
2
Issues
4
Stars
340
Forks
25

Activity over time

Daily event counts in the loaded window

Line chart, 527 days from 2024-12-12 to 2026-05-22. Pushes: 0 total, peak 0 in a day. Pull requests: 2 total, peak 1 in a day. Issues: 4 total, peak 1 in a day. Comments: 4 total, peak 1 in a day. Stars: 340 total, peak 49 in a day.

  • Pushes
  • Pull requests
  • Issues
  • Comments
  • Stars

Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.

Top contributors

Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity

ContributorContributionsPushesPRsComments
gmehtaa2001
borguz2001
Hprairie1000
lemarkle1010
AnnaGolubeva1010
meta-cla[bot]1001
misdelivery1000
facebook-github-bot1001

Recent activity

Latest issues, pull requests and releases

  • Issue comment#5meta-cla[bot]2025-09-19 08:49
    Add the yaml config file for training the model
  • Pull request#5lemarkle2025-09-19 08:49
  • Issue comment#4gmehtaa2025-03-12 21:16
    Memory implementation for 1B
  • Issue#4gmehtaa2025-03-12 19:46
    Memory implementation for 1B
  • Issue#3Hprairie2025-03-04 01:45
    Approximate FLOPs of Memory Layers
  • Issue comment#2borguz2025-01-20 21:07
    Request for open-sourcing weights
  • Issue#2borguz2025-01-20 21:07
    Request for open-sourcing weights
  • Issue#2misdelivery2025-01-19 04:05
    Request for open-sourcing weights
  • Issue comment#1facebook-github-bot2025-01-07 19:40
    Update README.md
  • Pull request#1AnnaGolubeva2025-01-07 19:40

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 340 stars here means stars gained during the window, not the repo's star count.