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Gigantic Graph Learning (GiGL) Framework: Large-scale training and inference for Graph Neural Networks

active 2025-04-252026-08-11 (UTC)

Partial coverage15,478 / 19,089 hourly files (81%) · 2 absent upstream · 3,611 failed, retryable2024-06-072026-08-11 (UTC)— sampled evenly across the window, so rankings and trends hold; absolute counts scale up.
Events
8.4K
Pushes
2.1K
Pull requests
465
Issues
12
Stars
35
Forks
4

Activity over time

Daily event counts in the loaded window

Line chart, 474 days from 2025-04-25 to 2026-08-11. Pushes: 2,145 total, peak 52 in a day. Pull requests: 465 total, peak 15 in a day. Issues: 12 total, peak 2 in a day. Comments: 2,670 total, peak 79 in a day. Stars: 35 total, peak 2 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
kmontemayor2-sc1.8K512188851
mkolodner-sc1.4K58082418
svij-sc1.3K33291490
github-actions[bot]70521610479
yliu2-sc288651681
github-merge-queue[bot]19819800
nshah-sc161261369
swong3-sc10337347
xgao4-sc705534
zfan3-sc433320
jchmura-sc292503
semgrep-code-snapchat[bot]16009
nshah17111032
zhao-tong6122
shubhamvij2011
mfg51691001
amosbarsinai1001

Recent activity

Latest issues, pull requests and releases

  • Pull request#744kmontemayor2-sc2026-08-07 17:58
  • Issue comment#691jchmura-sc2026-07-08 21:32
    Testing uvloop
  • Pull request#679kmontemayor2-sc2026-06-25 01:47
  • Pull request#665kmontemayor2-sc2026-06-11 23:54
  • Issue comment#668github-actions[bot]2026-06-11 22:32
    Run integration Vertex AI tests against a freshly-built source image
  • Issue comment#668github-actions[bot]2026-06-11 22:32
    Run integration Vertex AI tests against a freshly-built source image
  • Issue comment#663github-actions[bot]2026-06-10 01:45
    Enable `initialize_gigl_runtime` in all components
  • Pull request#666kmontemayor2-sc2026-06-02 23:38
  • Pull request#658kmontemayor2-sc2026-06-01 23:03
  • Pull request#643svij-sc2026-05-18 19:51
  • Issue comment#635github-actions[bot]2026-05-15 06:09
    Enabled Weighted Sampling
  • Issue comment#638kmontemayor2-sc2026-05-13 18:26
    Make ParseDict call sites compatible with types-protobuf v7 stubs
  • Issue comment#638github-actions[bot]2026-05-13 16:17
    Make ParseDict call sites compatible with types-protobuf v7 stubs
  • Issue comment#630github-actions[bot]2026-05-11 22:57
    Update URI join semantics
  • Issue comment#633github-actions[bot]2026-05-11 21:57
    Add `gigl.utils.tensorboard_writer.TensorBoardWriter`
  • Pull request#632kmontemayor2-sc2026-05-11 21:48
  • Issue comment#630github-actions[bot]2026-05-11 21:21
    Update URI join semantics
  • Issue comment#630github-actions[bot]2026-05-11 21:21
    Update URI join semantics
  • Issue comment#630github-actions[bot]2026-05-09 04:05
    Update URI join semantics
  • Issue comment#630github-actions[bot]2026-05-09 04:05
    Update URI join semantics
  • Issue comment#630github-actions[bot]2026-05-09 04:05
    Update URI join semantics
  • Issue comment#630jchmura-sc2026-05-09 04:05
    Update URI join semantics
  • Issue comment#630github-actions[bot]2026-05-07 23:15
    Update URI join semantics
  • Issue comment#628github-actions[bot]2026-05-06 23:09
    Dispatch CustomResourceConfig through the v2 GLT trainer + inferencer
  • Issue comment#627github-actions[bot]2026-05-06 23:08
    Validate CustomResourceConfig shape + GLT-backend compatibility

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 35 stars here means stars gained during the window, not the repo's star count.