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Official code for Paper "Mantis: Multi-Image Instruction Tuning" [TMLR2024]

active 2024-04-122026-01-06 (UTC)

Partial coverage20,536 / 26,292 hourly files (78%) · 2 absent upstream · 5,753 failed, retryable2023-08-152026-08-14 (UTC)— sampled evenly across the window, so rankings and trends hold; absolute counts scale up.
Events
388
Pushes
187
Pull requests
2
Issues
21
Stars
121
Forks
14

Activity over time

Daily event counts in the loaded window

Line chart, 635 days from 2024-04-12 to 2026-01-06. Pushes: 187 total, peak 18 in a day. Pull requests: 2 total, peak 1 in a day. Issues: 21 total, peak 2 in a day. Comments: 40 total, peak 4 in a day. Stars: 121 total, peak 12 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
jdf-prog198173119
wenhuchen191404
lucasjinreal7006
chris-tng4001
xing00473001
BrenchCC3002
luodian8733001
srymaker2001
ElegantLin2011
gordonhu6082002
azshue1000
yeppp271000
rexainn1001
Aafiya-H1000
lian7001000
emanuelevivoli1001
hungnh11251000

Recent activity

Latest issues, pull requests and releases

  • Issue#28lian7002025-08-06 11:42
    Does qwen2_vl_vae work?
  • Issue comment#27rexainn2025-05-30 09:49
    Which transformers version should we use?
  • Pull request#26ElegantLin2025-03-05 02:38
  • Issue comment#25ElegantLin2025-03-01 02:20
    [rank2]: AttributeError: 'Collator' object has no attribute 'tokenizer'
  • Issue#23jdf-prog2025-02-14 05:54
    id not unique
  • Issue comment#23jdf-prog2025-02-13 23:21
    id not unique
  • Issue comment#24jdf-prog2025-02-13 23:19
    Image Denotation for Mantis-Idefics2
  • Issue#21jdf-prog2024-12-24 04:38
    Confusion about Eval and Instruct in README
  • Issue#22Aafiya-H2024-11-27 01:02
    Regarding CUDA out of memory error only during validation
  • Issue comment#21jdf-prog2024-10-31 19:18
    Confusion about Eval and Instruct in README
  • Issue comment#20jdf-prog2024-09-02 18:51
    About the multi image input
  • Issue comment#19jdf-prog2024-08-23 20:08
    Merging LoRA weights with base model
  • Issue comment#19jdf-prog2024-08-23 20:07
    Merging LoRA weights with base model
  • Issue#17jdf-prog2024-08-23 20:03
    Support for Idefics3
  • Issue comment#17jdf-prog2024-08-23 20:03
    Support for Idefics3
  • Pull request#16jdf-prog2024-08-23 07:29
  • Issue comment#16jdf-prog2024-08-23 07:29
    Supplement: When reading the local offline json file, the data is not filtered according to the max_image_size passed in.
  • Issue#19hungnh11252024-08-22 21:40
    Merging LoRA weights with base model
  • Issue comment#18srymaker2024-08-22 05:17
    Pretrain Image Data
  • Issue#18wenhuchen2024-08-22 02:30
    Pretrain Image Data
  • Issue#18srymaker2024-08-21 07:07
    Pretrain Image Data
  • Issue#17chris-tng2024-08-13 05:44
    Support for Idefics3
  • Issue comment#15BrenchCC2024-08-06 02:32
    I tried to deploy Mantis in my own server for some test. Do you have any suggestion about the tools which can deploy Mantis to run faster?
  • Issue comment#15jdf-prog2024-08-06 02:24
    I tried to deploy Mantis in my own server for some test. Do you have any suggestion about the tools which can deploy Mantis to run faster?
  • Issue#15BrenchCC2024-08-06 00:25
    I tried to deploy Mantis in my own server for some test. Do you have any suggestion about the tools which can deploy Mantis to run faster?

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 121 stars here means stars gained during the window, not the repo's star count.