mllm

ai llama llm mobile multimodal

Score: 10.84161805101474

Last synced: about 7 hours ago
JSON representation

Repository metadata:

Fast Multimodal LLM on Mobile Devices

Host: GitHub
URL: https://github.com/UbiquitousLearning/mllm
Owner: UbiquitousLearning
License: mit
Created: 2023-08-30T16:33:36.000Z (almost 3 years ago)
Default Branch: main
Last Pushed: 2026-04-30T05:43:13.000Z (about 1 month ago)
Last Synced: 2026-05-26T07:04:21.992Z (7 days ago)
Topics: ai, llama, llm, mobile, multimodal
Language: C++
Homepage: https://ubiquitouslearning.github.io/mllm/
Size: 58.5 MB
Stars: 1,521
Watchers: 29
Forks: 201
Open Issues: 76
Metadata Files:
- Readme: README-ZH.md
- License: LICENSE
- Codeowners: CODEOWNERS
- Authors: AUTHORS

Owner metadata:

Name:
Login: UbiquitousLearning
Email:
Kind: user
Description:
Website:
Location:
Twitter:
Company:
Icon url: https://avatars.githubusercontent.com/u/38753457?v=4
Repositories: 3
Last Synced at: 2023-03-05T13:25:14.842Z
Profile URL: https://github.com/UbiquitousLearning

GitHub Events

Total

Create event: 25
Delete event: 20
Fork event: 66
Issue comment event: 313
Issues event: 157
Pull request event: 330
Pull request review comment event: 154
Pull request review event: 121
Push event: 214
Watch event: 620
Total: 2020

Last Year

Create event: 8
Delete event: 6
Fork event: 49
Issue comment event: 244
Issues event: 116
Pull request event: 250
Pull request review comment event: 154
Pull request review event: 83
Push event: 138
Watch event: 435
Total: 1483

Committers metadata

Last synced: 3 days ago

Total Commits: 2,337
Total Committers: 32
Avg Commits per committer: 73.031
Development Distribution Score (DDS): 0.75

Commits in past year: 849
Committers in past year: 16
Avg Commits per committer in past year: 53.063
Development Distribution Score (DDS) in past year: 0.444

Name	Email	Commits
chenghuaWang	2**4@q**m	584
yirongjie	y**9@g**m	532
xudaliang	x**g@p**n	418
oreomaker	z**9@o**m	385
Lee	4****6	184
jialilve	3**5@q**m	51
Your Name	y**u@e**m	27
ruiqurm	r**m@g**m	21
UbiquitousLearning	3****g	20
xwk	1**9@q**m	20
yuerqiqi	2**5@q**m	14
HayzelHan	H**u@1**m	13
chunfenri	y**8@p**n	13
KKkai	1**3@q**m	13
Mengwei Xu	x**i@p**n	10
nuozhihan	2**9@q**m	8
yirongjie	y**9@g**m	5
Sp0tless	1****s	2
guoxq	1**9@q**m	2
LXY	7**1@q**m	2
piao	1**0@q**m	2
Chen Zhiyang	7****t	1
Grape203	Z**n@b**n	1
HanoFleet	1****t	1
Rongjie Yi	4****0	1
Shimmer22	1**6@q**m	1
Zhenqing Hu	h**2@g**m	1
emt0re0	1**4@q**m	1
k0zhevnikov	9****v	1
luzhenyan	4**7@q**m	1
and 2 more...

Issue and Pull Request metadata

Last synced: 3 days ago

Total issues: 156
Total pull requests: 440
Average time to close issues: 29 days
Average time to close pull requests: 2 days
Total issue authors: 107
Total pull request authors: 30
Average comments per issue: 2.26
Average comments per pull request: 0.25
Merged pull request: 353
Bot issues: 0
Bot pull requests: 0

Past year issues: 50
Past year pull requests: 172
Past year average time to close issues: about 1 month
Past year average time to close pull requests: about 15 hours
Past year issue authors: 33
Past year pull request authors: 18
Past year average comments per issue: 3.28
Past year average comments per pull request: 0.46
Past year merged pull request: 110
Past year bot issues: 0
Past year bot pull requests: 0

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/UbiquitousLearning/mllm

Top Issue Authors

kjh2159 (9)
yangyyj (7)
Lucyliu1234 (6)
zjj6084bty (4)
siz0001 (3)
KAIWEILIUCC (3)
zhenchong (3)
zyf-gh (3)
Vinaysukhesh98 (3)
zcxo (3)
leekichang (2)
ustcsq (2)
yinwangsong (2)
singlecatlmx (2)
Msyu1020 (2)

Top Pull Request Authors

chenghuaWang (156)
yirongjie (93)
oreomaker (52)
lx200916 (48)
liang1232018 (18)
xumengwei (10)
XieWeikai (8)
yuerqiqi (7)
lywbarca (5)
UbiquitousLearning (5)
WhiteNight123 (4)
twlddd (3)
chunfenri (2)
FarmersWrap (2)
huangzhenhua111 (2)

Top Issue Labels

bug (5)
help wanted (1)
enhancement (1)

Top Pull Request Labels

good first issue (1)

Dependencies

.github/workflows/build-osx.yml actions

actions/checkout v4 composite
actions/setup-python v4 composite

.github/workflows/build-android.yml actions

actions/checkout v4 composite
actions/setup-python v4 composite

.github/workflows/build-x86.yml actions

actions/checkout v4 composite
actions/setup-python v5 composite

.github/workflows/docs-deploy.yml actions

actions/checkout v4 composite
actions/configure-pages v4 composite
actions/deploy-pages v4 composite
actions/setup-python v4 composite
actions/upload-pages-artifact v3 composite

mllm-cli/go.sum go

github.com/atotto/clipboard v0.1.4
github.com/aymanbagabas/go-osc52/v2 v2.0.1
github.com/aymanbagabas/go-udiff v0.2.0
github.com/charmbracelet/bubbles v0.21.0
github.com/charmbracelet/bubbletea v1.3.4
github.com/charmbracelet/colorprofile v0.2.3-0.20250311203215-f60798e515dc
github.com/charmbracelet/lipgloss v1.1.0
github.com/charmbracelet/x/ansi v0.8.0
github.com/charmbracelet/x/cellbuf v0.0.13-0.20250311204145-2c3ea96c31dd
github.com/charmbracelet/x/exp/golden v0.0.0-20241011142426-46044092ad91
github.com/charmbracelet/x/term v0.2.1
github.com/erikgeiser/coninput v0.0.0-20211004153227-1c3628e74d0f
github.com/google/uuid v1.6.0
github.com/kylelemons/godebug v1.1.0
github.com/lucasb-eyer/go-colorful v1.2.0
github.com/mattn/go-isatty v0.0.20
github.com/mattn/go-localereader v0.0.1
github.com/mattn/go-runewidth v0.0.16
github.com/muesli/ansi v0.0.0-20230316100256-276c6243b2f6
github.com/muesli/cancelreader v0.2.2
github.com/muesli/termenv v0.16.0
github.com/rivo/uniseg v0.2.0
github.com/rivo/uniseg v0.4.7
github.com/sahilm/fuzzy v0.1.1
github.com/xo/terminfo v0.0.0-20220910002029-abceb7e1c41e
golang.org/x/exp v0.0.0-20220909182711-5c715a9e8561
golang.org/x/sync v0.11.0
golang.org/x/sys v0.0.0-20210809222454-d867a43fc93e
golang.org/x/sys v0.6.0
golang.org/x/sys v0.35.0
golang.org/x/term v0.34.0
golang.org/x/text v0.3.8

.github/workflows/pymllm-macos-nightly.yml actions

actions/checkout v4 composite
actions/download-artifact v4 composite
actions/setup-python v4 composite
actions/upload-artifact v4 composite
pypa/gh-action-pypi-publish release/v1 composite

mllm-cli/go.mod go

github.com/atotto/clipboard v0.1.4
github.com/aymanbagabas/go-osc52/v2 v2.0.1
github.com/charmbracelet/bubbles v0.21.0
github.com/charmbracelet/bubbletea v1.3.4
github.com/charmbracelet/colorprofile v0.2.3-0.20250311203215-f60798e515dc
github.com/charmbracelet/lipgloss v1.1.0
github.com/charmbracelet/x/ansi v0.8.0
github.com/charmbracelet/x/cellbuf v0.0.13-0.20250311204145-2c3ea96c31dd
github.com/charmbracelet/x/term v0.2.1
github.com/erikgeiser/coninput v0.0.0-20211004153227-1c3628e74d0f
github.com/google/uuid v1.6.0
github.com/lucasb-eyer/go-colorful v1.2.0
github.com/mattn/go-isatty v0.0.20
github.com/mattn/go-localereader v0.0.1
github.com/mattn/go-runewidth v0.0.16
github.com/muesli/ansi v0.0.0-20230316100256-276c6243b2f6
github.com/muesli/cancelreader v0.2.2
github.com/muesli/termenv v0.16.0
github.com/rivo/uniseg v0.4.7
github.com/sahilm/fuzzy v0.1.1
github.com/xo/terminfo v0.0.0-20220910002029-abceb7e1c41e
golang.org/x/sync v0.11.0
golang.org/x/sys v0.35.0
golang.org/x/term v0.34.0
golang.org/x/text v0.3.8

pyproject.toml pypi

apache-tvm-ffi == 0.1.0b4
fastapi *
modelscope *
openai *
packaging *
pytest *
pytest-html *
pyyaml >= 6.0.2
torch *
torchao *
typer *
uvicorn *

docs/requirements.txt pypi

astroid *
breathe *
exhale *
fastapi *
furo *
myst-parser *
pydantic *
sphinx *
sphinx-autoapi *
sphinx-tabs *
sphinx-toolbox *
sphinxcontrib-napoleon *
uvicorn *

mllm-kernel/pyproject.toml pypi

apache-tvm-ffi *
packaging *
torch *
torch-c-dlpack-ext *

mllm-kernel/requirements.txt pypi

requirements-mini.txt pypi

pyyaml >=6.0.2
safetensors *

requirements-qnn-aot.txt pypi

addict ==2.4.0
datasets ==2.21.0
modelscope ==1.33.0
transformers ==4.57.3

requirements.txt pypi

cmake-format ==0.6.13
pyyaml >=6.0.2
safetensors *

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Summary