UForm

Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️

bertclipclusteringcontrastive-learningcross-attentionhuggingface-transformers

Apache License 2.0

Created on Feb 21, 2023

Updated on Mar 31, 2026

Stars

1.2k

Forks

78

Watchers

1.2k

Open Issues

16

Repository Health Score

🧡

67/100

Fair

Overall repository health assessment

Score Breakdown

Activity

Active development - updated this week

30/30

100%

Issues Analytics

37

Total Issues

All time

15

Open

41% of total

22

Closed

Recent Commits

Release: v3.1.4 [skip ci]

TinySemVer•5 months ago

f4beec5View on GitHub

Docs: DGX-B200 benchmarks

Ash Vardanian•5 months ago

284f9f7View on GitHub

Improve: Default to `bfloat16` for Torch

Ash Vardanian•5 months ago

0419b54View on GitHub

Make: Upgrade deps for Py 3.10+

Ash Vardanian•5 months ago

cef4beaView on GitHub

Make: Upgrade CI with `uv`

Ash Vardanian•5 months ago

0dff0dcView on GitHub

Release: v3.1.3 [skip ci]

TinySemVer•7 months ago

464f4d8View on GitHub

Fix: Transformers lib compatibility (#110)

Xie Yanbo•7 months ago

98eac0cView on GitHub

Release: v3.1.2 [skip ci]

TinySemVer•9 months ago

1427634View on GitHub

Improve: Support compiled CoreML models (#108)

Gavrilikhin Daniil•9 months ago

ae290f1View on GitHub

Release: v3.1.1 [skip ci]

TinySemVer•1 year ago

33d5df7View on GitHub

Fix: Include `.mjs` in `package.json` (#98)

djacobs7•1 year ago

0982ca8View on GitHub

Release: v3.1.0 [skip ci]

TinySemVer•1 year ago

7b79dbdView on GitHub

Merge pull request #97 from unum-cloud/main-dev

Ash Vardanian•1 year ago

2dbcc42View on GitHub

Add: Apple Neural Engine optimizations

Ash Vardanian•1 year ago

00c92f2View on GitHub

Release: v3.0.3 [skip ci]

TinySemVer•1 year ago

2c15cecView on GitHub

View all commits

image-search

language-vision

llava

multi-lingual

multimodal

neural-network

openai

openclip

pretrained-models

pytorch

representation-learning

semantic-search

transformer

vector-search

Community

1,228 stars, 78 forks

2/30

7%

Documentation

Has description, license

15/20

75%

Maintenance

1.3% issue ratio

20/20

100%

Health score is calculated based on activity, community engagement, documentation quality, and maintenance practices

Languages

Python

58.2%

Swift

17.1%

JavaScript

12.9%

Jupyter Notebook

11.9%

Dependencies6 total

5

Production

1

Development

Production Dependencies (5)

@huggingface/hub^0.14.8

@xenova/transformers^2.17.0

node-fetch^3.3.2

onnxruntime-node^1.17.0

Top Contributors

1

ashvardanian

User

197

commits

2

semantic-release-bot

User

31

commits

3

kimihailv

User

17

commits

4

ishkhan42

User

7

commits

5

VoVoR

User

6

commits

6

gurgenyegoryan

User

2

commits

7

gavrilikhin-d

User

1

commits

8

ake020675

User

1

commits

9

kapulkin

User

1

commits

10

lmmx

User

1

commits

Languages

Python

58.2%

Swift

17.1%

JavaScript

12.9%

Jupyter Notebook

11.9%

Issues Analytics

37

Total Issues

All time

15

Open

41% of total

22

Closed

Dependencies6 total

5

Production

1

Development

Production Dependencies (5)

@huggingface/hub^0.14.8

@xenova/transformers^2.17.0

node-fetch^3.3.2

onnxruntime-node^1.17.0

onnxruntime-web^1.17.3

Development Dependencies (1)

nodemon^2.0.15

@unum-cloud/uformv3.1.4

59% of total

2w

Avg Close Time

Avg response

Issues Activity: Last 6 months

Top Labels

Hottest Issues

1

#50 CoreML FP16 model

9

closed

2

#89 Fine-Tuning UForm models

6

2

open

3

#69 README example now invalid

5

closed

4

#104 Text encoder missing input shape constraints

2

open

5

#79 No module named 'uform.models'

4

closed

Top Contributors

1

ashvardanian

User

197

commits

2

semantic-release-bot

User

31

commits

3

kimihailv

User

17

commits

4

ishkhan42

User

7

commits

5

VoVoR

User

6

commits

6

gurgenyegoryan

User

2

commits

7

gavrilikhin-d

User

1

commits

8

ake020675

User

1

commits

9

kapulkin

User

1

commits

10

lmmx

User

1

commits

Recent Commits

Release: v3.1.4 [skip ci]

TinySemVer•5 months ago

f4beec5View on GitHub

Docs: DGX-B200 benchmarks

Ash Vardanian•5 months ago

284f9f7View on GitHub

Improve: Default to `bfloat16` for Torch

Ash Vardanian•5 months ago

0419b54View on GitHub

Make: Upgrade deps for Py 3.10+

Ash Vardanian•5 months ago

cef4beaView on GitHub

Make: Upgrade CI with `uv`

Ash Vardanian•5 months ago

0dff0dcView on GitHub

Release: v3.1.3 [skip ci]

TinySemVer•7 months ago

464f4d8View on GitHub

Fix: Transformers lib compatibility (#110)

Xie Yanbo•7 months ago

98eac0cView on GitHub

Release: v3.1.2 [skip ci]

TinySemVer•9 months ago

1427634View on GitHub

Improve: Support compiled CoreML models (#108)

Gavrilikhin Daniil•9 months ago

ae290f1View on GitHub

Release: v3.1.1 [skip ci]

TinySemVer•1 year ago

33d5df7View on GitHub

Fix: Include `.mjs` in `package.json` (#98)

djacobs7•1 year ago

0982ca8View on GitHub

Release: v3.1.0 [skip ci]

TinySemVer•1 year ago

7b79dbdView on GitHub

Merge pull request #97 from unum-cloud/main-dev

Ash Vardanian•1 year ago

2dbcc42View on GitHub

Add: Apple Neural Engine optimizations

Ash Vardanian•1 year ago

00c92f2View on GitHub

Release: v3.0.3 [skip ci]

TinySemVer•1 year ago

2c15cecView on GitHub

View all commits

GitHub Explorer

UForm

Score Breakdown

Production Dependencies (5)

Production Dependencies (5)

Development Dependencies (1)

Issues Activity: Last 6 months

Top Labels

Hottest Issues