ludwig

computer-vision data-centric data-science deep deep-learning deeplearning fine-tuning learning llama llama2 llm llm-training machine-learning machinelearning mistral ml natural-language natural-language-processing neural-network pytorch

Score: 23.243796940370103

Last synced: about 11 hours ago
JSON representation

Repository metadata:

Low-code framework for building custom LLMs, neural networks, and other AI models

Host: GitHub
URL: https://github.com/ludwig-ai/ludwig
Owner: ludwig-ai
License: apache-2.0
Created: 2018-12-27T23:58:12.000Z (about 7 years ago)
Default Branch: master
Last Pushed: 2025-11-24T21:16:56.000Z (2 months ago)
Last Synced: 2025-11-28T08:42:48.250Z (2 months ago)
Topics: computer-vision, data-centric, data-science, deep, deep-learning, deeplearning, fine-tuning, learning, llama, llama2, llm, llm-training, machine-learning, machinelearning, mistral, ml, natural-language, natural-language-processing, neural-network, pytorch
Language: Python
Homepage: http://ludwig.ai
Size: 31.7 MB
Stars: 11,620
Watchers: 191
Forks: 1,219
Open Issues: 57
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Codeowners: CODEOWNERS
- Notice: NOTICE

Owner metadata:

Name: Ludwig
Login: ludwig-ai
Email:
Kind: organization
Description: Ludwig is a toolbox that allows to train and test deep learning models without the need to write code. It is an incubation level project in LF AI Foundation.
Website: https://ludwig.ai
Location: San Francisco, CA
Twitter:
Company:
Icon url: https://avatars.githubusercontent.com/u/65477820?v=4
Repositories: 6
Last Synced at: 2024-04-28T02:53:53.026Z
Profile URL: https://github.com/ludwig-ai

GitHub Events

Total

Fork event: 36
Issue comment event: 46
Issues event: 201
Pull request event: 61
Push event: 26
Watch event: 451
Total: 821

Last Year

Fork event: 33
Issue comment event: 13
Issues event: 5
Pull request event: 3
Push event: 24
Watch event: 399
Total: 477

Committers metadata

Last synced: 3 months ago

Total Commits: 3,634
Total Committers: 157
Avg Commits per committer: 23.146
Development Distribution Score (DDS): 0.741

Commits in past year: 0
Committers in past year: 0
Avg Commits per committer in past year: 0.0
Development Distribution Score (DDS) in past year: 0.0

Name	Email	Commits
piero	p**o@u**m	942
Jim Thompson	j**2@g**m	522
Travis Addair	t**r@g**m	465
Arnav Garg	1****1	240
Justin	j**o@g**m	210
Geoffrey Angus	g**y@p**m	120
connor-mccorm	9****m	83
Daniel Treiman	d**n@g**m	82
Kabir Brar	k**r@b**g	73
Sai Sumanth Miryala	s**a@u**m	70
abidwael	1****l	68
Joppe Geluykens	j**e@p**m	59
ydudin3	3****3	55
Jeff Kinnison	j****n	53
amholler	8****r	47
Carlo Grisetti	c**i@g**m	42
Alex Sherstinsky	a****y	41
Kaushik Bokka	k**a@g**m	37
hungcs	8****s	36
pre-commit-ci[bot]	6****]	33
Shreya Rajpal	S****R	27
Infernaught	7****t	25
ANarayan	g**s@g**m	23
Jeffrey Tang	8****g	21
patrickvonplaten	p**n@g**m	14
Doug Blank	d**k@g**m	13
Boris Dayma	b**a@g**m	10
Julian	b****c	10
Magdy Saleh	1****h	8
Chris Van Pelt	v**t@g**m	7
and 127 more...

Issue and Pull Request metadata

Last synced: 3 months ago

Total issues: 339
Total pull requests: 674
Average time to close issues: about 2 years
Average time to close pull requests: 4 months
Total issue authors: 174
Total pull request authors: 58
Average comments per issue: 2.93
Average comments per pull request: 1.34
Merged pull request: 443
Bot issues: 0
Bot pull requests: 2

Past year issues: 7
Past year pull requests: 6
Past year average time to close issues: 13 days
Past year average time to close pull requests: N/A
Past year issue authors: 7
Past year pull request authors: 4
Past year average comments per issue: 0.14
Past year average comments per pull request: 0.67
Past year merged pull request: 0
Past year bot issues: 0
Past year bot pull requests: 0

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/ludwig-ai/ludwig

Top Issue Authors

arnavgarg1 (26)
tgaddair (22)
justinxzhao (15)
geoffreyangus (13)
ShreyaR (8)
mhabedank (7)
Jeffwan (6)
ksbrar (6)
jimthompson5802 (5)
saad-palapa (5)
vinven7 (4)
MarselScheer (4)
ericxsun (3)
robhheise (3)
Peetee06 (3)

Top Pull Request Authors

arnavgarg1 (163)
alexsherstinsky (79)
tgaddair (59)
justinxzhao (57)
jeffkinnison (47)
geoffreyangus (40)
Infernaught (37)
abidwael (28)
ksbrar (16)
hungcs (9)
ethanreidel (9)
mhabedank (8)
connor-mccorm (8)
dennisrall (7)
ShreyaR (7)

Top Issue Labels

feature (74)
bug (48)
help wanted (25)
waiting for answer (22)
looking into it (16)
llm (14)
discussion (12)
dependency (9)
release-0.6 (5)
tests (5)
productivity and code quality (5)
dependencies (4)
ray (3)
easy (3)
nice to have (2)
documentation (1)
invalid (1)
messaging (1)

Top Pull Request Labels

bug (3)
release-0.7 (1)
autocreated (1)
release-0.8 (1)
waiting for answer (1)

Package metadata

Total packages: 6
Total downloads:
- pypi: 5,074 last-month
Total docker downloads: 1,575
Total dependent packages: 1 (may contain duplicates)
Total dependent repositories: 119 (may contain duplicates)
Total versions: 266
Total maintainers: 5

pypi.org: ludwig

Declarative machine learning: End-to-end machine learning pipelines using data-driven configurations.

Homepage: https://github.com/ludwig-ai/ludwig
Documentation: https://ludwig.readthedocs.io/
Licenses: Apache 2.0
Latest release: 0.10.4 (published over 1 year ago)
Last Synced: 2025-11-17T11:04:26.884Z (3 months ago)
Versions: 56
Dependent Packages: 1
Dependent Repositories: 119
Downloads: 5,074 Last month
Docker Downloads: 1,575
Rankings:
- Stargazers count: 0.252%
- Forks count: 1.252%
- Dependent repos count: 1.374%
- Docker downloads count: 2.254%
- Average: 2.288%
- Downloads: 3.802%
- Dependent packages count: 4.798%
Maintainers (5)

proxy.golang.org: github.com/ludwig-ai/ludwig/ludwig/profiling

Homepage: https://github.com/ludwig-ai/ludwig
Documentation: https://pkg.go.dev/github.com/ludwig-ai/ludwig/ludwig/profiling#section-documentation
Licenses: Apache-2.0
Latest release: v0.5.4-0.20221220054142-f651017e527d (published about 3 years ago)
Last Synced: 2025-11-17T11:04:27.674Z (3 months ago)
Versions: 5
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Forks count: 0.578%
- Stargazers count: 0.615%
- Average: 4.385%
- Dependent packages count: 6.999%
- Dependent repos count: 9.346%

proxy.golang.org: github.com/ludwig-ai/ludwig/dataset_profile

Homepage: https://github.com/ludwig-ai/ludwig
Documentation: https://pkg.go.dev/github.com/ludwig-ai/ludwig/dataset_profile#section-documentation
Licenses: Apache-2.0
Latest release: v0.0.0-20221212095559-37e6cf381bc0 (published about 3 years ago)
Last Synced: 2025-11-17T11:04:29.034Z (3 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Forks count: 0.578%
- Stargazers count: 0.615%
- Average: 4.385%
- Dependent packages count: 6.999%
- Dependent repos count: 9.346%

proxy.golang.org: github.com/ludwig-ai/ludwig/ludwig/profiling/go

Homepage: https://github.com/ludwig-ai/ludwig
Documentation: https://pkg.go.dev/github.com/ludwig-ai/ludwig/ludwig/profiling/go#section-documentation
Licenses: Apache-2.0
Latest release: v0.5.4-0.20221212101555-65e38058af5f (published about 3 years ago)
Last Synced: 2025-11-17T11:04:27.650Z (3 months ago)
Versions: 166
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Forks count: 0.579%
- Stargazers count: 0.615%
- Average: 4.385%
- Dependent packages count: 6.999%
- Dependent repos count: 9.346%

proxy.golang.org: github.com/ludwig-ai/ludwig

Homepage: https://github.com/ludwig-ai/ludwig
Documentation: https://pkg.go.dev/github.com/ludwig-ai/ludwig#section-documentation
Licenses: Apache-2.0
Latest release: v0.10.4 (published over 1 year ago)
Last Synced: 2025-11-17T11:04:28.826Z (3 months ago)
Versions: 37
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Forks count: 0.579%
- Stargazers count: 0.616%
- Average: 4.385%
- Dependent packages count: 6.999%
- Dependent repos count: 9.346%

proxy.golang.org: github.com/ludwig-ai/ludwig/dp

Homepage: https://github.com/ludwig-ai/ludwig
Documentation: https://pkg.go.dev/github.com/ludwig-ai/ludwig/dp#section-documentation
Licenses: Apache-2.0
Latest release: v0.0.0-20221208172310-cf1034b64976 (published about 3 years ago)
Last Synced: 2025-11-17T11:04:28.762Z (3 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Forks count: 0.579%
- Stargazers count: 0.616%
- Average: 4.385%
- Dependent packages count: 6.999%
- Dependent repos count: 9.346%

Dependencies

.github/workflows/cherry-pick-release.yml actions

actions/checkout v1 composite
gorillio/github-action-cherry-pick master composite
shioyang/check-pr-labels-on-push-action v1.0.6 composite

.github/workflows/docker.yml actions

actions/checkout v2 composite
aws-actions/configure-aws-credentials v1 composite
crazy-max/ghaction-docker-meta v2 composite
docker/build-push-action v2 composite
docker/login-action v1 composite
docker/setup-buildx-action v1 composite
docker/setup-qemu-action v1 composite
machulav/ec2-github-runner v2.3.2 composite

.github/workflows/pytest.yml actions

actions/cache v2 composite
actions/checkout v2 composite
actions/setup-python v2 composite
actions/upload-artifact v2 composite
fclairamb/minio-github-actions * docker

.github/workflows/pytest_slow.yml actions

actions/cache v2 composite
actions/checkout v2 composite
actions/setup-python v2 composite
actions/upload-artifact v2 composite
aws-actions/configure-aws-credentials v1 composite
machulav/ec2-github-runner v2.3.2 composite

.github/workflows/test-results.yml actions

EnricoMi/publish-unit-test-result-action v1 composite

.github/workflows/upload-pypi.yml actions

actions/checkout v2 composite
actions/setup-python v2 composite

.devcontainer/Dockerfile docker

ludwigai/ludwig-ray master build

docker/ludwig/Dockerfile docker

python 3.8.13-slim build

docker/ludwig-gpu/Dockerfile docker

pytorch/pytorch 2.0.0-cuda11.7-cudnn8-devel build

docker/ludwig-ray/Dockerfile docker

rayproject/ray 2.3.1-py38 build

docker/ludwig-ray-gpu/Dockerfile docker

rayproject/ray 2.3.1-py38-cu118 build

tests/docker-compose.yml docker

minio/minio latest

pyproject.toml pypi

requirements.txt pypi

Cython >=0.25
PyYAML >=3.12,<6.0.1,
absl-py *
bitsandbytes <0.41.0
dataclasses-json *
filelock *
fsspec *
getdaft *
gpustat *
h5py >=2.6,
html5lib *
jsonschema >=4.5.0,<4.7
kaggle *
lxml *
marshmallow *
marshmallow-dataclass ==8.5.4
marshmallow-jsonschema *
nltk *
numpy >=1.15
openpyxl >=3.0.7
packaging *
pandas >=1.0,
protobuf ==3.20.3
psutil ==5.9.4
py-cpuinfo ==9.0.0
pyarrow *
pydantic <2.0
pyxlsb >=1.0.8
requests *
retry *
rich *
sacremoses *
scikit-learn *
scipy >=0.18
sentencepiece *
spacy >=2.3
tabulate >=0.7
tensorboard *
tokenizers >=0.13.3
torch >=1.13.0
torchaudio *
torchinfo *
torchmetrics >=0.11.0,<=0.11.4
torchtext *
torchvision *
tqdm *
transformers >=4.33.2
xlrd >=2.0.1
xlsxwriter >=1.4.3
xlwt *

requirements_benchmarking.txt pypi

s3fs *

requirements_distributed.txt pypi

GPUtil *
awscli *
dask <2023.4.0
deepspeed *
getdaft *
pyarrow *
ray >=2.2.0,<2.5
tblib *
tensorboardX <2.3

requirements_explain.txt pypi

captum *

requirements_extra.txt pypi

horovod >=0.24.0,
modin *

requirements_hyperopt.txt pypi

hyperopt *
ray >=2.0.0

requirements_llm.txt pypi

accelerate *
faiss-cpu *
loralib *
peft >=0.4.0
sentence-transformers *

requirements_serve.txt pypi

fastapi *
httpx *
neuropod ==0.3.0rc6
python-multipart *
uvicorn *

requirements_test.txt pypi

ConfigSpace * test
HEBO * test
aim * test
ax-platform * test
bayesian-optimization * test
comet_ml * test
flaml * test
hpbandster * test
mlflow * test
nevergrad * test
optuna * test
pytest * test
pytest-timeout * test
s3fs >=2022.8.2 test
scikit-optimize * test
six >=1.13.0 test
sqlalchemy <2 test
wandb <0.12.11 test
wget * test
zoopt * test

requirements_tree.txt pypi

hummingbird-ml >=0.4.8
lightgbm *
lightgbm-ray *

requirements_viz.txt pypi

hiplot *
matplotlib >=3.0,<3.4
matplotlib >=3.4
ptitprince *
seaborn >=0.7,<0.12

setup.py pypi

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