https://github.com/keras-team/keras
data-science deep-learning jax machine-learning neural-networks python pytorch tensorflow
Score: 39.25273287055431
Last synced: about 2 hours ago
JSON representation
Repository metadata:
Deep Learning for humans
- Host: GitHub
- URL: https://github.com/keras-team/keras
- Owner: keras-team
- License: apache-2.0
- Created: 2015-03-28T00:35:42.000Z (about 11 years ago)
- Default Branch: master
- Last Pushed: 2026-05-27T01:06:15.000Z (4 days ago)
- Last Synced: 2026-05-27T02:17:22.199Z (4 days ago)
- Topics: data-science, deep-learning, jax, machine-learning, neural-networks, python, pytorch, tensorflow
- Language: Python
- Homepage: http://keras.io/
- Size: 50.9 MB
- Stars: 64,061
- Watchers: 1,854
- Forks: 19,775
- Open Issues: 197
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Security: SECURITY.md
Owner metadata:
- Name: Keras
- Login: keras-team
- Email: keras-users@googlegroups.com
- Kind: organization
- Description: Deep Learning for humans
- Website: https://keras.io/
- Location: Worldwide
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/34455048?v=4
- Repositories: 19
- Last Synced at: 2024-03-25T20:24:13.957Z
- Profile URL: https://github.com/keras-team
Committers metadata
Last synced: 20 days ago
Total Commits: 11,120
Total Committers: 1,462
Avg Commits per committer: 7.606
Development Distribution Score (DDS): 0.713
Commits in past year: 866
Committers in past year: 130
Avg Commits per committer in past year: 6.662
Development Distribution Score (DDS) in past year: 0.807
| Name | Commits | |
|---|---|---|
| Francois Chollet | f****t@g****m | 3188 |
| Scott Zhu | s****u@g****m | 422 |
| hertschuh | 1****h | 387 |
| Hongyu, Chiu | 2****8 | 231 |
| Haifeng Jin | 5****n | 212 |
| Fariz Rahman | f****u@g****m | 207 |
| Matt Watson | 1****w | 207 |
| Chen Qian | c****y@g****m | 189 |
| A. Unique TensorFlower | g****r@t****g | 176 |
| Taehoon Lee | m****e@t****m | 164 |
| Gabriel de Marmiesse | g****e@g****m | 127 |
| Ugeun Park | p****4@g****m | 118 |
| Ramesh Sampath | 1****b | 115 |
| Neel Kovelamudi | n****a@g****m | 114 |
| Divyashree Sreepathihalli | d****i@g****m | 108 |
| Oleg Zabluda | o****a@g****m | 107 |
| Samuel Marks | 8****s | 105 |
| Aditya Goyal | 1****5 | 91 |
| Kaan Bıçakcı | 4****a | 77 |
| Rick Chao | r****o@g****m | 75 |
| Max Pumperla | m****a@g****m | 62 |
| EderSantana | e****r@m****m | 61 |
| Thomas McColgan | t****n@g****m | 57 |
| Sachin Prasad | s****d@g****m | 54 |
| Faisal Alsrheed | 4****d | 53 |
| Xavier Snelgrove | x****r@w****m | 49 |
| Gabriel Rasskin | 4****n | 46 |
| Soumik Rakshit | 1****6@g****m | 42 |
| dependabot[bot] | 4****] | 40 |
| Frédéric Branchaud-Charron | f****n@u****a | 39 |
| and 1432 more... | ||
Issue and Pull Request metadata
Last synced: 19 days ago
Total issues: 1,510
Total pull requests: 3,172
Average time to close issues: 3 months
Average time to close pull requests: 17 days
Total issue authors: 928
Total pull request authors: 350
Average comments per issue: 4.09
Average comments per pull request: 1.86
Merged pull request: 2,092
Bot issues: 2
Bot pull requests: 243
Past year issues: 92
Past year pull requests: 459
Past year average time to close issues: 18 days
Past year average time to close pull requests: 7 days
Past year issue authors: 66
Past year pull request authors: 79
Past year average comments per issue: 1.13
Past year average comments per pull request: 1.91
Past year merged pull request: 249
Past year bot issues: 0
Past year bot pull requests: 14
Top Issue Authors
- innat (54)
- pass-lin (18)
- fchollet (16)
- shkarupa-alex (15)
- jonbarron (13)
- martin-gorner (13)
- LarsKue (12)
- pure-rgb (12)
- sampathweb (12)
- dryglicki (11)
- emi-research-dl (11)
- AGFACBNNR (11)
- DLumi (11)
- cheyennee (10)
- lbortolotti (9)
Top Pull Request Authors
- james77777778 (322)
- hertschuh (320)
- shashaka (197)
- copybara-service[bot] (165)
- dependabot[bot] (77)
- sampathweb (73)
- Mohamed-Ashraf273 (73)
- mattdangerw (70)
- divyashreepathihalli (62)
- Faisal-Alsrheed (58)
- SuryanarayanaY (52)
- haifeng-jin (50)
- acsweet (44)
- shkarupa-alex (43)
- lkarthee (41)
Top Issue Labels
- type:Bug (401)
- stat:awaiting response from contributor (389)
- stale (251)
- type:support (220)
- type:feature (149)
- stat:awaiting keras-eng (74)
- type:bug/performance (72)
- keras-team-review-pending (57)
- backend:jax (36)
- backend:torch (35)
- type:docs (26)
- backend:tensorflow (20)
- stat:contributions welcome (14)
- stat:awaiting keras-team (14)
- ready to pull (12)
- To investigate (12)
- kokoro:force-run (11)
- Contributions welcome (9)
- type:performance (8)
- size:S (7)
- awaiting review (7)
- Gemma (7)
- type:docs-bug (5)
- size:M (4)
- type:others (3)
- size:XS (3)
- API design review (2)
- dependencies (2)
- size:L (2)
- type:auto-fix (1)
Top Pull Request Labels
- ready to pull (1,031)
- size:S (866)
- kokoro:force-run (842)
- size:M (792)
- size:XS (772)
- awaiting review (482)
- size:L (270)
- size:XL (85)
- dependencies (77)
- stat:awaiting response from contributor (68)
- cla: yes (49)
- python (39)
- stale (38)
- github_actions (38)
- keras-team-review-pending (35)
- stat:awaiting keras-eng (18)
- Gemma (16)
- backend:OpenVino (13)
- stat:awaiting keras-team (4)
- backend:tensorflow (1)
- failing internal tests (1)
Package metadata
- Total packages: 10
-
Total downloads:
- pypi: 21,563,233 last-month
- conda: 5,073,524 total
- Total docker downloads: 1,160,116,090
- Total dependent packages: 650 (may contain duplicates)
- Total dependent repositories: 26,248 (may contain duplicates)
- Total versions: 3,142
- Total maintainers: 3
- Total advisories: 19
pypi.org: keras
Multi-backend Keras
- Homepage: https://keras.io/
- Documentation: https://keras.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 3.14.1 (published 23 days ago)
- Last Synced: 2026-05-25T10:14:01.727Z (6 days ago)
- Versions: 121
- Dependent Packages: 587
- Dependent Repositories: 24,558
- Downloads: 20,752,061 Last month
- Docker Downloads: 1,152,731,159
-
Rankings:
- Forks count: 0.03%
- Stargazers count: 0.036%
- Dependent repos count: 0.048%
- Dependent packages count: 0.052%
- Downloads: 0.067%
- Average: 0.082%
- Docker downloads count: 0.261%
- Maintainers (2)
-
Advisories:
- Keras vulnerable to DoS via Malicious .keras Model (HDF5 Shape Bomb Causes Petabyte Allocation in KerasFileEditor)
- Keras has an untrusted deserialization vulnerability
- Keras has a Local File Disclosure via HDF5 External Storage During Keras Weight Loading
- Duplicate Advisory: Keras vulnerable to arbitrary file read in the model loading mechanism (HDF5 integration)
- Duplicate Advisory: Google Keras Allocates Resources Without Limits or Throttling in the HDF5 weight loading component
- Keras Directory Traversal Vulnerability
- Duplicate Advisory: Keras keras.utils.get_file API is vulnerable to a path traversal attack
- Duplicate Advisory: Keras keras.utils.get_file API is vulnerable to a path traversal attack
- Keras is vulnerable to arbitrary local file loading and Server-Side Request Forgery
- Keras framework vulnerable to deserialization of untrusted data
- The Keras `Model.load_model` method **silently** ignores `safe_mode=True` and allows arbitrary code execution when a `.h5`/`.hdf5` file is loaded.
- Keras is vulnerable to Deserialization of Untrusted Data
- Duplicate Advisory: The Keras `Model.load_model` method **silently** ignores `safe_mode=True` and allows arbitrary code execution when a `.h5`/`.hdf5` file is loaded.
- Keras vulnerable to CVE-2025-1550 bypass via reuse of internal functionality
- Duplicate Advisory: Keras safe mode bypass vulnerability
- Arbitrary Code Execution via Crafted Keras Config for Model Loading
- Duplicate Advisory: Keras arbitrary code execution vulnerability
- keras Path Traversal vulnerability
- Keras code injection vulnerability
pypi.org: keras-nightly
Multi-backend Keras
- Homepage: https://keras.io/
- Documentation: https://keras-nightly.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 3.8.0.dev2025011403 (published over 1 year ago)
- Last Synced: 2026-03-31T21:02:43.611Z (2 months ago)
- Versions: 1,463
- Dependent Packages: 19
- Dependent Repositories: 1,025
- Downloads: 250,895 Last month
- Docker Downloads: 7,369,605
-
Rankings:
- Dependent repos count: 0.364%
- Dependent packages count: 0.444%
- Average: 0.523%
- Downloads: 0.635%
- Docker downloads count: 0.649%
- Maintainers (2)
conda-forge.org: keras
- Homepage: https://github.com/keras-team/keras
- Licenses: Apache-2.0
- Latest release: 2.10.0 (published over 3 years ago)
- Last Synced: 2026-03-19T01:16:56.066Z (2 months ago)
- Versions: 22
- Dependent Packages: 29
- Dependent Repositories: 327
- Downloads: 4,863,812 Total
-
Rankings:
- Forks count: 0.12%
- Stargazers count: 0.16%
- Average: 1.061%
- Dependent repos count: 1.672%
- Dependent packages count: 2.291%
pypi.org: keras-nlp
Pretrained models for Keras.
- Homepage: https://keras.io/keras_hub/
- Documentation: https://keras-nlp.readthedocs.io/
- Licenses: Apache-2.0
- Latest release: 0.29.0 (published 25 days ago)
- Last Synced: 2026-05-12T14:22:23.808Z (18 days ago)
- Versions: 124
- Dependent Packages: 14
- Dependent Repositories: 10
- Downloads: 71,531 Last month
- Docker Downloads: 15,326
-
Rankings:
- Dependent packages count: 0.962%
- Docker downloads count: 1.102%
- Downloads: 1.136%
- Average: 2.343%
- Stargazers count: 2.503%
- Forks count: 3.768%
- Dependent repos count: 4.587%
- Maintainers (2)
proxy.golang.org: github.com/keras-team/keras
- Homepage:
- Documentation: https://pkg.go.dev/github.com/keras-team/keras#section-documentation
- Licenses: apache-2.0
- Latest release: v3.14.1+incompatible (published 24 days ago)
- Last Synced: 2026-05-12T14:22:25.144Z (18 days ago)
- Versions: 66
- Dependent Packages: 0
- Dependent Repositories: 1
-
Rankings:
- Forks count: 0.007%
- Stargazers count: 0.013%
- Average: 3.573%
- Dependent repos count: 4.719%
- Dependent packages count: 9.553%
anaconda.org: keras
Keras 3 is a multi-backend deep learning framework, with support for JAX, TensorFlow, and PyTorch. Effortlessly build and train models for computer vision, natural language processing, audio processing, timeseries forecasting, recommender systems, etc.
- Homepage: https://github.com/keras-team/keras
- Licenses: Apache-2.0
- Latest release: 3.14.0 (published about 1 month ago)
- Last Synced: 2026-04-29T16:06:17.579Z (about 1 month ago)
- Versions: 24
- Dependent Packages: 1
- Dependent Repositories: 327
- Downloads: 209,712 Total
-
Rankings:
- Forks count: 0.423%
- Stargazers count: 0.514%
- Dependent repos count: 9.619%
- Average: 10.302%
- Dependent packages count: 30.651%
pypi.org: keras-nlp-nightly
Pretrained models for Keras.
- Homepage: https://keras.io/keras_hub/
- Documentation: https://keras-nlp-nightly.readthedocs.io/
- Licenses: Apache-2.0
- Latest release: 0.0.0 (published over 2 years ago)
- Last Synced: 2026-05-12T14:22:44.067Z (18 days ago)
- Versions: 772
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 15,809 Last month
-
Rankings:
- Stargazers count: 2.576%
- Forks count: 3.828%
- Dependent packages count: 9.841%
- Average: 21.019%
- Dependent repos count: 67.832%
- Maintainers (2)
pypi.org: keras-test
Multi-backend Keras
- Homepage: https://keras.io/
- Documentation: https://keras-test.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 3.9.0.dev2025041714 (published about 1 year ago)
- Last Synced: 2026-05-12T14:22:25.606Z (18 days ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 43 Last month
-
Rankings:
- Dependent packages count: 9.283%
- Average: 30.784%
- Dependent repos count: 52.286%
- Maintainers (1)
pypi.org: keras-hub
Pretrained models for Keras.
- Homepage: https://keras.io/keras_hub/
- Documentation: https://keras-hub.readthedocs.io/
- Licenses: Apache-2.0
- Latest release: 0.29.0 (published 25 days ago)
- Last Synced: 2026-05-10T12:50:33.796Z (20 days ago)
- Versions: 60
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 461,865 Last month
-
Rankings:
- Dependent packages count: 10.438%
- Average: 34.599%
- Dependent repos count: 58.76%
- Maintainers (2)
pypi.org: keras-hub-nightly
Pretrained models for Keras.
- Homepage: https://keras.io/keras_hub/
- Documentation: https://keras-hub-nightly.readthedocs.io/
- Licenses: Apache-2.0
- Latest release: 0.30.0.dev202605100545 (published 21 days ago)
- Last Synced: 2026-05-10T12:50:33.549Z (20 days ago)
- Versions: 489
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 11,029 Last month
-
Rankings:
- Dependent packages count: 10.438%
- Average: 34.599%
- Dependent repos count: 58.76%
- Maintainers (2)
Dependencies
requirements.txt
pypi
- Pillow *
- black ==22.3.0
- flake8 ==4.0.1
- isort ==5.10.1
- numpy *
- pandas *
- portpicker *
- pydot *
- pyyaml *
- scipy *
- tf-nightly *
.github/workflows/gpu_tests.yml
actions
- actions/checkout v4 composite
.github/workflows/labeler.yaml
actions
- actions/checkout v6.0.2 composite
- actions/github-script v8 composite
.github/workflows/tpu_tests.yml
actions
- actions/checkout v6.0.2 composite
requirements-jax-tpu.txt
pypi
- flax *
- jax *
- tensorflow-cpu *
- tf2onnx *
- torch *
requirements-tensorflow-tpu.txt
pypi
- jax *
- tensorflow-tpu ==2.19.1
- tf2onnx *
- torch *
.github/workflows/actions.yml
actions
- actions/cache v3 composite
- actions/checkout v3 composite
- actions/setup-python v4 composite
- codecov/codecov-action v3 composite
- dorny/paths-filter v2 composite
pyproject.toml
pypi
requirements-common.txt
pypi
- absl-py *
- black >=22
- build *
- dm-tree *
- flake8 *
- google *
- h5py *
- isort *
- namex *
- numpy *
- pandas *
- protobuf *
- pytest *
- pytest-cov *
- requests *
- rich *
- scipy *
- tensorboard-plugin-profile *
.github/workflows/auto-assignment.yaml
actions
- actions/checkout v3 composite
- actions/github-script v6 composite
.github/workflows/nightly.yml
actions
- actions/cache v3 composite
- actions/checkout v3 composite
- actions/setup-python v4 composite
- pypa/gh-action-pypi-publish release/v1 composite
.github/workflows/stale-issue-pr.yaml
actions
- actions/stale v5 composite
requirements-jax-cuda.txt
pypi
- jax *
- tf-nightly-cpu ==2.15.0.dev20231009
- torch >=2.1.0
- torchvision >=0.16.0
requirements-tensorflow-cuda.txt
pypi
- jax *
- tf-nightly ==2.15.0.dev20231009
- torch >=2.1.0
- torchvision >=0.16.0
requirements-torch-cuda.txt
pypi
- jax *
- tf-nightly-cpu ==2.15.0.dev20231009
- torch ==2.1.0
- torchvision ==0.16.0
.github/workflows/scorecard.yml
actions
- actions/checkout b4ffde65f46336ab88eb53be808477a3936bae11 composite
- actions/upload-artifact a8a3f3ad30e3422c9c7b888a15615d19a852ae32 composite
- github/codeql-action/upload-sarif c0d1daa7f7e14667747d73a7dbbe8c074bc8bfe2 composite
- ossf/scorecard-action 0864cf19026789058feabb7e87baa5f140aac736 composite