https://github.com/nvidia/dali
A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.
https://github.com/nvidia/dali
Keywords
audio-processing data-augmentation data-processing deep-learning fast-data-pipeline gpu gpu-tensorflow image-augmentation image-processing machine-learning mxnet neural-network paddle python pytorch
Keywords from Contributors
convolutional-neural-network deeplearning deep-neural-networks distributed language-model tf-module tensorflow2 python-tensorflow python-framework speech-recognition
Last synced: 11 months ago
JSON representation
Acceptance Criteria
- Revelant topics? true
- External users? true
- Open source license? true
- Active? true
- Fork? false
Repository metadata
A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.
- Host: GitHub
- URL: https://github.com/nvidia/dali
- Owner: NVIDIA
- License: apache-2.0
- Created: 2018-06-01T22:18:01.000Z (almost 7 years ago)
- Default Branch: main
- Last Pushed: 2024-05-27T17:25:44.000Z (12 months ago)
- Last Synced: 2024-05-27T17:42:32.922Z (12 months ago)
- Topics: audio-processing, data-augmentation, data-processing, deep-learning, fast-data-pipeline, gpu, gpu-tensorflow, image-augmentation, image-processing, machine-learning, mxnet, neural-network, paddle, python, pytorch
- Language: C++
- Homepage: https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html
- Size: 368 MB
- Stars: 4,939
- Watchers: 93
- Forks: 605
- Open Issues: 216
- Releases: 0
-
Metadata Files:
- Readme: README.rst
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Security: SECURITY.rst
- Support: docs/support_matrix.rst
Owner metadata
- Name: NVIDIA Corporation
- Login: NVIDIA
- Email:
- Kind: organization
- Description:
- Website: www.nvidia.com
- Location: 2788 San Tomas Expressway, Santa Clara, CA, 95051
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/1728152?v=4
- Repositories: 342
- Last ynced at: 2023-04-09T21:50:50.327Z
- Profile URL: https://github.com/NVIDIA
Committers metadata
Last synced: 11 months ago
Total Commits: 3,570
Total Committers: 107
Avg Commits per committer: 33.364
Development Distribution Score (DDS): 0.727
Commits in past year: 442
Committers in past year: 22
Avg Commits per committer in past year: 20.091
Development Distribution Score (DDS) in past year: 0.774
| Name | Commits | |
|---|---|---|
| Janusz Lisiecki | 3****L | 975 |
| Krzysztof Lecki | k****i@n****m | 454 |
| Joaquin Anton | j****n@n****m | 431 |
| MichaĆ Zientkiewicz | m****z@n****m | 248 |
| MichaĆ Zientkiewicz | m****t@g****m | 237 |
| Albert Wolant | 4****t | 172 |
| MichaĆ | 7****l | 122 |
| Kamil Tokarski | k****4@g****m | 107 |
| Szymon KarpiĆski | 3****i | 86 |
| RafaĆ BanaĆ | 3****f | 84 |
| Serge Panev | s****v@m****m | 83 |
| Kamil Tokarski | k****i@n****m | 68 |
| MichaĆ SzoĆucha | m****a@n****m | 64 |
| Joaquin Anton | j****o@g****m | 58 |
| Janusz Lisiecki | j****i@n****m | 30 |
| Przemyslaw Tredak | p****x@g****m | 28 |
| Serge Panev | s****v@n****m | 25 |
| MichaĆ Staniewski | m****i@g****m | 20 |
| ptredak | p****k@n****m | 20 |
| Krystian Sztenderski | 5****i | 20 |
| Abhishek Sansanwal | 3****l | 16 |
| Rafal | B****7@g****m | 13 |
| BartĆomiej CieĆlar | 3****2 | 12 |
| MichaĆ Staniewski | m****i@n****m | 12 |
| Kyle Chen | 4****v | 10 |
| Szymon KarpiĆski | 3****3 | 9 |
| majra20 | m****0@g****m | 9 |
| MichaĆ Sala | 4****r | 8 |
| Pablo Ribalta Lorenzo | 3****a | 8 |
| cyy | c****r@o****m | 8 |
| and 77 more... | ||
Committer domains:
- nvidia.com: 18
- us.ibm.com: 3
- me.com: 3
- qq.com: 2
- shuai.guru: 1
- jonathandekhtiar.eu: 1
- hollowman.ml: 1
- 163.com: 1
- berkeley.edu: 1
- huxuan.org: 1
- thomas-bouvier.io: 1
- smartthings.com: 1
- students.mimuw.edu.pl: 1
Issue and Pull Request metadata
Last synced: 11 months ago
Total issues: 428
Total pull requests: 939
Average time to close issues: 8 months
Average time to close pull requests: 12 days
Total issue authors: 198
Total pull request authors: 27
Average comments per issue: 5.36
Average comments per pull request: 7.47
Merged pull request: 716
Bot issues: 0
Bot pull requests: 0
Past year issues: 247
Past year pull requests: 751
Past year average time to close issues: 19 days
Past year average time to close pull requests: 5 days
Past year issue authors: 85
Past year pull request authors: 20
Past year average comments per issue: 4.59
Past year average comments per pull request: 6.83
Past year merged pull request: 583
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- Fightinging1997 (15)
- danbider (10)
- CoinCheung (9)
- butorine (8)
- 5had3z (8)
- bveldhoen (7)
- Esthesia (6)
- husterdjx (6)
- umie0128 (6)
- themattinthehatt (6)
- fversaci (6)
- Pedrexus (5)
- debasishaimonk (5)
- wangdada-love (5)
- SunXuan90 (5)
Top Pull Request Authors
- JanuszL (201)
- szalpal (136)
- klecki (131)
- mzient (90)
- szkarpinski (80)
- jantonguirao (67)
- stiepan (65)
- awolant (61)
- staniewzki (39)
- banasraf (27)
- 5had3z (11)
- PatRyg99 (4)
- mwdowski (4)
- mdabek-nvidia (3)
- 0o001 (3)
Top Issue Labels
- question (223)
- enhancement (82)
- bug (82)
- help wanted (54)
- Video (33)
- external contribution welcome (14)
- lack_of_repro (12)
- perf (6)
- PyTorch Lightning (5)
- automatic augmentations (4)
- signatures (4)
- conditional execution (3)
- good first issue (3)
- external source (2)
- JAX (2)
- Documentation (1)
- math ops (1)
- iterators (1)
- audio (1)
- Backend APIs (1)
- TensorFlow (1)
- custom operations (1)
- GDS (1)
Top Pull Request Labels
- important-fix (30)
- signatures (19)
- automatic augmentations (3)
- conditional execution (1)
Package metadata
- Total packages: 12
-
Total downloads:
- pypi: 30,223 last-month
- Total docker downloads: 128,012
- Total dependent packages: 6 (may contain duplicates)
- Total dependent repositories: 113 (may contain duplicates)
- Total versions: 979
- Total maintainers: 1
pypi.org: nvidia-dali-cuda110
NVIDIA DALI for CUDA 11.0. Git SHA: d1685acebd5c41743cab0e15890660130e0276ce
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-cuda110.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.37.1 (published about 1 year ago)
- Last Synced: 2024-05-27T23:21:03.708Z (12 months ago)
- Versions: 24
- Dependent Packages: 5
- Dependent Repositories: 95
- Downloads: 22,100 Last month
- Docker Downloads: 24,446
-
Rankings:
- Stargazers count: 1.03%
- Docker downloads count: 1.341%
- Dependent repos count: 1.527%
- Average: 2.085%
- Forks count: 2.09%
- Dependent packages count: 2.364%
- Downloads: 4.16%
- Maintainers (1)
pypi.org: nvidia-dali-cuda120
NVIDIA DALI for CUDA 12.0. Git SHA: d1685acebd5c41743cab0e15890660130e0276ce
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-cuda120.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.37.1 (published about 1 year ago)
- Last Synced: 2024-05-27T23:21:03.461Z (12 months ago)
- Versions: 18
- Dependent Packages: 1
- Dependent Repositories: 11
- Downloads: 1,655 Last month
- Docker Downloads: 102,378
-
Rankings:
- Stargazers count: 1.03%
- Forks count: 2.09%
- Docker downloads count: 3.723%
- Average: 3.989%
- Dependent repos count: 4.372%
- Dependent packages count: 4.778%
- Downloads: 7.941%
- Maintainers (1)
proxy.golang.org: github.com/NVIDIA/DALI
- Homepage:
- Documentation: https://pkg.go.dev/github.com/NVIDIA/DALI#section-documentation
- Licenses: apache-2.0
- Latest release: v1.36.0 (published about 1 year ago)
- Last Synced: 2024-05-27T23:21:06.345Z (12 months ago)
- Versions: 181
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 1.622%
- Average: 4.057%
- Dependent packages count: 6.492%
pypi.org: nvidia-dali-tf-plugin-cuda110
NVIDIA DALI TensorFlow plugin for CUDA 11.0. Git SHA: d1685acebd5c41743cab0e15890660130e0276ce
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-tf-plugin-cuda110.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.37.1 (published about 1 year ago)
- Last Synced: 2024-05-27T23:21:03.388Z (12 months ago)
- Versions: 24
- Dependent Packages: 0
- Dependent Repositories: 6
- Downloads: 1,720 Last month
- Docker Downloads: 1,131
-
Rankings:
- Stargazers count: 1.03%
- Docker downloads count: 1.464%
- Forks count: 2.092%
- Dependent repos count: 6.017%
- Average: 6.144%
- Dependent packages count: 10.06%
- Downloads: 16.203%
- Maintainers (1)
proxy.golang.org: github.com/nvidia/dali
- Homepage:
- Documentation: https://pkg.go.dev/github.com/nvidia/dali#section-documentation
- Licenses: apache-2.0
- Latest release: v1.36.0 (published about 1 year ago)
- Last Synced: 2024-05-27T23:21:03.584Z (12 months ago)
- Versions: 181
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 6.999%
- Average: 8.173%
- Dependent repos count: 9.346%
pypi.org: nvidia-dali-tf-plugin-cuda120
NVIDIA DALI TensorFlow plugin for CUDA 12.0. Git SHA: d1685acebd5c41743cab0e15890660130e0276ce
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-tf-plugin-cuda120.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.37.1 (published about 1 year ago)
- Last Synced: 2024-05-27T23:21:03.695Z (12 months ago)
- Versions: 17
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 203 Last month
- Docker Downloads: 57
-
Rankings:
- Stargazers count: 1.065%
- Forks count: 2.13%
- Dependent packages count: 6.633%
- Average: 10.11%
- Dependent repos count: 30.611%
- Maintainers (1)
pypi.org: nvidia-dali-nightly-cuda110
NVIDIA DALI nightly for CUDA 11.0. Git SHA: a9c092b0ca25a120dea9a2c8773df3e1921e9f29
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-nightly-cuda110.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.38.0.dev20240506 (published 12 months ago)
- Last Synced: 2024-05-28T16:17:24.533Z (12 months ago)
- Versions: 118
- Dependent Packages: 0
- Dependent Repositories: 1
- Downloads: 1,182 Last month
-
Rankings:
- Dependent packages count: 10.126%
- Downloads: 13.08%
- Average: 14.917%
- Dependent repos count: 21.545%
- Maintainers (1)
pypi.org: nvidia-dali-nightly-cuda120
NVIDIA DALI nightly for CUDA 12.0. Git SHA: 1ea44dad52e06e5fa448819ffc1b845bcbff0a12
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-nightly-cuda120.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.38.0.dev20240507 (published 12 months ago)
- Last Synced: 2024-05-31T07:46:57.550Z (11 months ago)
- Versions: 129
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 979 Last month
-
Rankings:
- Dependent packages count: 7.192%
- Average: 20.98%
- Dependent repos count: 34.767%
- Maintainers (1)
pypi.org: nvidia-dali-weekly-cuda120
NVIDIA DALI weekly for CUDA 12.0. Git SHA: 306221661a585ed7791857141e15b69e28952905
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-weekly-cuda120.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.38.0.dev20240505 (published about 1 year ago)
- Last Synced: 2024-05-27T23:21:03.380Z (12 months ago)
- Versions: 22
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 209 Last month
-
Rankings:
- Dependent packages count: 7.192%
- Average: 20.98%
- Dependent repos count: 34.767%
- Maintainers (1)
pypi.org: nvidia-dali-tf-plugin-nightly-cuda110
NVIDIA DALI nightly TensorFlow plugin for CUDA 11.0. Git SHA: a9c092b0ca25a120dea9a2c8773df3e1921e9f29
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-tf-plugin-nightly-cuda110.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.38.0.dev20240506 (published 12 months ago)
- Last Synced: 2024-05-28T16:17:26.296Z (12 months ago)
- Versions: 117
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 1,102 Last month
-
Rankings:
- Dependent packages count: 7.287%
- Average: 24.098%
- Dependent repos count: 40.908%
- Maintainers (1)
pypi.org: nvidia-dali-tf-plugin-nightly-cuda120
NVIDIA DALI nightly TensorFlow plugin for CUDA 12.0. Git SHA: d0f8231f99c406b4553b5c5fbc9c673460e2ac6d
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-tf-plugin-nightly-cuda120.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.37.0.dev20240409 (published about 1 year ago)
- Last Synced: 2024-05-27T23:21:28.926Z (12 months ago)
- Versions: 126
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 874 Last month
-
Rankings:
- Dependent packages count: 7.287%
- Average: 24.098%
- Dependent repos count: 40.908%
- Maintainers (1)
pypi.org: nvidia-dali-tf-plugin-weekly-cuda120
NVIDIA DALI weekly TensorFlow plugin for CUDA 12.0. Git SHA: 306221661a585ed7791857141e15b69e28952905
- Homepage: https://github.com/NVIDIA/dali
- Documentation: https://nvidia-dali-tf-plugin-weekly-cuda120.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 1.38.0.dev20240505 (published about 1 year ago)
- Last Synced: 2024-05-27T23:21:03.114Z (12 months ago)
- Versions: 22
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 199 Last month
-
Rankings:
- Dependent packages count: 7.287%
- Average: 24.098%
- Dependent repos count: 40.908%
- Maintainers (1)
Dependencies
- actions/checkout v3 composite
- github/codeql-action/analyze v2 composite
- github/codeql-action/init v2 composite
- ${DEPS_IMAGE_NAME} latest build
- builder latest build
Score: 25.19447111378384