Science Score: 36.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
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✓Committers with academic emails
1 of 60 committers (1.7%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (5.6%) to scientific vocabulary
Keywords from Contributors
tensor
xgboost
gbrt
gbm
gbdt
parallel-computing
flexible
alignment
nvidia
conda
Last synced: 6 months ago
·
JSON representation
Repository
Utilities for Dask and CUDA interactions
Basic Info
- Host: GitHub
- Owner: rapidsai
- License: apache-2.0
- Language: Python
- Default Branch: branch-25.10
- Homepage: https://docs.rapids.ai/api/dask-cuda/stable/
- Size: 2.46 MB
Statistics
- Stars: 314
- Watchers: 24
- Forks: 102
- Open Issues: 88
- Releases: 40
Created about 7 years ago
· Last pushed 6 months ago
Metadata Files
Readme
Changelog
License
Codeowners
README.md
Dask CUDA
Various utilities to improve deployment and management of Dask workers on CUDA-enabled systems.
This library is experimental, and its API is subject to change at any time without notice.
Example
```python from dask_cuda import LocalCUDACluster from dask.distributed import Client
cluster = LocalCUDACluster() client = Client(cluster) ```
Documentation is available here.
What this is not
This library does not automatically convert your Dask code to run on GPUs.
It only helps with deployment and management of Dask workers in multi-GPU systems. Parallelizing GPU libraries like RAPIDS and CuPy with Dask is an ongoing effort. You may wish to read about this effort at blog.dask.org for more information. Additional information about Dask-CUDA can also be found in the docs.
Owner
- Name: RAPIDS
- Login: rapidsai
- Kind: organization
- Website: https://rapids.ai
- Twitter: RAPIDSai
- Repositories: 122
- Profile: https://github.com/rapidsai
Open GPU Data Science
GitHub Events
Total
- Create event: 106
- Release event: 9
- Issues event: 25
- Watch event: 21
- Delete event: 96
- Issue comment event: 276
- Push event: 240
- Pull request review comment event: 125
- Pull request review event: 217
- Pull request event: 206
- Fork event: 9
Last Year
- Create event: 106
- Release event: 9
- Issues event: 25
- Watch event: 21
- Delete event: 96
- Issue comment event: 276
- Push event: 240
- Pull request review comment event: 125
- Pull request review event: 217
- Pull request event: 206
- Fork event: 9
Committers
Last synced: 8 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| Peter Andreas Entschev | p****r@e****m | 376 |
| Mads R. B. Kristensen | m****k@g****m | 151 |
| John Kirkham | j****m@g****m | 85 |
| Raymond Douglass | r****y@r****m | 78 |
| Benjamin Zaitlen | q****n@g****m | 60 |
| GALI PREM SAGAR | s****5@g****m | 43 |
| Charles Blackmon-Luca | 2****a | 30 |
| AJ Schmidt | a****8 | 26 |
| James Lamb | j****b@n****m | 23 |
| Bradley Dice | b****e@b****m | 22 |
| Matthew Rocklin | m****n@g****m | 21 |
| Lawrence Mitchell | l****l@n****m | 20 |
| Richard (Rick) Zamora | r****7@g****m | 19 |
| Jake Awe | 5****e | 12 |
| Vyas Ramasubramani | v****r@n****m | 11 |
| Jordan Jacobelli | j****i@n****m | 10 |
| Gil Forsyth | g****h | 10 |
| Jacob Tomlinson | j****n | 10 |
| Kyle Edwards | k****s@n****m | 9 |
| Tom Augspurger | t****r@n****m | 7 |
| Dillon Cullinan | d****2@g****m | 6 |
| Mark Sadang | m****g@e****m | 6 |
| gpuCI | 3****r | 4 |
| Ashwin Srinath | 3****a | 4 |
| Dillon Cullinan | d****n@d****m | 4 |
| Ajay Thorve | A****e | 3 |
| Joseph | 6****i | 3 |
| Eli Fajardo | e****o@n****m | 2 |
| Jaya Venkatesh | j****r@n****m | 2 |
| Rami Chowdhury | r****y@g****m | 2 |
| and 30 more... | ||
Committer Domains (Top 20 + Academic)
nvidia.com: 13
cs.wisc.edu: 1
ymail.com: 1
mithral.com: 1
dgx01.aselab.nvidia.com: 1
me.com: 1
sipsolutions.net: 1
dgx13.aselab.nvidia.com: 1
engineer.com: 1
bradleydice.com: 1
raydouglass.com: 1
entschev.com: 1
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 83
- Total pull requests: 538
- Average time to close issues: 3 months
- Average time to close pull requests: 17 days
- Total issue authors: 43
- Total pull request authors: 33
- Average comments per issue: 2.8
- Average comments per pull request: 1.99
- Merged pull requests: 462
- Bot issues: 0
- Bot pull requests: 44
Past Year
- Issues: 16
- Pull requests: 242
- Average time to close issues: 1 day
- Average time to close pull requests: 3 days
- Issue authors: 11
- Pull request authors: 21
- Average comments per issue: 0.81
- Average comments per pull request: 1.6
- Merged pull requests: 200
- Bot issues: 0
- Bot pull requests: 31
Top Authors
Issue Authors
- pentschev (14)
- jakirkham (8)
- rjzamora (5)
- randerzander (4)
- trivialfis (4)
- VibhuJawa (3)
- madsbk (3)
- jacobtomlinson (2)
- ilan-gold (2)
- ayushdg (2)
- LUOXIAO92 (2)
- kanglcn (2)
- quasiben (2)
- AquifersBSIM (1)
- loretoparisi (1)
Pull Request Authors
- pentschev (118)
- jameslamb (49)
- rapids-bot[bot] (44)
- GPUtester (35)
- bdice (34)
- gforsyth (30)
- rjzamora (29)
- jakirkham (28)
- raydouglass (22)
- AyodeAwe (19)
- KyleFromNVIDIA (18)
- galipremsagar (16)
- vyasr (15)
- TomAugspurger (15)
- wence- (12)
Top Labels
Issue Labels
bug (8)
python (2)
feature request (2)
inactive-90d (2)
inactive-30d (2)
0 - Blocked (1)
doc (1)
? - Needs Triage (1)
good first issue (1)
0 - Backlog (1)
improvement (1)
non-breaking (1)
ci (1)
question (1)
Pull Request Labels
non-breaking (394)
improvement (246)
python (175)
3 - Ready for Review (128)
ci (123)
conda (105)
bug (105)
feature request (48)
breaking (19)
5 - Ready to Merge (18)
gpuCI (15)
2 - In Progress (14)
doc (13)
5 - DO NOT MERGE (8)
0 - Blocked (7)
inactive-30d (3)
! - Hotfix (2)
5 - Merge After Dependencies (1)
inactive-90d (1)
4 - Needs Reviewer (1)
Packages
- Total packages: 24
-
Total downloads:
- pypi 63,597 last-month
- Total docker downloads: 11,240,610
-
Total dependent packages: 29
(may contain duplicates) -
Total dependent repositories: 429
(may contain duplicates) - Total versions: 2,000
- Total maintainers: 4
pypi.org: dask-cuda
Utilities for Dask and CUDA interactions
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://docs.rapids.ai/api/dask-cuda/stable/
- License: Apache-2.0
-
Latest release: 25.8.0
published 7 months ago
Rankings
Docker downloads count: 0.8%
Dependent repos count: 1.3%
Downloads: 1.5%
Dependent packages count: 2.4%
Average: 2.5%
Stargazers count: 4.2%
Forks count: 4.9%
Maintainers (3)
Last synced:
7 months ago
pypi.org: cudf
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cudf.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Docker downloads count: 0.8%
Dependent packages count: 1.3%
Dependent repos count: 1.6%
Average: 3.2%
Stargazers count: 4.4%
Forks count: 5.0%
Downloads: 5.9%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cuml
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cuml.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Docker downloads count: 0.8%
Dependent packages count: 2.2%
Dependent repos count: 2.4%
Average: 3.5%
Stargazers count: 4.4%
Forks count: 5.0%
Downloads: 6.0%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cugraph
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cugraph.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Docker downloads count: 0.8%
Dependent repos count: 2.4%
Dependent packages count: 3.3%
Stargazers count: 4.4%
Forks count: 5.0%
Average: 5.6%
Downloads: 18.0%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cusignal
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cusignal.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.0.1
published over 5 years ago
Rankings
Docker downloads count: 0.8%
Dependent repos count: 3.6%
Stargazers count: 4.4%
Forks count: 5.0%
Average: 7.3%
Dependent packages count: 7.4%
Downloads: 22.7%
Maintainers (1)
Last synced:
6 months ago
pypi.org: rmm
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://rmm.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.0.1
published over 5 years ago
Rankings
Docker downloads count: 0.8%
Dependent repos count: 2.5%
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 7.8%
Downloads: 26.5%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cudf-cuda100
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cudf-cuda100.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 9.6%
Dependent repos count: 11.9%
Downloads: 19.2%
Maintainers (1)
Last synced:
6 months ago
pypi.org: clx
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://clx.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.0.1
published over 5 years ago
Rankings
Docker downloads count: 1.9%
Stargazers count: 4.4%
Forks count: 5.0%
Dependent repos count: 5.3%
Dependent packages count: 7.4%
Average: 10.3%
Downloads: 37.6%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cuxfilter
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cuxfilter.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.0.1
published over 5 years ago
Rankings
Docker downloads count: 0.8%
Stargazers count: 4.4%
Forks count: 5.0%
Dependent repos count: 5.3%
Dependent packages count: 7.4%
Average: 10.7%
Downloads: 41.2%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cuspatial
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cuspatial.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.0.1
published over 5 years ago
Rankings
Docker downloads count: 0.8%
Dependent repos count: 3.6%
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 11.2%
Downloads: 46.0%
Maintainers (1)
Last synced:
6 months ago
pypi.org: rapids-xgboost
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://rapids-xgboost.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.0.1
published over 5 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent repos count: 5.3%
Dependent packages count: 7.4%
Average: 12.8%
Downloads: 42.1%
Maintainers (1)
Last synced:
6 months ago
pypi.org: rapidsai
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://rapidsai.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.0.1
published over 5 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 13.2%
Dependent repos count: 22.3%
Downloads: 26.9%
Maintainers (1)
Last synced:
6 months ago
pypi.org: dask-cuml
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://dask-cuml.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.0
published almost 7 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Dependent repos count: 11.9%
Average: 13.7%
Downloads: 39.6%
Maintainers (1)
Last synced:
6 months ago
pypi.org: ucx-py
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://ucx-py.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.0.1.post1
published over 5 years ago
Rankings
Docker downloads count: 0.8%
Dependent repos count: 3.9%
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 13.7%
Downloads: 60.8%
Last synced:
6 months ago
pypi.org: cuml-cuda100
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cuml-cuda100.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 14.1%
Dependent repos count: 22.3%
Downloads: 31.4%
Maintainers (1)
Last synced:
6 months ago
pypi.org: nvstrings-cuda100
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://nvstrings-cuda100.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Docker downloads count: 2.5%
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Dependent repos count: 11.9%
Average: 15.0%
Downloads: 58.6%
Maintainers (1)
Last synced:
6 months ago
pypi.org: custreamz
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://custreamz.readthedocs.io/
- License: Apache 2.0
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Latest release: 0.0.1
published over 5 years ago
Rankings
Docker downloads count: 0.8%
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Dependent repos count: 11.9%
Average: 15.0%
Downloads: 60.8%
Maintainers (1)
Last synced:
6 months ago
pypi.org: nvstrings-cuda92
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://nvstrings-cuda92.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent repos count: 5.3%
Dependent packages count: 7.4%
Average: 18.5%
Downloads: 70.4%
Maintainers (1)
Last synced:
6 months ago
pypi.org: nvstrings
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://nvstrings.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent repos count: 5.3%
Dependent packages count: 7.4%
Average: 18.5%
Downloads: 70.4%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cuml-cuda92
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cuml-cuda92.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 18.8%
Dependent repos count: 22.3%
Downloads: 54.7%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cudf-cuda92
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cudf-cuda92.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.1.post1
published over 5 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 18.8%
Dependent repos count: 22.3%
Downloads: 54.7%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cugraph-cuda92
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cugraph-cuda92.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.0
published almost 7 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 18.8%
Dependent repos count: 22.3%
Downloads: 54.7%
Maintainers (1)
Last synced:
6 months ago
pypi.org: cugraph-cuda100
- Homepage: https://github.com/rapidsai/dask-cuda
- Documentation: https://cugraph-cuda100.readthedocs.io/
- License: Apache 2.0
-
Latest release: 0.6.0
published almost 7 years ago
Rankings
Stargazers count: 4.4%
Forks count: 5.0%
Dependent packages count: 7.4%
Average: 19.1%
Dependent repos count: 22.3%
Downloads: 56.6%
Maintainers (1)
Last synced:
6 months ago
conda-forge.org: dask-cuda
- Homepage: https://github.com/rapidsai/dask-cuda
- License: Apache-2.0
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Latest release: 22.4.0
published almost 4 years ago
Rankings
Dependent repos count: 10.6%
Forks count: 21.1%
Average: 21.4%
Stargazers count: 25.0%
Dependent packages count: 28.9%
Last synced:
6 months ago
Dependencies
.github/workflows/build.yaml
actions
- actions/checkout v3 composite
- pypa/gh-action-pypi-publish release/v1 composite
.github/workflows/labeler.yml
actions
- actions/labeler main composite
.github/workflows/pr.yaml
actions
- actions/checkout v3 composite
pyproject.toml
pypi
- dask ==2023.1.1
- distributed ==2023.1.1
- numba >=0.54
- numpy >=1.18.0
- pandas >=1.0
- pynvml >=11.0.0
- zict >=0.1.3
.github/workflows/test.yaml
actions
setup.py
pypi