bundoora
Customized development container environment for consistent and efficient execution of machine learning projects.
Science Score: 44.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓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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○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (11.1%) to scientific vocabulary
Keywords
Repository
Customized development container environment for consistent and efficient execution of machine learning projects.
Basic Info
Statistics
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
- Releases: 4
Topics
Metadata Files
README.md
BUNDOORA
This project establishes a tailored development container environment to ensure consistent and efficient execution of machine learning projects. By encapsulating all necessary dependencies—including Python, PyTorch, CUDA, and Ubuntu 22.04—within a container, it effectively resolves compatibility issues that often arise in diverse development setups. This approach not only streamlines the research process but also enhances reproducibility and collaboration among researchers.
More about how to use it see document
The environment under maintain
|Python|Pytorch|OS|CUDA| |---|---|---|---| |3.10|2.5.1|AWS Ubuntu 22.04|12.1|
Build the image
To build the image for the default platform (linux/amd64)
bash
make build
To build the image for multiple platforms and load it locally
bash
make build-multi
To build the image for multiple platforms and push it to a registry
bash
make push-multi IMAGE_NAME=yourusername/test
To create and use a new builder instance
bash
make create-builder
Research Projects using this repo
- When Simpler Is Better: Traditional Models Outperform LLMs in ICU Mortality Prediction
- Small Language Model good at specific tasks
- Mimic3 Benchmark
- ChronoScribe: Early fusion with transformer architecture
Citation
bibtex
@software{Li_Bundoora_2024,
author = {Li, Bowen},
doi = {<>},
month = dec,
title = {{Bundoora}},
url = {https://github.com/SkywardAI/bundoora},
version = {1.0.0},
year = {2024}
}
Owner
- Name: SkywardAI
- Login: SkywardAI
- Kind: organization
- Repositories: 1
- Profile: https://github.com/SkywardAI
Focus on AI, drive the future forward.
Citation (CITATION.cff)
cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Li"
given-names: "Bowen"
orcid: "https://orcid.org/0009-0007-6470-5607"
title: "Bundoora"
version: 1.0.0
doi: <>
date-released: 2024-12-08
url: "https://github.com/SkywardAI/bundoora"
GitHub Events
Total
- Create event: 17
- Issues event: 2
- Release event: 4
- Delete event: 13
- Issue comment event: 3
- Push event: 32
- Pull request event: 25
Last Year
- Create event: 17
- Issues event: 2
- Release event: 4
- Delete event: 13
- Issue comment event: 3
- Push event: 32
- Pull request event: 25
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 1
- Total pull requests: 21
- Average time to close issues: about 1 hour
- Average time to close pull requests: about 2 hours
- Total issue authors: 1
- Total pull request authors: 2
- Average comments per issue: 1.0
- Average comments per pull request: 0.1
- Merged pull requests: 20
- Bot issues: 0
- Bot pull requests: 1
Past Year
- Issues: 1
- Pull requests: 21
- Average time to close issues: about 1 hour
- Average time to close pull requests: about 2 hours
- Issue authors: 1
- Pull request authors: 2
- Average comments per issue: 1.0
- Average comments per pull request: 0.1
- Merged pull requests: 20
- Bot issues: 0
- Bot pull requests: 1
Top Authors
Issue Authors
- Aisuko (1)
Pull Request Authors
- Aisuko (22)
- dependabot[bot] (2)
Top Labels
Issue Labels
Pull Request Labels
Dependencies
- nvidia/cuda 12.2.2-devel-ubi8 build