https://github.com/neptune-ai/neptune-notebooks

📚 Jupyter Notebooks extension for versioning, managing and sharing notebook checkpoints in your machine learning and data science projects.

Science Score: 13.0%

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
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.zenodo.json file
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DOI references
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Academic publication links
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Committers with academic emails
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Institutional organization owner
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JOSS paper metadata
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Scientific vocabulary similarity
Low similarity (15.1%) to scientific vocabulary

Keywords

cli collaboration experiment jupyterlab ml mlops production registry research snapshot snapshotting team tracking version

Keywords from Contributors

versioning comparison dl foundation keras learning lightgbm machine rl xgboost

Last synced: 5 months ago · JSON representation

Repository

📚 Jupyter Notebooks extension for versioning, managing and sharing notebook checkpoints in your machine learning and data science projects.

Basic Info

Host: GitHub
Owner: neptune-ai
License: apache-2.0
Language: Python
Default Branch: master
Homepage: https://docs.neptune.ai/tools/jupyter/overview/
Size: 1.58 MB

Statistics

Stars: 34
Watchers: 14
Forks: 6
Open Issues: 4
Releases: 1

Topics

cli collaboration experiment jupyterlab ml mlops production registry research snapshot snapshotting team tracking version

Created almost 7 years ago · Last pushed over 2 years ago

Metadata Files

Readme License Code of conduct

README.md

Neptune-Jupyter integration

Neptune is a lightweight experiment tracker that offers a single place to track, compare, store, and collaborate on experiments and models.

The Neptune-Jupyter extension lets you version, manage, and share notebook checkpoints in your projects.

Note: The extension currently works for JupyterLab <4.0.

What will you get with this integration?

Log and display notebook checkpoints either manually or automatically during model training
Connect notebook checkpoints with model training runs in Neptune
Organize checkpoints with names and descriptions
Browse checkpoints history across all notebooks in the project
Compare Notebooks side-by-side, with diffs for source, markdown, output, and execution count cells
Share Notebook checkpoints or diffs with persistent links
Download Notebook checkpoints directly from Neptune or Jupyter

Jupyter Notebook rendered in Neptune

Resources

Setup

Install the extension:

sh pip install neptune-notebooks

Enable the extension for Jupyter:

sh jupyter nbextension enable --py neptune-notebooks

In your Jupyter Notebook environment, some Neptune items appear in your toolbar.

To connect with Neptune, click the Neptune Configure button.
Enter your Neptune credentials.
To register the notebook in Neptune, click Upload.

This uploads a first checkpoint of the notebook. Every time you start a Neptune run in the notebook, a checkpoint is uploaded automatically.

For detailed instructions, see the Neptune documentation.

Usage

In a notebook cell, import neptune and start a run:

```python import neptune

run = neptune.init_run() ```

Log model-building metadata that you care about:

python run["f1_score"] = 0.66

For what else you can track, see What you can log and display in the Neptune docs.

When you're done with the logging, stop the run:

python run.stop()

You can view the notebook snapshot in the run's Source code dashboard or the project's Notebooks section.

Support

If you got stuck or simply want to talk to us, here are your options:

Check our FAQ page
You can submit bug reports, feature requests, or contributions directly to this repository
Chat! When in the Neptune application click on the blue message icon in the bottom-right corner and send a message. A real person will talk to you ASAP (typically very ASAP)
You can just shoot us an email at support@neptune.ai

Owner

Name: neptune.ai
Login: neptune-ai
Kind: organization
Email: contact@neptune.ai
Location: Worldwide

Website: https://neptune.ai
Twitter: neptune_ai
Repositories: 73
Profile: https://github.com/neptune-ai

The experiment tracker for foundation model training

GitHub Events

Total

Watch event: 1

Last Year

Watch event: 1

Committers

Last synced: over 1 year ago

All Time

Total Commits: 199
Total Committers: 25
Avg Commits per committer: 7.96
Development Distribution Score (DDS): 0.764

Past Year

Commits: 4
Committers: 2
Avg Commits per committer: 2.0
Development Distribution Score (DDS): 0.25

Top Committers

Name	Email	Commits
Jakub Sadłowski	j**i@c**m	47
Marcin Kierski	m**i@n**l	29
Michał Kozielski	m**i@n**l	28
Maciej Stankiewicz	t**k@g**m	20
Łukasz Walkiewicz	l**z@n**l	14
Łukasz Walkiewicz	l**z@c**m	9
Marcin Ki	k****n	8
Hubert Jaworski	h**i@n**l	6
themithy	1****y	5
Piotr Łusakowski	p**i@n**i	4
Piotr Łusakowski	p**i@n**l	4
Sabine	s**m@n**i	3
jakubsy	s**b@g**m	3
wajcha	a**i@g**m	3
Adam Niezurawski	a**i@c**m	2
Hubert Jaworski	h**i@n**i	2
Kamil A. Kaczmarek	k**k@n**l	2
dependabot[bot]	4****]	2
Patrycja-J	9****J	2
Adam Nieżurawski	a**i@n**l	1
Marcin Kierski	m**i@n**i	1
Marcin Mycek	h**o@g**m	1
Paweł Żurowski	z**l@g**m	1
Piotr Łusakowski	p**I@n**i	1
Piotr Łusakowski	p**I@n**l	1

Committer Domains (Top 20 + Academic)

neptune.ml: 8 neptune.ai: 5 codilime.com: 3

Issues and Pull Requests

Last synced: 6 months ago

All Time

Total issues: 5
Total pull requests: 98
Average time to close issues: about 1 year
Average time to close pull requests: 3 days
Total issue authors: 4
Total pull request authors: 13
Average comments per issue: 5.4
Average comments per pull request: 0.04
Merged pull requests: 79
Bot issues: 0
Bot pull requests: 6

Past Year

Issues: 0
Pull requests: 0
Average time to close issues: N/A
Average time to close pull requests: N/A
Issue authors: 0
Pull request authors: 0
Average comments per issue: 0
Average comments per pull request: 0
Merged pull requests: 0
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

vmarkovtsev (2)
GuangShuaiWang (1)
AndrewAnnex (1)
mirik123 (1)

Pull Request Authors

kierson (29)
themithy (23)
jakubsy (21)
tawez (8)
dependabot[bot] (6)
pitercl (3)
Patrycja-J (2)
normandy7 (1)
lukasz-walkiewicz (1)
aniezurawski (1)
pzurowski (1)
HubertJaworski (1)
kamil-kaczmarek (1)

Top Labels

Issue Labels

bug (1)

Pull Request Labels

dependencies (6) javascript (5) python (1)

Packages

Total packages: 2
Total downloads:
- npm 628 last-month
Total docker downloads: 2,561

Total dependent packages: 1
(may contain duplicates)
Total dependent repositories: 4
(may contain duplicates)
Total versions: 24
Total maintainers: 1

npmjs.org: neptune-notebooks

Neptune Labs extension for Jupyter

Homepage: https://neptune.ai
License: Apache-2.0
Latest release: 0.9.0
published almost 5 years ago

Versions: 16
Dependent Packages: 1
Dependent Repositories: 1
Downloads: 628 Last month
Docker Downloads: 2,561

Rankings

Docker downloads count: 0.8%

Downloads: 4.0%

Stargazers count: 6.9%

Forks count: 7.3%

Average: 8.4%

Dependent repos count: 10.3%

Dependent packages count: 20.9%

Maintainers (1)

neptune-deployer

Last synced: 6 months ago

conda-forge.org: neptune-notebooks

Homepage: https://neptune.ai/
License: Apache-2.0
Latest release: 0.9.3
published over 3 years ago

Versions: 8
Dependent Packages: 0
Dependent Repositories: 3

Rankings

Dependent repos count: 18.1%

Average: 41.8%

Stargazers count: 45.4%

Dependent packages count: 51.6%

Forks count: 52.2%

Last synced: 6 months ago

Dependencies

packages/neptune-extension/package-lock.json npm

945 dependencies

packages/neptune-extension/package.json npm

@babel/cli ^7.0.0 development
@babel/core ^7.0.0 development
@babel/plugin-proposal-class-properties ^7.5.5 development
@babel/plugin-proposal-object-rest-spread ^7.0.0 development
@babel/preset-env ^7.0.0 development
@babel/preset-react ^7.0.0 development
@babel/preset-typescript ^7.3.3 development
@jupyterlab/application ^3.0.0 development
@jupyterlab/apputils ^3.0.0 development
@jupyterlab/docregistry ^3.0.0 development
@jupyterlab/notebook ^3.0.0 development
@jupyterlab/running ^3.0.0 development
@jupyterlab/vdom ^3.0.0 development
@lumino/disposable ^1.1.2 development
@openapitools/openapi-generator-cli 1.0.18-4.2.0 development
@types/debug ~4.1.1 development
@types/jquery ^3.3.31 development
@types/lodash ^4.14.138 development
@types/react ^17.0.0 development
@types/react-dom ^17.0.0 development
@types/react-modal ^3.0.0 development
@types/react-redux ~7.1.2 development
@types/react-syntax-highlighter ^11.0.0 development
@types/react-transition-group ^4.2.2 development
@types/redux-logger ~3.0.7 development
autoprefixer ~9.6.1 development
babel-eslint ^10.0.3 development
babel-loader ^8.0.0 development
css-loader ~3.2.0 development
eslint ^6.3.0 development
eslint-loader ^3.0.0 development
eslint-plugin-react ^7.14.3 development
file-loader ^4.0.0 development
less ~3.10.3 development
less-loader ~5.0.0 development
postcss-loader ~3.0.0 development
rimraf ^2.0.0 development
style-loader ~1.0.0 development
typescript ~3.8.0 development
url-loader ~2.1.0 development
webpack ^4.0.0 development
webpack-cli ^3.0.0 development
webpack-merge ^4.2.2 development
core-js ^3.2.1
debug ~4.1.1
lodash ^4.0.0
moment ^2.0.0
path-browserify ^1.0.0
react ^17.0.0
react-dom ^17.0.0
react-modal ^3.0.0
react-redux ~7.2.0
react-syntax-highlighter ^11.0.0
react-transition-group ^4.3.0
redux ~4.0.4
redux-logger ~3.0.6
redux-thunk ~2.3.0

requirements.txt pypi

click >=7.0
future >=0.17.1
neptune-client >=0.9.0
notebook >=4.3.0
path.py *

test_requirements.txt pypi

bunch ==1.0.1 test
mock ==2.0.0 test
psutil ==5.6.6 test
pylint ==1.9.4 test
pylint ==2.4.2 test
pylintfileheader ==0.0.2 test
pytest ==4.6.5 test
pytest-cov ==2.6.1 test
pytest-xdist ==1.25.0 test
tox ==3.6.1 test