https://github.com/neptune-ai/scale-examples
đź“ť Examples of how to use Neptune for different use cases and with various MLOps tools
https://github.com/neptune-ai/scale-examples
compare dashboard experiment hyperscale metadata mlops scale tracker tracking visualization
Last synced: 4 months ago
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đź“ť Examples of how to use Neptune for different use cases and with various MLOps tools
- Host: GitHub
- URL: https://github.com/neptune-ai/scale-examples
- Owner: neptune-ai
- License: mit
- Created: 2024-10-17T11:19:33.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2025-08-27T11:08:32.000Z (4 months ago)
- Last Synced: 2025-08-27T19:50:02.138Z (4 months ago)
- Topics: compare, dashboard, experiment, hyperscale, metadata, mlops, scale, tracker, tracking, visualization
- Language: Python
- Homepage: https://neptune.ai
- Size: 3.94 MB
- Stars: 5
- Watchers: 5
- Forks: 2
- Open Issues: 5
-
Metadata Files:
- Readme: README.md
- Contributing: .github/CONTRIBUTING.md
- License: LICENSE
- Codeowners: .github/CODEOWNERS
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README
## What is neptune.ai?
Neptune is an experiment tracker purpose-built for foundation model training.
With Neptune, you can monitor thousands of per-layer metrics—losses, gradients, and activations—at any scale. Visualize them with no lag and no missed spikes. Drill down into logs and debug training issues fast. Keep your model training stable while reducing wasted GPU cycles.
## Examples
This repo contains tutorials and examples of how to use Neptune.
| | Docs | Neptune | GitHub | Colab |
| -- | :--: | :--: | :--: | :--: |
| Quickstart | [![docs-icon]][quickstart] | [![neptune-icon]][quickstart-example] | [![github-icon]][qs-notebook] | [![colab-icon]][qs-colab] |
| Log different types of metadata | [![docs-icon]][log-metadata] | [![neptune-icon]][log-metadata-example] | | |
| Organize and filter runs | [![docs-icon]][runs-table] | [![neptune-icon]][runs-table-example] | | |
| Resume run or other object | [![docs-icon]][resume-run] | | | |
| Use Neptune in HPO jobs | [![docs-icon]][hpo] | [![neptune-icon]][hpo-example] | [![github-icon]][hpo-notebook] | [![colab-icon]][hpo-colab] |
### Migration tools
| | Docs | GitHub |
| -- | :--: | :--: |
| Import runs from Weights & Biases | [![docs-icon]][from-wandb] | [![github-icon]][from-wandb-code] |
| Migrate code from Neptune Legacy client | [![docs-icon]][from-legacy] | [![github-icon]][from-legacy-code] |
### Monitoring tools
| | Docs | Neptune | GitHub |
| -- | :--: | :--: | :--: |
| Hardware monitoring | [![docs-icon]][hardware-monitoring] | [![neptune-icon]][hardware-monitoring-example] | [![github-icon]][hardware-monitoring-code] |
| PyTorch model internals | | [![neptune-icon]][pytorch-model-internals-example] | [![github-icon]][pytorch-model-internals-code] |
## Can't find what you're looking for?
- [Visit the documentation →][docs]
- [Check out the blog →][blog]
- Visit our [Support Center](https://support.neptune.ai/) to get help or contact the Support team.
[from-wandb-code]: utils/migration_tools/from_wandb/
[from-legacy-code]: utils/migration_tools/from_legacy_neptune/
[hpo-notebook]: how-to-guides/hpo/notebooks/Neptune_HPO.ipynb
[hpo-colab]: https://colab.research.google.com/github/neptune-ai/scale-examples/blob/master/how-to-guides/hpo/notebooks/Neptune_HPO.ipynb
[pytorch-model-internals-code]: utils/monitoring_tools/pytorch_model_internals/
[qs-notebook]: how-to-guides/quickstart/notebooks/neptune_quickstart.ipynb
[qs-colab]: https://colab.research.google.com/github/neptune-ai/scale-examples/blob/master/how-to-guides/quickstart/notebooks/neptune_quickstart.ipynb
[blog]: https://neptune.ai/blog
[docs]: https://docs.neptune.ai/
[from-legacy]: https://docs.neptune.ai/migration_neptune
[from-wandb]: https://docs.neptune.ai/migration_wandb
[hardware-monitoring]: https://docs.neptune.ai/hardware_monitoring
[hardware-monitoring-code]: utils/monitoring_tools/hardware_monitoring/
[hardware-monitoring-example]: https://scale.neptune.ai/o/examples/org/showcase/runs/details?viewId=9f113328-75aa-4c61-9aa8-5bbdffa90879&detailsTab=dashboard&dashboardId=9f11330c-e4ff-413a-9faa-9e10e5b3f7ee&runIdentificationKey=hardware_monitoring&type=experiment&experimentsOnly=true&runsLineage=FULL&lbViewUnpacked=true&sortBy=%5B%22sys%2Fcreation_time%22%5D&sortFieldType=%5B%22datetime%22%5D&sortFieldAggregationMode=%5B%22auto%22%5D&sortDirection=%5B%22descending%22%5D&suggestionsEnabled=false&query=&experimentOnly=true
[hpo]: https://docs.neptune.ai/hpo_tutorial
[hpo-example]: https://scale.neptune.ai/o/examples/org/hpo/runs/table?viewId=9d44261f-32a1-42e7-96ff-9b35edc4be66
[log-metadata]: https://docs.neptune.ai/log_metadata
[log-metadata-example]: https://scale.neptune.ai/o/examples/org/LLM-Pretraining/runs/details?viewId=9e6a41f4-69a5-4d9f-951c-b1304f2acf12&detailsTab=dashboard&dashboardId=9e6a5c4c-0c39-491f-9811-87eeb39a2603&runIdentificationKey=LLM-29&type=run&compare=uMlyIDUTmecveIHVma0eEB95Ei5xu8F_9qHOh0nynbtM
[pytorch-model-internals-example]: https://scale.neptune.ai/examples/showcase/runs/details?viewId=standard-view&detailsTab=dashboard&dashboardId=9f67bd03-4080-4d47-83b2-36836b03351c&runIdentificationKey=torch-watcher-example&type=experiment&experimentsOnly=true&runsLineage=FULL&lbViewUnpacked=true&sortBy=%5B%22sys%2Fcreation_time%22%5D&sortFieldType=%5B%22datetime%22%5D&sortFieldAggregationMode=%5B%22auto%22%5D&sortDirection=%5B%22descending%22%5D&experimentOnly=true
[quickstart]: https://docs.neptune.ai/quickstart
[quickstart-example]: https://scale.neptune.ai/examples/quickstart/reports/9ea26258-2aed-4441-9b58-bab619215f6f
[resume-run]: https://docs.neptune.ai/resume_run
[runs-table]: https://docs.neptune.ai/runs_table
[runs-table-example]: https://scale.neptune.ai/o/examples/org/LLM-Pretraining/runs/table?viewId=9e746462-f045-4ff2-9ac4-e41fa349b04d&detailsTab=dashboard&dash=table&type=run&compare=auto-5
[docs-icon]: https://neptune.ai/wp-content/uploads/2023/06/file_icon.svg "Read the documentation"
[neptune-icon]: https://neptune.ai/wp-content/uploads/2023/01/Signet-svg-16x16-1.svg "See Neptune example"
[github-icon]: https://neptune.ai/wp-content/uploads/2023/06/Github-Monochrome-1.svg "See code on GitHub"
[colab-icon]: https://neptune.ai/wp-content/uploads/colab-icon.png "Open in Colab"
