{"id":18794608,"url":"https://github.com/neptune-ai/scale-examples","last_synced_at":"2025-09-02T07:33:07.629Z","repository":{"id":258958015,"uuid":"874169051","full_name":"neptune-ai/scale-examples","owner":"neptune-ai","description":"📝 Examples of how to use Neptune for different use cases and with various MLOps tools","archived":false,"fork":false,"pushed_at":"2025-08-27T11:08:32.000Z","size":4133,"stargazers_count":5,"open_issues_count":5,"forks_count":2,"subscribers_count":5,"default_branch":"main","last_synced_at":"2025-08-27T19:50:02.138Z","etag":null,"topics":["compare","dashboard","experiment","hyperscale","metadata","mlops","scale","tracker","tracking","visualization"],"latest_commit_sha":null,"homepage":"https://neptune.ai","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/neptune-ai.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":".github/CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-10-17T11:19:33.000Z","updated_at":"2025-08-15T21:34:17.000Z","dependencies_parsed_at":"2025-05-02T10:28:48.873Z","dependency_job_id":"417f2b4c-0564-4eef-ab86-f864b6c7b236","html_url":"https://github.com/neptune-ai/scale-examples","commit_stats":null,"previous_names":["neptune-ai/scale-examples"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/neptune-ai/scale-examples","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fscale-examples","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fscale-examples/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fscale-examples/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fscale-examples/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/neptune-ai","download_url":"https://codeload.github.com/neptune-ai/scale-examples/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fscale-examples/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273250226,"owners_count":25072167,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-02T02:00:09.530Z","response_time":77,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["compare","dashboard","experiment","hyperscale","metadata","mlops","scale","tracker","tracking","visualization"],"created_at":"2024-11-07T21:30:00.664Z","updated_at":"2025-09-02T07:33:07.611Z","avatar_url":"https://github.com/neptune-ai.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n \u003cimg src=\"https://raw.githubusercontent.com/neptune-ai/neptune-client/assets/readme/Github-cover-022025.png\" width=\"1500\" /\u003e\n \u0026nbsp;\n \u003ch1\u003e\u003ca href=\"https://neptune.ai\"\u003eneptune.ai\u003c/a\u003e examples\u003c/h1\u003e\n\u003c/div\u003e\n\n## What is neptune.ai?\n\nNeptune is an experiment tracker purpose-built for foundation model training.\u003cbr\u003e\n\u003cbr\u003e\nWith 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.\u003cbr\u003e\n\n## Examples\n\nThis repo contains tutorials and examples of how to use Neptune.\n\n| | Docs | Neptune | GitHub | Colab |\n| -- | :--: | :--: | :--: | :--: |\n| Quickstart | [![docs-icon]][quickstart] | [![neptune-icon]][quickstart-example] | [![github-icon]][qs-notebook] | [![colab-icon]][qs-colab] |\n| Log different types of metadata | [![docs-icon]][log-metadata] | [![neptune-icon]][log-metadata-example] | | |\n| Organize and filter runs | [![docs-icon]][runs-table] | [![neptune-icon]][runs-table-example] | | |\n| Resume run or other object | [![docs-icon]][resume-run] | | | |\n| Use Neptune in HPO jobs | [![docs-icon]][hpo] | [![neptune-icon]][hpo-example] | [![github-icon]][hpo-notebook] | [![colab-icon]][hpo-colab] |\n\n### Migration tools\n\n| | Docs | GitHub |\n| -- | :--: | :--: |\n| Import runs from Weights \u0026 Biases | [![docs-icon]][from-wandb] | [![github-icon]][from-wandb-code] |\n| Migrate code from Neptune Legacy client | [![docs-icon]][from-legacy] | [![github-icon]][from-legacy-code] |\n\n### Monitoring tools\n| | Docs | Neptune | GitHub |\n| -- | :--: | :--: | :--: |\n| Hardware monitoring | [![docs-icon]][hardware-monitoring] | [![neptune-icon]][hardware-monitoring-example] | [![github-icon]][hardware-monitoring-code] |\n| PyTorch model internals | | [![neptune-icon]][pytorch-model-internals-example] | [![github-icon]][pytorch-model-internals-code] |\n\n## Can't find what you're looking for?\n\n- [Visit the documentation \u0026rarr;][docs]\n- [Check out the blog \u0026rarr;][blog]\n- Visit our [Support Center](https://support.neptune.ai/) to get help or contact the Support team.\n\n\n\u003c!-- Internal --\u003e\n[from-wandb-code]: utils/migration_tools/from_wandb/\n[from-legacy-code]: utils/migration_tools/from_legacy_neptune/\n[hpo-notebook]: how-to-guides/hpo/notebooks/Neptune_HPO.ipynb\n[hpo-colab]: https://colab.research.google.com/github/neptune-ai/scale-examples/blob/master/how-to-guides/hpo/notebooks/Neptune_HPO.ipynb\n[pytorch-model-internals-code]: utils/monitoring_tools/pytorch_model_internals/\n[qs-notebook]: how-to-guides/quickstart/notebooks/neptune_quickstart.ipynb\n[qs-colab]: https://colab.research.google.com/github/neptune-ai/scale-examples/blob/master/how-to-guides/quickstart/notebooks/neptune_quickstart.ipynb\n\n\u003c!-- External --\u003e\n[blog]: https://neptune.ai/blog\n[docs]: https://docs.neptune.ai/\n[from-legacy]: https://docs.neptune.ai/migration_neptune\n[from-wandb]: https://docs.neptune.ai/migration_wandb\n[hardware-monitoring]: https://docs.neptune.ai/hardware_monitoring\n[hardware-monitoring-code]: utils/monitoring_tools/hardware_monitoring/\n[hardware-monitoring-example]: https://scale.neptune.ai/o/examples/org/showcase/runs/details?viewId=9f113328-75aa-4c61-9aa8-5bbdffa90879\u0026detailsTab=dashboard\u0026dashboardId=9f11330c-e4ff-413a-9faa-9e10e5b3f7ee\u0026runIdentificationKey=hardware_monitoring\u0026type=experiment\u0026experimentsOnly=true\u0026runsLineage=FULL\u0026lbViewUnpacked=true\u0026sortBy=%5B%22sys%2Fcreation_time%22%5D\u0026sortFieldType=%5B%22datetime%22%5D\u0026sortFieldAggregationMode=%5B%22auto%22%5D\u0026sortDirection=%5B%22descending%22%5D\u0026suggestionsEnabled=false\u0026query=\u0026experimentOnly=true\n[hpo]: https://docs.neptune.ai/hpo_tutorial\n[hpo-example]: https://scale.neptune.ai/o/examples/org/hpo/runs/table?viewId=9d44261f-32a1-42e7-96ff-9b35edc4be66\n[log-metadata]: https://docs.neptune.ai/log_metadata\n[log-metadata-example]: https://scale.neptune.ai/o/examples/org/LLM-Pretraining/runs/details?viewId=9e6a41f4-69a5-4d9f-951c-b1304f2acf12\u0026detailsTab=dashboard\u0026dashboardId=9e6a5c4c-0c39-491f-9811-87eeb39a2603\u0026runIdentificationKey=LLM-29\u0026type=run\u0026compare=uMlyIDUTmecveIHVma0eEB95Ei5xu8F_9qHOh0nynbtM\n[pytorch-model-internals-example]: https://scale.neptune.ai/examples/showcase/runs/details?viewId=standard-view\u0026detailsTab=dashboard\u0026dashboardId=9f67bd03-4080-4d47-83b2-36836b03351c\u0026runIdentificationKey=torch-watcher-example\u0026type=experiment\u0026experimentsOnly=true\u0026runsLineage=FULL\u0026lbViewUnpacked=true\u0026sortBy=%5B%22sys%2Fcreation_time%22%5D\u0026sortFieldType=%5B%22datetime%22%5D\u0026sortFieldAggregationMode=%5B%22auto%22%5D\u0026sortDirection=%5B%22descending%22%5D\u0026experimentOnly=true\n[quickstart]: https://docs.neptune.ai/quickstart\n[quickstart-example]: https://scale.neptune.ai/examples/quickstart/reports/9ea26258-2aed-4441-9b58-bab619215f6f\n[resume-run]: https://docs.neptune.ai/resume_run\n[runs-table]: https://docs.neptune.ai/runs_table\n[runs-table-example]: https://scale.neptune.ai/o/examples/org/LLM-Pretraining/runs/table?viewId=9e746462-f045-4ff2-9ac4-e41fa349b04d\u0026detailsTab=dashboard\u0026dash=table\u0026type=run\u0026compare=auto-5\n\n\u003c!-- Clickable icons --\u003e\n[docs-icon]: https://neptune.ai/wp-content/uploads/2023/06/file_icon.svg \"Read the documentation\"\n[neptune-icon]: https://neptune.ai/wp-content/uploads/2023/01/Signet-svg-16x16-1.svg \"See Neptune example\"\n[github-icon]: https://neptune.ai/wp-content/uploads/2023/06/Github-Monochrome-1.svg \"See code on GitHub\"\n[colab-icon]: https://neptune.ai/wp-content/uploads/colab-icon.png \"Open in Colab\"\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneptune-ai%2Fscale-examples","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fneptune-ai%2Fscale-examples","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneptune-ai%2Fscale-examples/lists"}