{"id":14081326,"url":"https://github.com/neptune-ai/neptune-client","last_synced_at":"2025-05-14T02:06:37.408Z","repository":{"id":37404464,"uuid":"170117229","full_name":"neptune-ai/neptune-client","owner":"neptune-ai","description":"📘 The experiment tracker for foundation model training","archived":false,"fork":false,"pushed_at":"2025-04-17T11:53:58.000Z","size":13675,"stargazers_count":614,"open_issues_count":32,"forks_count":65,"subscribers_count":20,"default_branch":"master","last_synced_at":"2025-05-11T18:08:47.734Z","etag":null,"topics":["comparison","dl","foundation","keras","learning","lightgbm","llm","logger","logging","machine","ml","mlops","monitoring","optuna","pytorch","rl","tensorflow","versioning","visualization","xgboost"],"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":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/neptune-ai.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":".github/CODEOWNERS","security":".github/SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-02-11T11:25:57.000Z","updated_at":"2025-05-07T11:11:30.000Z","dependencies_parsed_at":"2023-09-26T13:36:49.758Z","dependency_job_id":"f9c636b0-d427-4e6a-9ab4-7c598a41ee76","html_url":"https://github.com/neptune-ai/neptune-client","commit_stats":{"total_commits":1876,"total_committers":52,"mean_commits":36.07692307692308,"dds":0.7745202558635395,"last_synced_commit":"59e1daa431ef273ee112ee5478bdaacd98d4a1cb"},"previous_names":[],"tags_count":245,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fneptune-client","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fneptune-client/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fneptune-client/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neptune-ai%2Fneptune-client/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/neptune-ai","download_url":"https://codeload.github.com/neptune-ai/neptune-client/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254052701,"owners_count":22006716,"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","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":["comparison","dl","foundation","keras","learning","lightgbm","llm","logger","logging","machine","ml","mlops","monitoring","optuna","pytorch","rl","tensorflow","versioning","visualization","xgboost"],"created_at":"2024-08-13T13:00:40.400Z","updated_at":"2025-05-14T02:06:32.399Z","avatar_url":"https://github.com/neptune-ai.png","language":"Python","funding_links":[],"categories":["其他_机器学习与深度学习","Model, Data and Experiment Management"],"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 \u003ch1\u003eneptune.ai\u003c/h1\u003e\n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003ca href=\"https://docs.neptune.ai/usage/quickstart/\"\u003eQuickstart\u003c/a\u003e\n  \u003cspan\u003e\u0026nbsp;\u0026nbsp;•\u0026nbsp;\u0026nbsp;\u003c/span\u003e\n  \u003ca href=\"https://neptune.ai/\"\u003eWebsite\u003c/a\u003e\n  \u003cspan\u003e\u0026nbsp;\u0026nbsp;•\u0026nbsp;\u0026nbsp;\u003c/span\u003e\n  \u003ca href=\"https://docs.neptune.ai/\"\u003eDocs\u003c/a\u003e\n  \u003cspan\u003e\u0026nbsp;\u0026nbsp;•\u0026nbsp;\u0026nbsp;\u003c/span\u003e\n  \u003ca href=\"https://github.com/neptune-ai/examples\"\u003eExamples\u003c/a\u003e\n  \u003cspan\u003e\u0026nbsp;\u0026nbsp;•\u0026nbsp;\u0026nbsp;\u003c/span\u003e\n  \u003ca href=\"https://neptune.ai/blog\"\u003eBlog\u003c/a\u003e\n\u0026nbsp;\n  \u003chr /\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\u003ca href=\"https://youtu.be/0J4dsEq8i08\"\u003e\u003cb\u003eWatch a 3min explainer video →\u003c/b\u003e\u003c/a\u003e\n\u0026nbsp;\n\n\u003ca href=\"https://scale.neptune.ai/o/neptune/org/LLM-training-example/runs/compare?viewId=9d0e032a-5a78-4a0e-81d1-98e0a7c81a8f\u0026detailsTab=metadata\u0026dash=charts\u0026type=run\u0026experimentOnly=true\u0026compare=u0MsW4a1PJIUJ75nglpjHa9XUKFfAmcBRbLhNatCHX20\"\u003e\u003cb\u003ePlay with a live example project in the Neptune app  →\u003c/b\u003e\u003c/a\u003e\n\u0026nbsp;\n## Getting started\n\n**Step 1:** Create a **[free account](https://neptune.ai/register)**\n\n**Step 2:** Install the Neptune client library\n\n```bash\npip install neptune\n```\n\n**Step 3:** Add an experiment tracking snippet to your code\n\n```python\nimport neptune\n\nrun = neptune.init_run(project=\"workspace-name/project-name\")\nrun[\"parameters\"] = {\"lr\": 0.1, \"dropout\": 0.4}\nrun[\"test_accuracy\"] = 0.84\n```\n\n[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neptune-ai/examples/blob/master/how-to-guides/hello-neptune/notebooks/hello_neptune.ipynb)\n\u0026nbsp;\n\n\u0026nbsp;\n## Integrate with any MLOps stack\nneptune.ai integrates with \u003ca href=\"https://docs.neptune.ai/integrations/\"\u003e\u003cb\u003e25+ frameworks:\u003c/b\u003e\u003c/a\u003e PyTorch, Lightning, TensorFlow/Keras, LightGBM, scikit-learn, XGBoost, Optuna, Kedro, 🤗 Transformers, fastai, Prophet, detectron2, Airflow, and more.\n\n#### \u003cimg src=\"https://raw.githubusercontent.com/neptune-ai/neptune-client/assets/readme/Pytorch-lightning-logo.png\" width=\"60\" /\u003e \u003cbr\u003e \u003cbr\u003e PyTorch Lightning\n\nExample:\n\n```python\nfrom pytorch_lightning import Trainer\nfrom lightning.pytorch.loggers import NeptuneLogger\n\n# Create NeptuneLogger instance\nfrom neptune import ANONYMOUS_API_TOKEN\n\nneptune_logger = NeptuneLogger(\n    api_key=ANONYMOUS_API_TOKEN,\n    project=\"common/pytorch-lightning-integration\",\n    tags=[\"training\", \"resnet\"],  # optional\n)\n\n# Pass the logger to the Trainer\ntrainer = Trainer(max_epochs=10, logger=neptune_logger)\n\n# Run the Trainer\ntrainer.fit(my_model, my_dataloader)\n```\n\n[![neptune-pl](https://img.shields.io/badge/PytorchLightning-experiment-success?logo=data:image/png;base64,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)](https://app.neptune.ai/common/pytorch-lightning-integration/experiments?split=tbl\u0026dash=charts\u0026viewId=faa75e77-5bd6-42b9-9379-863fe7a33227)\n\u0026nbsp;\n\n[![github-code](https://img.shields.io/badge/GitHub-code-informational?logo=github)](https://github.com/neptune-ai/examples/tree/main/integrations-and-supported-tools/pytorch-lightning/scripts)\n[![jupyter-code](https://img.shields.io/badge/Jupyter-code-informational?logo=jupyter)](https://github.com/neptune-ai/examples/blob/main/integrations-and-supported-tools/pytorch-lightning/notebooks/Neptune_PyTorch_Lightning.ipynb)\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neptune-ai/examples/blob/main/integrations-and-supported-tools/pytorch-lightning/notebooks/Neptune_PyTorch_Lightning.ipynb)\n[\u003cimg src=\"https://img.shields.io/badge/docs-PyTorch%20Lightning-yellow\"\u003e](https://docs.neptune.ai/integrations/lightning/)\n\u0026nbsp;\n\n\u0026nbsp;\n## neptune.ai is trusted by great companies\nRead how various customers use Neptune to \u003ca href=\"https://neptune.ai/customers\"\u003eimprove their workflow\u003c/a\u003e.\n\u0026nbsp;\n## Support\n\nIf you get stuck or simply want to talk to us about something, here are your options:\n* Check our \u003ca href=\"https://docs.neptune.ai/getting_help/#faq\"\u003eFAQ page\u003c/a\u003e.\n* Chat! In the app, click the \u003ca href=\"https://docs.neptune.ai/getting_help/#chat\"\u003eblue message icon\u003c/a\u003e in the bottom-right corner and send a message. A real person will talk to you ASAP (typically very ASAP).\n* You can just shoot us an email at [support@neptune.ai](mailto:support@neptune.ai).\n\u0026nbsp;\n\n\u0026nbsp;\n## People behind\n\nCreated with :heart: by the [neptune.ai team](https://neptune.ai/jobs#team)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneptune-ai%2Fneptune-client","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fneptune-ai%2Fneptune-client","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneptune-ai%2Fneptune-client/lists"}