{"id":34630262,"url":"https://github.com/saturncloud/weights-and-biases","last_synced_at":"2026-05-27T03:03:22.965Z","repository":{"id":51673572,"uuid":"357595001","full_name":"saturncloud/weights-and-biases","owner":"saturncloud","description":null,"archived":false,"fork":false,"pushed_at":"2021-05-10T18:53:24.000Z","size":33,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-04-16T02:03:26.386Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://saturncloud.io/docs/examples/python/weights-and-biases/qs-wandb/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/saturncloud.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2021-04-13T15:06:53.000Z","updated_at":"2024-04-16T02:03:26.387Z","dependencies_parsed_at":"2022-08-22T19:50:58.783Z","dependency_job_id":null,"html_url":"https://github.com/saturncloud/weights-and-biases","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/saturncloud/weights-and-biases","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saturncloud%2Fweights-and-biases","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saturncloud%2Fweights-and-biases/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saturncloud%2Fweights-and-biases/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saturncloud%2Fweights-and-biases/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/saturncloud","download_url":"https://codeload.github.com/saturncloud/weights-and-biases/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saturncloud%2Fweights-and-biases/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33548246,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-05-27T02:00:06.184Z","response_time":53,"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":[],"created_at":"2025-12-24T16:34:45.139Z","updated_at":"2026-05-27T03:03:22.957Z","avatar_url":"https://github.com/saturncloud.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Use Weights and Biases on Saturn Cloud\n## Welcome!\n\nThis project provides examples showing how to use  \u003ca href=\"https://wandb.ai/\"  target='_blank' rel='noopener'\u003eWeights and Biases\u003c/a\u003e in Saturn Cloud, to monitor \nthe training and performance of your machine learning models. We have included single-node \ntraining of an image classifier, as well as a multi-node example that lets you see how nicely \nWeights and Biases can integrate with distributed training on Dask clusters. \n\n## [Train image classifier on single node (PyTorch)](train-pytorch-singlenode.ipynb)\n\nIn this notebook, you'll train an image classifier with PyTorch and use Weights and Biases to\n monitor model performance.\n\n## [Train image classifier on cluster (PyTorch)](train-pytorch-cluster.ipynb)\n\nThis notebook expands upon the image classifier training task, using a Dask cluster to accelerate\n the same task. Weights and Biases is still able to easily and clearly provide model performance monitoring.\n\n***\n\n## How to Use\n\nTo run these examples on Saturn Cloud, please follow these instructions.\n\n1. **Create Account**: If you haven't already, [create a Saturn Cloud account and sign in](https://www.saturncloud.io/docs/getting-started/start_in_ten/). \n2. **Add Weights and Biases Credential**: Open the Credentials tab in the left side menu, and [add your Weights and Biases user token as an Environment Variable](https://www.saturncloud.io/docs/getting-started/credentials/). Name it `WANDB_LOGIN`. (This is the [same token you would use if you logged in to Weights and Biases](https://docs.wandb.ai/ref/cli/wandb-login) at the command line.)\n3. **[Create a custom project](https://www.saturncloud.io/docs/getting-started/start_project/#create-a-custom-project)**: The specifications we recommend are:\n     * T4 GPU instances\n     * The `saturncloud/saturn-pytorch:2021.02.22` image\n     * Keep default disk space and \"Shutoff After\" settings\n     * Add the following to your Advanced Settings \u003e Start Script box.\n       ```\n       pip install wandb dask-pytorch-ddp\n       wandb login --relogin $WANDB_LOGIN\n       ```\n\n4. **Optional: Create a Cluster**: If you plan to run the cluster based example, [create a cluster in the project](https://www.saturncloud.io/docs/getting-started/create_cluster_ui/) as well. Requesting at least 3 workers is recommended. \n5. **Start Resources**: Start the Jupyter Instance. Clone this repository inside your Jupyter instance at terminal, as you would in a local environment.\n\n\n***\n\n## Next steps\n\nThanks for trying out these examples! To learn more about how Saturn Cloud works, check out our  \u003ca href=\"https://www.saturncloud.io/docs/\" target='_blank' rel='noopener'\u003eDocumentation\u003c/a\u003e, \u003ca href=\"https://www.saturncloud.io/s/blog/\" target='_blank' rel='noopener'\u003eblog\u003c/a\u003e, or join an  \u003ca href=\"https://www.saturncloud.io/s/events/\" target='_blank' rel='noopener'\u003eupcoming event\u003c/a\u003e. \n\nTo learn more about Weights and Biases, visit  \u003ca href=\"https://wandb.ai/\" target='_blank' rel='noopener'\u003etheir website\u003c/a\u003e and \u003ca href=\"https://docs.wandb.ai/\"  target='_blank' rel='noopener'\u003edocumentation\u003c/a\u003e.\n\nIf you have any questions or suggestions for example projects, reach out to us at support@saturncloud.io or open an issue on the [examples Github repo](https://github.com/saturncloud/examples). \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsaturncloud%2Fweights-and-biases","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsaturncloud%2Fweights-and-biases","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsaturncloud%2Fweights-and-biases/lists"}