{"id":19064784,"url":"https://github.com/hayatoy/cloudml-magic","last_synced_at":"2025-08-31T12:11:15.943Z","repository":{"id":87056104,"uuid":"86457937","full_name":"hayatoy/cloudml-magic","owner":"hayatoy","description":"Jupyter Notebook Magics for Google Cloud ML Engine","archived":false,"fork":false,"pushed_at":"2018-01-29T23:02:52.000Z","size":169,"stargazers_count":58,"open_issues_count":1,"forks_count":15,"subscribers_count":8,"default_branch":"master","last_synced_at":"2025-07-01T07:04:51.105Z","etag":null,"topics":["google-cloud-platform","jupyter-notebook","jupyter-notebook-magics","machine-learning","ml-engine","tensorflow"],"latest_commit_sha":null,"homepage":"","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/hayatoy.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2017-03-28T12:35:10.000Z","updated_at":"2023-07-28T11:58:35.000Z","dependencies_parsed_at":"2023-03-13T19:48:01.761Z","dependency_job_id":null,"html_url":"https://github.com/hayatoy/cloudml-magic","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/hayatoy/cloudml-magic","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hayatoy%2Fcloudml-magic","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hayatoy%2Fcloudml-magic/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hayatoy%2Fcloudml-magic/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hayatoy%2Fcloudml-magic/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hayatoy","download_url":"https://codeload.github.com/hayatoy/cloudml-magic/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hayatoy%2Fcloudml-magic/sbom","scorecard":{"id":458082,"data":{"date":"2025-08-11","repo":{"name":"github.com/hayatoy/cloudml-magic","commit":"789965a8420887199a7e43be5c1c27f2082f2390"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3,"checks":[{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Code-Review","score":0,"reason":"Found 0/14 approved changesets -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Pinned-Dependencies","score":-1,"reason":"no dependencies found","details":null,"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Dangerous-Workflow","score":-1,"reason":"no workflows found","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Token-Permissions","score":-1,"reason":"No tokens found","details":null,"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Vulnerabilities","score":10,"reason":"0 existing vulnerabilities detected","details":null,"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 9 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-19T10:17:21.501Z","repository_id":87056104,"created_at":"2025-08-19T10:17:21.501Z","updated_at":"2025-08-19T10:17:21.501Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":272977534,"owners_count":25025157,"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":"2025-08-31T02:00:09.071Z","response_time":79,"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":["google-cloud-platform","jupyter-notebook","jupyter-notebook-magics","machine-learning","ml-engine","tensorflow"],"created_at":"2024-11-09T00:47:20.186Z","updated_at":"2025-08-31T12:11:15.924Z","avatar_url":"https://github.com/hayatoy.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# cloudml-magic\ncloudml-magic is a Jupyter Notebook Magics for interactively working with [Google Cloud Machine Learning Engine](https://cloud.google.com/ml-engine/).\nYour Tensorflow or Keras code on Notebook will run on ML Engine, just by running cells.\n\n![diagram](readme_diagram.png)\n\n# Prerequisites\nBefore you begin, prepare [Google Cloud Platform](https://cloud.google.com/) project, enable billing and install [Google Cloud SDK](https://cloud.google.com/sdk/downloads).\n\nAlso this magics use Application Default Credentials.\nTo activate the credentials, enter\n```bash\ngcloud auth application-default login\n```\n\n# Installation\n**To install** this magics\n```bash\npip install cloudmlmagic\n```\n\n**To use** this magics, enter the following command in your notebook.\n\n```py\nin [1]: %load_ext cloudmlmagic\n```\n\nThat's it!\n\n# How to use\n\n## %ml_init\nThis magic initializes your cloud ml job request. Do NOT forget to initialize before adding code or run.\n\nExample:\n\n```py\nin [2]: %ml_init -projectId PROJECTID -bucket BUCKET -region us-central1 -scaleTier BASIC -runtimeVersion 1.2\n```\n\n### Install external libraries\nIf you want to run codes with external libraries like Keras, h5py, add following dict below the `%ml_init` magic.\n\n```\n{'install_requires': ['keras', 'h5py', 'Pillow']}\n```\n\n## %ml_code\nThis magic adds the block into uploading package.\n\n## %ml_run\nTo run a training job, add this magic on your code block.\n\n**Run on local Machine**  \nDo not add this magic, or add `%ml_run`\n\n**Run on Cloud ML Engine**  \nadd `%ml_run cloud`\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhayatoy%2Fcloudml-magic","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhayatoy%2Fcloudml-magic","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhayatoy%2Fcloudml-magic/lists"}