{"id":25085114,"url":"https://github.com/nomnomnonono/myautoml","last_synced_at":"2026-05-02T11:32:24.636Z","repository":{"id":193061097,"uuid":"687426359","full_name":"nomnomnonono/MyAutoML","owner":"nomnomnonono","description":"Train, infer and deploy suitable machine learning models for any uploaded dataset, and visualise the experimental results (MLflow) easily from the GUI.","archived":false,"fork":false,"pushed_at":"2023-09-23T12:33:15.000Z","size":95,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-02-07T07:32:06.553Z","etag":null,"topics":["automl","deep-learning","docker","docker-compose","google-cloud-platform","machine-learning","mlflow","mlops","poetry","python","streamlit","vertex-ai"],"latest_commit_sha":null,"homepage":"","language":"Python","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/nomnomnonono.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-09-05T10:37:02.000Z","updated_at":"2025-01-30T17:01:51.000Z","dependencies_parsed_at":"2025-02-07T07:38:41.397Z","dependency_job_id":null,"html_url":"https://github.com/nomnomnonono/MyAutoML","commit_stats":null,"previous_names":["nomnomnonono/myautoml"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nomnomnonono%2FMyAutoML","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nomnomnonono%2FMyAutoML/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nomnomnonono%2FMyAutoML/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nomnomnonono%2FMyAutoML/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nomnomnonono","download_url":"https://codeload.github.com/nomnomnonono/MyAutoML/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246642143,"owners_count":20810550,"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":["automl","deep-learning","docker","docker-compose","google-cloud-platform","machine-learning","mlflow","mlops","poetry","python","streamlit","vertex-ai"],"created_at":"2025-02-07T07:28:34.023Z","updated_at":"2026-05-02T11:32:24.574Z","avatar_url":"https://github.com/nomnomnonono.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# MyAutoML\n## Requirements\n- Poetry\n- gcloud CLI\n- docker compose\n\n## Setup\n### GCP Authentification\n```bash\n$ gcloud auth login\n$ gcloud components install pubsub-emulator\n```\n\n### Install Dependencies\n```bash\n$ make install\n```\n\n### Environmental Variables\n```bash\n$ vi .env\n```\n\n- 以下の情報を記入＋環境変数としてexportしておく\n```bash\nGCP_PROJECT_ID=your project id\nLOCATION=asia-northeast1\nAR_REPOSITORY_NAME=artifact registory repository name\nDATA_BUCKET=gs://xxx\nARTIFACT_BUCKET=gs://yyy\n```\n\n### Create Cloud Storage Bucket\n```bash\n$ gsutil mb -l $LOCATION $DATA_BUCKET\n$ gsutil mb -l $LOCATION $ARTIFACT_BUCKET\n```\n\n## Build \u0026 Push Docker Image\n```bash\n$ gcloud auth configure-docker asia-northeast1-docker.pkg.dev\n$ gcloud artifacts repositories create $AR_REPOSITORY_NAME --location=$LOCATION --repository-format=docker\n$ docker compose build\n$ docker compose push\n```\n\n## Boot Streamlit GUI\n```bash\n$ make streamlit\n```\n\n## MLflow\n### Boot MLflow\n```bash\n$ make mlflow\n```\n\n### Update Experiment Results on MLflow\n```bash\n$ make update_mlflow\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnomnomnonono%2Fmyautoml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnomnomnonono%2Fmyautoml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnomnomnonono%2Fmyautoml/lists"}