├── .github └── workflows │ ├── cd.yml │ └── ci.yml ├── .gitignore ├── README.md ├── kubeflow_pipeline ├── 0_data │ ├── Dockerfile │ ├── requirements.txt │ └── run.py ├── 1_validate_data │ ├── Dockerfile │ ├── requirements.txt │ └── run.py ├── 2_train_model │ ├── Dockerfile │ ├── dataset │ │ ├── __init__.py │ │ └── dataset.py │ ├── models │ │ ├── __init__.py │ │ ├── metrics.py │ │ └── model.py │ ├── requirements.txt │ └── run.py ├── 3_embedding │ ├── Dockerfile │ ├── dataset │ │ ├── __init__.py │ │ └── dataset.py │ ├── requirements.txt │ └── run.py ├── 4_train_faiss │ ├── Dockerfile │ ├── requirements.txt │ └── run.py ├── 5_analysis_model │ ├── Dockerfile │ ├── dataset │ │ ├── __init__.py │ │ └── dataset.py │ ├── requirements.txt │ └── run.py ├── 6_deploy │ ├── Dockerfile │ ├── MyHandler.py │ ├── docker_requirements.txt │ ├── handler.py │ ├── requirements.txt │ └── run.py ├── pipeline.py └── setting.yaml └── png ├── cicd0.png ├── cicd1.png ├── ct0.png ├── ct1.png ├── pipelines0.png ├── pipelines1.png ├── pipelines2.png ├── serving.png └── system_design.png /.github/workflows/cd.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/byeongjokim/MLOps-Example/HEAD/.github/workflows/cd.yml -------------------------------------------------------------------------------- /.github/workflows/ci.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/byeongjokim/MLOps-Example/HEAD/.github/workflows/ci.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/byeongjokim/MLOps-Example/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 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