├── .gitignore ├── LICENSE ├── README.md ├── azure-pipelines.yml ├── code ├── deploy │ ├── aksdeploymentconfig.json │ ├── deploy.sh │ ├── deploymentconfig.json │ ├── environment.yml │ ├── inference.sh │ ├── inferenceconfig.json │ ├── profile.sh │ └── score.py ├── pipeline.py ├── pipeline.yaml ├── preprocess │ ├── Dockerfile │ ├── build.sh │ ├── data.py │ └── requirements.txt ├── register │ ├── Dockerfile │ ├── build.sh │ ├── register.py │ └── requirements.txt └── training │ ├── Dockerfile │ ├── build.sh │ ├── requirements.txt │ └── train.py ├── kubernetes └── pvc.yaml ├── model └── placeholder └── release-pipelines ├── releasedeployment.json └── retrainingtrigger.json /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/README.md -------------------------------------------------------------------------------- /azure-pipelines.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/azure-pipelines.yml -------------------------------------------------------------------------------- /code/deploy/aksdeploymentconfig.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/deploy/aksdeploymentconfig.json -------------------------------------------------------------------------------- /code/deploy/deploy.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/deploy/deploy.sh -------------------------------------------------------------------------------- /code/deploy/deploymentconfig.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/deploy/deploymentconfig.json -------------------------------------------------------------------------------- /code/deploy/environment.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/deploy/environment.yml -------------------------------------------------------------------------------- /code/deploy/inference.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/deploy/inference.sh -------------------------------------------------------------------------------- /code/deploy/inferenceconfig.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/deploy/inferenceconfig.json -------------------------------------------------------------------------------- /code/deploy/profile.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/deploy/profile.sh -------------------------------------------------------------------------------- /code/deploy/score.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/deploy/score.py -------------------------------------------------------------------------------- /code/pipeline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/pipeline.py -------------------------------------------------------------------------------- /code/pipeline.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/pipeline.yaml -------------------------------------------------------------------------------- /code/preprocess/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/preprocess/Dockerfile -------------------------------------------------------------------------------- /code/preprocess/build.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/preprocess/build.sh -------------------------------------------------------------------------------- /code/preprocess/data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/preprocess/data.py -------------------------------------------------------------------------------- /code/preprocess/requirements.txt: -------------------------------------------------------------------------------- 1 | pathlib2 2 | requests 3 | wget 4 | -------------------------------------------------------------------------------- /code/register/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/register/Dockerfile -------------------------------------------------------------------------------- /code/register/build.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/register/build.sh -------------------------------------------------------------------------------- /code/register/register.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/register/register.py -------------------------------------------------------------------------------- /code/register/requirements.txt: -------------------------------------------------------------------------------- 1 | pathlib2 2 | requests 3 | azureml-sdk 4 | -------------------------------------------------------------------------------- /code/training/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/training/Dockerfile -------------------------------------------------------------------------------- /code/training/build.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/training/build.sh -------------------------------------------------------------------------------- /code/training/requirements.txt: -------------------------------------------------------------------------------- 1 | Pillow 2 | pathlib2 -------------------------------------------------------------------------------- /code/training/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/code/training/train.py -------------------------------------------------------------------------------- /kubernetes/pvc.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/kubernetes/pvc.yaml -------------------------------------------------------------------------------- /model/placeholder: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /release-pipelines/releasedeployment.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/release-pipelines/releasedeployment.json -------------------------------------------------------------------------------- /release-pipelines/retrainingtrigger.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/aronchick/kubeflow-and-mlops/HEAD/release-pipelines/retrainingtrigger.json --------------------------------------------------------------------------------