From d7e7773034250257a7e407a2fab28e65d7f95422 Mon Sep 17 00:00:00 2001 From: mukul18 Date: Thu, 24 Sep 2020 09:15:10 -0400 Subject: [PATCH 1/3] test-push Updated experimentation/Diabetes Ridge Regression Experimentation Pipeline.ipynb --- .env.example | 0 .gitignore | 0 .pipelines/abtest.yml | 0 .pipelines/code-quality-template.yml | 0 .pipelines/diabetes_regression-ci-image.yml | 0 .pipelines/diabetes_regression-ci.yml | 0 ...abetes_regression-get-model-version-template.yml | 0 .../diabetes_regression-variables-template.yml | 0 .pipelines/helm-install-template.yml | 0 .pipelines/helm-upgrade-template.yml | 0 .pipelines/pr.yml | 0 LICENSE | 0 README.md | 1 + bootstrap/README.md | 0 bootstrap/bootstrap.py | 0 charts/abtest-istio/Chart.yaml | 0 charts/abtest-istio/templates/istio-canary.yaml | 0 charts/abtest-istio/values.yaml | 0 charts/abtest-model/Chart.yaml | 0 charts/abtest-model/templates/deployment.yaml | 0 charts/abtest-model/templates/service.yaml | 0 charts/abtest-model/values.yaml | 0 data/data_test.py | 0 data/diabetes.csv | 0 data/diabetes_bad_dist.csv | 0 data/diabetes_bad_schema.csv | 0 data/diabetes_missing_values.csv | 0 diabetes_regression/.amlignore | 0 diabetes_regression/ci_dependencies.yml | 0 diabetes_regression/conda_dependencies.yml | 0 diabetes_regression/evaluate/evaluate_model.py | 0 diabetes_regression/parameters.json | 0 diabetes_regression/register/register_model.py | 0 .../scoring/deployment_config_aci.yml | 0 .../scoring/deployment_config_aks.yml | 0 diabetes_regression/scoring/inference_config.yml | 0 diabetes_regression/scoring/score.py | 0 diabetes_regression/scoring/scoreA.py | 0 diabetes_regression/scoring/scoreB.py | 0 diabetes_regression/training/R/r_train.r | 0 diabetes_regression/training/R/train_with_r.py | 0 .../training/R/train_with_r_on_databricks.py | 0 diabetes_regression/training/R/weight_data.csv | 0 diabetes_regression/training/test_train.py | 0 diabetes_regression/training/train.py | 0 diabetes_regression/training/train_aml.py | 0 diabetes_regression/util/__init__.py | 0 diabetes_regression/util/model_helper.py | 0 docs/canary_ab_deployment.md | 0 docs/code_description.md | 0 docs/custom_container.md | 0 docs/custom_model.md | 0 docs/development_setup.md | 0 docs/getting_started.md | 0 docs/images/build-connect.png | Bin docs/images/ci-build-pipeline-configure.png | Bin docs/images/create-rm-service-connection.png | Bin docs/images/created-resources.png | Bin docs/images/deploy-aci.png | Bin docs/images/deploy-aks.png | Bin docs/images/library_variable_groups.png | Bin docs/images/ml-lifecycle.png | Bin docs/images/ml-ws-svc-connection.png | Bin docs/images/model-artifact-cd-trigger.png | Bin docs/images/model-artifact.png | Bin docs/images/multi-stage-aci-aks.png | Bin docs/images/multi-stage-aci.png | Bin docs/images/multi-stage-webapp.png | Bin docs/images/release-task-createimage.PNG | Bin docs/images/release-task-webappdeploy.PNG | Bin docs/images/release-webapp-pipeline.PNG | Bin docs/images/run-iac-pipeline.png | Bin docs/images/scoring_image.png | Bin docs/images/select-iac-pipeline.png | Bin docs/images/trained-model.png | Bin docs/images/training-pipeline.png | Bin environment_setup/Dockerfile | 0 .../arm-templates/cloud-environment.json | 0 environment_setup/docker-image-pipeline.yml | 0 .../iac-create-environment-pipeline-arm.yml | 0 .../iac-create-environment-pipeline-tf.yml | 0 .../iac-remove-environment-pipeline.yml | 0 environment_setup/tf-templates/backend.tf | 0 environment_setup/tf-templates/main.tf | 0 ... Ridge Regression Experimentation Pipeline.ipynb | 11 ++++++++++- ...Ridge Regression Parameter Experimentation.ipynb | 0 .../Diabetes Ridge Regression Scoring.ipynb | 0 .../Diabetes Ridge Regression Training.ipynb | 0 ml_service/__init__.py | 0 ml_service/pipelines/__init__.py | 0 .../diabetes_regression_build_train_pipeline.py | 0 ...abetes_regression_build_train_pipeline_with_r.py | 0 ...ession_build_train_pipeline_with_r_on_dbricks.py | 0 .../diabetes_regression_verify_train_pipeline.py | 0 ml_service/pipelines/load_sample_data.py | 0 ml_service/pipelines/run_train_pipeline.py | 0 ml_service/util/__init__.py | 0 ml_service/util/attach_compute.py | 0 ml_service/util/create_scoring_image.py | 0 ml_service/util/create_scoring_image.sh | 0 ml_service/util/env_variables.py | 0 ml_service/util/manage_environment.py | 0 ml_service/util/smoke_test_scoring_service.py | 0 103 files changed, 11 insertions(+), 1 deletion(-) mode change 100644 => 100755 .env.example mode change 100644 => 100755 .gitignore mode change 100644 => 100755 .pipelines/abtest.yml mode change 100644 => 100755 .pipelines/code-quality-template.yml mode change 100644 => 100755 .pipelines/diabetes_regression-ci-image.yml mode change 100644 => 100755 .pipelines/diabetes_regression-ci.yml mode change 100644 => 100755 .pipelines/diabetes_regression-get-model-version-template.yml mode change 100644 => 100755 .pipelines/diabetes_regression-variables-template.yml mode change 100644 => 100755 .pipelines/helm-install-template.yml mode change 100644 => 100755 .pipelines/helm-upgrade-template.yml mode change 100644 => 100755 .pipelines/pr.yml mode change 100644 => 100755 LICENSE mode change 100644 => 100755 README.md mode change 100644 => 100755 bootstrap/README.md mode change 100644 => 100755 bootstrap/bootstrap.py mode change 100644 => 100755 charts/abtest-istio/Chart.yaml mode change 100644 => 100755 charts/abtest-istio/templates/istio-canary.yaml mode change 100644 => 100755 charts/abtest-istio/values.yaml mode 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a/.pipelines/helm-install-template.yml b/.pipelines/helm-install-template.yml old mode 100644 new mode 100755 diff --git a/.pipelines/helm-upgrade-template.yml b/.pipelines/helm-upgrade-template.yml old mode 100644 new mode 100755 diff --git a/.pipelines/pr.yml b/.pipelines/pr.yml old mode 100644 new mode 100755 diff --git a/LICENSE b/LICENSE old mode 100644 new mode 100755 diff --git a/README.md b/README.md old mode 100644 new mode 100755 index 0f9ab4a6..856b12b6 --- a/README.md +++ b/README.md @@ -1,4 +1,5 @@ --- +test page_type: sample languages: - python diff --git a/bootstrap/README.md b/bootstrap/README.md old mode 100644 new mode 100755 diff --git a/bootstrap/bootstrap.py b/bootstrap/bootstrap.py old mode 100644 new mode 100755 diff --git a/charts/abtest-istio/Chart.yaml b/charts/abtest-istio/Chart.yaml old mode 100644 new mode 100755 diff --git a/charts/abtest-istio/templates/istio-canary.yaml b/charts/abtest-istio/templates/istio-canary.yaml old mode 100644 new mode 100755 diff --git a/charts/abtest-istio/values.yaml b/charts/abtest-istio/values.yaml old mode 100644 new mode 100755 diff --git a/charts/abtest-model/Chart.yaml b/charts/abtest-model/Chart.yaml old mode 100644 new mode 100755 diff --git a/charts/abtest-model/templates/deployment.yaml b/charts/abtest-model/templates/deployment.yaml old mode 100644 new mode 100755 diff --git a/charts/abtest-model/templates/service.yaml b/charts/abtest-model/templates/service.yaml old mode 100644 new mode 100755 diff --git a/charts/abtest-model/values.yaml b/charts/abtest-model/values.yaml old mode 100644 new mode 100755 diff --git a/data/data_test.py b/data/data_test.py old mode 100644 new mode 100755 diff --git a/data/diabetes.csv b/data/diabetes.csv old mode 100644 new mode 100755 diff --git a/data/diabetes_bad_dist.csv b/data/diabetes_bad_dist.csv old mode 100644 new mode 100755 diff --git a/data/diabetes_bad_schema.csv b/data/diabetes_bad_schema.csv old mode 100644 new mode 100755 diff --git a/data/diabetes_missing_values.csv b/data/diabetes_missing_values.csv old mode 100644 new mode 100755 diff --git a/diabetes_regression/.amlignore b/diabetes_regression/.amlignore old mode 100644 new mode 100755 diff --git a/diabetes_regression/ci_dependencies.yml b/diabetes_regression/ci_dependencies.yml old mode 100644 new mode 100755 diff --git a/diabetes_regression/conda_dependencies.yml b/diabetes_regression/conda_dependencies.yml old mode 100644 new mode 100755 diff --git a/diabetes_regression/evaluate/evaluate_model.py b/diabetes_regression/evaluate/evaluate_model.py old mode 100644 new mode 100755 diff --git a/diabetes_regression/parameters.json b/diabetes_regression/parameters.json old mode 100644 new mode 100755 diff --git a/diabetes_regression/register/register_model.py b/diabetes_regression/register/register_model.py old mode 100644 new mode 100755 diff --git a/diabetes_regression/scoring/deployment_config_aci.yml b/diabetes_regression/scoring/deployment_config_aci.yml old 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a/diabetes_regression/training/R/train_with_r_on_databricks.py b/diabetes_regression/training/R/train_with_r_on_databricks.py old mode 100644 new mode 100755 diff --git a/diabetes_regression/training/R/weight_data.csv b/diabetes_regression/training/R/weight_data.csv old mode 100644 new mode 100755 diff --git a/diabetes_regression/training/test_train.py b/diabetes_regression/training/test_train.py old mode 100644 new mode 100755 diff --git a/diabetes_regression/training/train.py b/diabetes_regression/training/train.py old mode 100644 new mode 100755 diff --git a/diabetes_regression/training/train_aml.py b/diabetes_regression/training/train_aml.py old mode 100644 new mode 100755 diff --git a/diabetes_regression/util/__init__.py b/diabetes_regression/util/__init__.py old mode 100644 new mode 100755 diff --git a/diabetes_regression/util/model_helper.py b/diabetes_regression/util/model_helper.py old mode 100644 new mode 100755 diff --git a/docs/canary_ab_deployment.md 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a/docs/images/multi-stage-aci.png b/docs/images/multi-stage-aci.png old mode 100644 new mode 100755 diff --git a/docs/images/multi-stage-webapp.png b/docs/images/multi-stage-webapp.png old mode 100644 new mode 100755 diff --git a/docs/images/release-task-createimage.PNG b/docs/images/release-task-createimage.PNG old mode 100644 new mode 100755 diff --git a/docs/images/release-task-webappdeploy.PNG b/docs/images/release-task-webappdeploy.PNG old mode 100644 new mode 100755 diff --git a/docs/images/release-webapp-pipeline.PNG b/docs/images/release-webapp-pipeline.PNG old mode 100644 new mode 100755 diff --git a/docs/images/run-iac-pipeline.png b/docs/images/run-iac-pipeline.png old mode 100644 new mode 100755 diff --git a/docs/images/scoring_image.png b/docs/images/scoring_image.png old mode 100644 new mode 100755 diff --git a/docs/images/select-iac-pipeline.png b/docs/images/select-iac-pipeline.png old mode 100644 new mode 100755 diff --git a/docs/images/trained-model.png b/docs/images/trained-model.png old mode 100644 new mode 100755 diff --git a/docs/images/training-pipeline.png b/docs/images/training-pipeline.png old mode 100644 new mode 100755 diff --git a/environment_setup/Dockerfile b/environment_setup/Dockerfile old mode 100644 new mode 100755 diff --git a/environment_setup/arm-templates/cloud-environment.json b/environment_setup/arm-templates/cloud-environment.json old mode 100644 new mode 100755 diff --git a/environment_setup/docker-image-pipeline.yml b/environment_setup/docker-image-pipeline.yml old mode 100644 new mode 100755 diff --git a/environment_setup/iac-create-environment-pipeline-arm.yml b/environment_setup/iac-create-environment-pipeline-arm.yml old mode 100644 new mode 100755 diff --git a/environment_setup/iac-create-environment-pipeline-tf.yml b/environment_setup/iac-create-environment-pipeline-tf.yml old mode 100644 new mode 100755 diff --git a/environment_setup/iac-remove-environment-pipeline.yml b/environment_setup/iac-remove-environment-pipeline.yml old mode 100644 new mode 100755 diff --git a/environment_setup/tf-templates/backend.tf b/environment_setup/tf-templates/backend.tf old mode 100644 new mode 100755 diff --git a/environment_setup/tf-templates/main.tf b/environment_setup/tf-templates/main.tf old mode 100644 new mode 100755 diff --git a/experimentation/Diabetes Ridge Regression Experimentation Pipeline.ipynb b/experimentation/Diabetes Ridge Regression Experimentation Pipeline.ipynb old mode 100644 new mode 100755 index 8b04a5c5..2d706baa --- a/experimentation/Diabetes Ridge Regression Experimentation Pipeline.ipynb +++ b/experimentation/Diabetes Ridge Regression Experimentation Pipeline.ipynb @@ -34,6 +34,15 @@ "from azureml.core import Workspace" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(\"Loading Data...\")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -345,7 +354,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.5" } }, "nbformat": 4, diff --git a/experimentation/Diabetes Ridge Regression Parameter Experimentation.ipynb b/experimentation/Diabetes Ridge Regression Parameter Experimentation.ipynb old mode 100644 new mode 100755 diff --git a/experimentation/Diabetes Ridge Regression Scoring.ipynb b/experimentation/Diabetes Ridge Regression Scoring.ipynb old mode 100644 new mode 100755 diff --git a/experimentation/Diabetes Ridge Regression Training.ipynb b/experimentation/Diabetes Ridge Regression Training.ipynb old mode 100644 new mode 100755 diff --git a/ml_service/__init__.py b/ml_service/__init__.py old mode 100644 new mode 100755 diff --git a/ml_service/pipelines/__init__.py b/ml_service/pipelines/__init__.py old mode 100644 new mode 100755 diff --git a/ml_service/pipelines/diabetes_regression_build_train_pipeline.py b/ml_service/pipelines/diabetes_regression_build_train_pipeline.py old mode 100644 new mode 100755 diff --git a/ml_service/pipelines/diabetes_regression_build_train_pipeline_with_r.py b/ml_service/pipelines/diabetes_regression_build_train_pipeline_with_r.py old mode 100644 new mode 100755 diff --git a/ml_service/pipelines/diabetes_regression_build_train_pipeline_with_r_on_dbricks.py b/ml_service/pipelines/diabetes_regression_build_train_pipeline_with_r_on_dbricks.py old mode 100644 new mode 100755 diff --git a/ml_service/pipelines/diabetes_regression_verify_train_pipeline.py b/ml_service/pipelines/diabetes_regression_verify_train_pipeline.py old mode 100644 new mode 100755 diff --git a/ml_service/pipelines/load_sample_data.py b/ml_service/pipelines/load_sample_data.py old mode 100644 new mode 100755 diff --git a/ml_service/pipelines/run_train_pipeline.py b/ml_service/pipelines/run_train_pipeline.py old mode 100644 new mode 100755 diff --git a/ml_service/util/__init__.py b/ml_service/util/__init__.py old mode 100644 new mode 100755 diff --git a/ml_service/util/attach_compute.py b/ml_service/util/attach_compute.py old mode 100644 new mode 100755 diff --git a/ml_service/util/create_scoring_image.py b/ml_service/util/create_scoring_image.py old mode 100644 new mode 100755 diff --git a/ml_service/util/create_scoring_image.sh b/ml_service/util/create_scoring_image.sh old mode 100644 new mode 100755 diff --git a/ml_service/util/env_variables.py b/ml_service/util/env_variables.py old mode 100644 new mode 100755 diff --git a/ml_service/util/manage_environment.py b/ml_service/util/manage_environment.py old mode 100644 new mode 100755 diff --git a/ml_service/util/smoke_test_scoring_service.py b/ml_service/util/smoke_test_scoring_service.py old mode 100644 new mode 100755 From 352492f12d999b4b454bff0dff712c7b45662dad Mon Sep 17 00:00:00 2001 From: Mukul Date: Fri, 25 Sep 2020 13:41:23 +0530 Subject: [PATCH 2/3] Update README.md --- README.md | 8 +------- 1 file changed, 1 insertion(+), 7 deletions(-) diff --git a/README.md b/README.md index 856b12b6..536325d2 100755 --- a/README.md +++ b/README.md @@ -3,14 +3,8 @@ test page_type: sample languages: - python -products: -- azure -- azure-machine-learning-service -- azure-devops -description: "Code which demonstrates how to set up and operationalize an MLOps flow leveraging Azure Machine Learning and Azure DevOps." ---- -# MLOps with Azure ML +# MLOps [![Build Status](https://aidemos.visualstudio.com/MLOps/_apis/build/status/microsoft.MLOpsPython?branchName=master)](https://aidemos.visualstudio.com/MLOps/_build/latest?definitionId=151&branchName=master) From 403af8be777b65358f885933ceb268378e3d6228 Mon Sep 17 00:00:00 2001 From: Mukul Date: Fri, 25 Sep 2020 13:43:01 +0530 Subject: [PATCH 3/3] Update README.md --- README.md | 22 +--------------------- 1 file changed, 1 insertion(+), 21 deletions(-) diff --git a/README.md b/README.md index 536325d2..12270419 100755 --- a/README.md +++ b/README.md @@ -8,24 +8,12 @@ languages: [![Build Status](https://aidemos.visualstudio.com/MLOps/_apis/build/status/microsoft.MLOpsPython?branchName=master)](https://aidemos.visualstudio.com/MLOps/_build/latest?definitionId=151&branchName=master) -MLOps will help you to understand how to build a Continuous Integration and Continuous Delivery pipeline for an ML/AI project. We will be using the Azure DevOps Project for build and release/deployment pipelines along with Azure ML services for model retraining pipeline, model management and operationalization. +MLOps will help you to understand how to build a Continuous Integration and Continuous Delivery pipeline for an ML/AI project. We will be using the DevOps Project for build and release/deployment pipelines along with ML services for model retraining pipeline, model management and operationalization. ![ML lifecycle](/docs/images/ml-lifecycle.png) This template contains code and pipeline definitions for a machine learning project that demonstrates how to automate an end to end ML/AI workflow. -## Architecture and Features - -Architecture Reference: [Machine learning operationalization (MLOps) for Python models using Azure Machine Learning](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/ai/mlops-python) - -This reference architecture shows how to implement continuous integration (CI), continuous delivery (CD), and retraining pipeline for an AI application using Azure DevOps and [Azure Machine Learning](/azure/machine-learning/service/overview-what-is-azure-ml). The solution is built on the scikit-learn diabetes dataset but can be easily adapted for any AI scenario and other popular build systems such as Jenkins and Travis. - -The build pipelines include DevOps tasks for data sanity tests, unit tests, model training on different compute targets, model version management, model evaluation/model selection, model deployment as realtime web service, staged deployment to QA/prod and integration testing. - -## Prerequisite - -- Active Azure subscription -- At least contributor access to Azure subscription ## Getting Started @@ -35,14 +23,6 @@ To deploy this solution in your subscription, follow the manual instructions in You can find the details of the code and scripts in the repository [here](/docs/code_description.md) -### References - -- [Azure Machine Learning (Azure ML) Service Workspace](https://docs.microsoft.com/en-us/azure/machine-learning/service/overview-what-is-azure-ml) -- [Azure ML CLI](https://docs.microsoft.com/en-us/azure/machine-learning/service/reference-azure-machine-learning-cli) -- [Azure ML Samples](https://docs.microsoft.com/en-us/azure/machine-learning/service/samples-notebooks) -- [Azure ML Python SDK Quickstart](https://docs.microsoft.com/en-us/azure/machine-learning/service/quickstart-create-workspace-with-python) -- [Azure DevOps](https://docs.microsoft.com/en-us/azure/devops/?view=vsts) - ## Contributing This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit