azure-pipelines-dependency-graph-testing.yml

# This file is responsible for configuring the `dependency_graph` pipeline (https://dev.azure.com/great-expectations/great_expectations/_build)
#
# The pipeline is run under the following conditions:
#   - On the develop branch whenever a commit is made to an open PR
#
# `dependency_graph` runs a subset of test suite, aiming to only test what's relevant to attain coverage over a given set of changes.
# The pipeline aims to balance both performance and safety to improve the developer experience but is innately less thorough than `great_expectations`.
#
# Note that `dependency_graph` makes heavy use of dgtest (https://github.com/superconductive/dgtest)

trigger:
  branches:
    include:
    - pre_pr-* # Can be used to test both `great_expectations` and `dependency_graph` pipelines
    - develop
    exclude:
    - main

resources:
  containers:
  - container: postgres
    image: postgres:11
    ports:
    - 5432:5432
    env:
      POSTGRES_DB: "test_ci"
      POSTGRES_HOST_AUTH_METHOD: "trust"
  - container: mysql
    image: mysql:8.0.20
    ports:
      - 3306:3306
    env:
      MYSQL_ALLOW_EMPTY_PASSWORD: "yes"
      MYSQL_DATABASE: test_ci
  - container: mssql
    image: mcr.microsoft.com/mssql/server:2019-latest
    env:
      ACCEPT_EULA: Y
      MSSQL_SA_PASSWORD: ReallyStrongPwd1234%^&*
      MSSQL_DB: test_ci
      MSSQL_PID: Developer
    ports:
      - 1433:1433

variables:
  GE_USAGE_STATISTICS_URL: "https://qa.stats.greatexpectations.io/great_expectations/v1/usage_statistics"

stages:
  - stage: scope_check
    pool:
      vmImage: 'ubuntu-20.04'
    jobs:
      - job: changes
        steps:
          - task: ChangedFiles@1
            name: CheckChanges
            inputs:
              verbose: true
              rules: |
                [ContribChanged]
                contrib/**

                [ExperimentalChanged]
                contrib/experimental/**

                [DocsChanged]
                docs/**
                tests/integration/docusaurus/**
                tests/integration/fixtures/**
                tests/test_sets/**

                [GEChanged]
                great_expectations/**
                tests/**
                /*.txt
                /*.yml
                requirements*
                azure-pipelines*

  - stage: lint
    dependsOn: scope_check
    pool:
      vmImage: 'ubuntu-latest'

    jobs:
      - job: lint
        condition: eq(stageDependencies.scope_check.changes.outputs['CheckChanges.GEChanged'], true)
        steps:
          - task: UsePythonVersion@0
            inputs:
              versionSpec: 3.7
            displayName: 'Use Python 3.7'

          - script: |
              pip install isort[requirements]==5.4.2 flake8==3.8.3 black==22.3.0 pyupgrade==2.7.2
              EXIT_STATUS=0
              isort . --check-only --skip docs/ || EXIT_STATUS=$?
              black --check --exclude docs/ . || EXIT_STATUS=$?
              flake8 great_expectations/core || EXIT_STATUS=$?
              pyupgrade --py3-plus || EXIT_STATUS=$?
              exit $EXIT_STATUS

  - stage: custom_checks
    dependsOn: scope_check
    pool:
      vmImage: 'ubuntu-latest'

    jobs:
    - job: type_hint_checker
      steps:
      - script: |
          pip install mypy # Prereq for type hint script
          python scripts/check_type_hint_coverage.py
        name: TypeHintChecker

    - job: docstring_checker
      steps:
      - bash: python scripts/check_docstring_coverage.py
        name: DocstringChecker

    - job: unused_import_checker
      steps:
      - script: |
          pip install flake8
          # https://www.flake8rules.com/rules/F401.html - Prunes the dgtest graph to improve accuracy
          flake8 --select F401 great_expectations tests
        name: UnusedImportChecker

  - stage: import_ge
    dependsOn: [lint]
    pool:
      vmImage: 'ubuntu-18.04'

    jobs:
      - job: import_ge

        strategy:
         matrix:
           Python37:
             python.version: '3.7'
           Python38:
             python.version: '3.8'
           Python39:
             python.version: '3.9'

        steps:
         - task: UsePythonVersion@0
           inputs:
             versionSpec: '$(python.version)'
           displayName: 'Use Python $(python.version)'

         - bash: python -m pip install --upgrade pip==21.3.1
           displayName: 'Update pip'

         - script: |
             pip install  .
           displayName: 'Install GE and required dependencies (i.e. not sqlalchemy)'

         - script: |
             python -c "import great_expectations as ge; print('Successfully imported GE Version:', ge.__version__)"
           displayName: 'Import Great Expectations'

  - stage: required
    dependsOn: [scope_check, lint, import_ge, custom_checks]
    pool:
      vmImage: 'ubuntu-18.04'

    jobs:
      - job: compatibility_matrix
        condition: eq(stageDependencies.scope_check.changes.outputs['CheckChanges.GEChanged'], true)
        variables:
          GE_pytest_opts: '--no-sqlalchemy'
        strategy:
          matrix:
            Python37-Pandas023:
              python.version: '3.7'
              numpy.version: '1.17.0'
              pandas.version: '0.23.4'
              scipy.version: 'latest'
              GE_pytest_pip_opts: '--requirement requirements-dev-test.txt --constraint constraints-dev.txt'
            Python37-Pandas025:
              python.version: '3.7'
              numpy.version: '1.17.0'
              pandas.version: '0.25.3'
              scipy.version: 'latest'
              # numpy 1.20 and pandas 0.25.3 do not coexist happily
              GE_pytest_pip_opts: '--requirement requirements-dev-test.txt --constraint constraints-dev.txt'
            Python38-PandasLatest:
              python.version: '3.8'
              numpy.version: 'latest'
              pandas.version: 'latest'
              scipy.version: 'latest'
              GE_pytest_pip_opts: '--requirement requirements-dev-test.txt --constraint constraints-dev.txt'

        steps:
          - task: UsePythonVersion@0
            inputs:
              versionSpec: '$(python.version)'
            displayName: 'Use Python $(python.version)'

          - bash: python -m pip install --upgrade pip==21.3.1
            displayName: 'Update pip'

          - script: |
              if [[ $(numpy.version) == 'latest' ]]; then
                pip install numpy
              else
                pip install numpy==$(numpy.version)
              fi
            displayName: 'Install numpy'

          - script: |
              if [[ $(pandas.version) == 'latest' ]]; then
                pip install pandas
              else
                pip install pandas==$(pandas.version)
              fi
            displayName: 'Install pandas'

          - script: |
              if [[ $(scipy.version) == 'latest' ]]; then
                pip install scipy
              else
                pip install scipy==$(scipy.version)
              fi
            displayName: 'Install scipy'

          - script: |
              pip install --requirement requirements.txt
              echo "about to run pip install $(GE_pytest_pip_opts)"
              pip install $(GE_pytest_pip_opts)
              pip install  .
            displayName: 'Install dependencies'

          - script: |
              # Install dependencies
              pip install pytest pytest-cov pytest-azurepipelines
              git clone https://github.com/superconductive/dgtest.git
              pip install -e dgtest

              # Run dgtest
              dgtest run great_expectations --ignore 'tests/cli' --ignore 'tests/integration/usage_statistics' \
                $(GE_pytest_opts) --napoleon-docstrings --junitxml=junit/test-results.xml --cov=. --cov-report=xml --cov-report=html

            displayName: 'dgtest'

          - task: PublishTestResults@2
            condition: succeededOrFailed()
            inputs:
              testResultsFiles: '**/test-*.xml'
              testRunTitle: 'Publish test results for Python $(python.version)'

          - task: PublishCodeCoverageResults@1
            inputs:
              codeCoverageTool: Cobertura
              summaryFileLocation: '$(System.DefaultWorkingDirectory)/**/coverage.xml'
              reportDirectory: '$(System.DefaultWorkingDirectory)/**/htmlcov'

      - job: comprehensive
        condition: eq(stageDependencies.scope_check.changes.outputs['CheckChanges.GEChanged'], true)

        services:
          postgres: postgres

        variables:
          GE_pytest_opts: ''

        strategy:
          matrix:
            Python37:
              python.version: '3.7'
              pandas.version: 'latest'
              GE_pytest_pip_opts: '"pyspark<3.0.0" --requirement requirements-dev.txt --constraint constraints-dev.txt'
            Python38:
              python.version: '3.8'
              pandas.version: 'latest'
              GE_pytest_pip_opts: '--requirement requirements-dev.txt --constraint constraints-dev.txt'
            Python39:
              python.version: '3.9'
              pandas.version: 'latest'
              GE_pytest_pip_opts: '--requirement requirements-dev.txt --constraint constraints-dev.txt'


        steps:
          - task: UsePythonVersion@0
            inputs:
              versionSpec: '$(python.version)'
            displayName: 'Use Python $(python.version)'

          - bash: python -m pip install --upgrade pip==21.3.1
            displayName: 'Update pip'

          - script: |
              sudo apt-get install -y pandoc
              pip install pypandoc
            displayName: 'Install pandoc'

          - script: |
              if [[ $(pandas.version) == 'latest' ]]; then
                pip install pandas
              else
                pip install pandas==$(pandas.version)
              fi
            displayName: 'Install pandas'

          - script: |
              pip install --requirement requirements.txt
              echo "about to run pip install $(GE_pytest_pip_opts)"
              pip install $(GE_pytest_pip_opts)
              pip install  .
            displayName: 'Install dependencies'

          - script: |
              # Install dependencies
              pip install pytest pytest-cov pytest-azurepipelines
              git clone https://github.com/superconductive/dgtest.git
              pip install -e dgtest

              # Run dgtest
              dgtest run great_expectations --ignore 'tests/cli' --ignore 'tests/integration/usage_statistics' \
                $(GE_pytest_opts) --napoleon-docstrings --junitxml=junit/test-results.xml --cov=. --cov-report=xml --cov-report=html

            displayName: 'dgtest'

          - script: |
              # These are tests that are missed by the dgtest dependency graph.
              # In order to ensure coverage, we run them during each CI/CD cycle.
              pytest \
                tests/core/test_urn.py \
                tests/data_asset/test_data_asset_util.py \
                tests/data_context/test_data_context_store_configs.py \
                tests/data_context/test_templates.py \
                tests/dataset/test_pandas_dataset_conditionals.py \
                tests/datasource/test_batch_kwargs.py \
                tests/datasource/test_sqlalchemy_datasource_workarounds.py \
                tests/expectations/test_generate_diagnostic_checklist.py \
                tests/test_deprecation.py \
                tests/test_packaging.py

            displayName: 'dgtest-overrides'

          - task: PublishTestResults@2
            condition: succeededOrFailed()
            inputs:
              testResultsFiles: '**/test-*.xml'
              testRunTitle: 'Publish test results for Python $(python.version)'

          - task: PublishCodeCoverageResults@1
            inputs:
              codeCoverageTool: Cobertura
              summaryFileLocation: '$(System.DefaultWorkingDirectory)/**/coverage.xml'
              reportDirectory: '$(System.DefaultWorkingDirectory)/**/htmlcov'

  - stage: usage_stats_integration
    dependsOn: [scope_check, lint, import_ge, custom_checks]
    pool:
      vmImage: 'ubuntu-latest'

    jobs:
      - job: test_usage_stats_messages
        condition: eq(stageDependencies.scope_check.changes.outputs['CheckChanges.GEChanged'], true)
        variables:
          python.version: '3.8'

        steps:
          - task: UsePythonVersion@0
            inputs:
              versionSpec: '$(python.version)'
            displayName: 'Use Python $(python.version)'

          - bash: python -m pip install --upgrade pip==20.2.4
            displayName: 'Update pip'

          - script: |
              pip install --requirement requirements-dev-test.txt
              pip install --requirement requirements.txt
              pip install .
            displayName: 'Install dependencies'

          # Due to the relatively small number of usage_stats tests, we deem it appropriate to test them in their entirely through pytest
          - script: |
              pip install pytest pytest-azurepipelines
              pytest --no-sqlalchemy --aws-integration -v tests/integration/usage_statistics

            displayName: 'pytest'

  - stage: db_integration
    pool:
      vmImage: 'ubuntu-latest'

    dependsOn: [scope_check, lint, import_ge, custom_checks]

    jobs:
      - job: mysql
        condition: eq(stageDependencies.scope_check.changes.outputs['CheckChanges.GEChanged'], true)

        services:
          mysql: mysql

        variables:
          python.version: '3.8'

        steps:
          - task: UsePythonVersion@0
            inputs:
              versionSpec: '$(python.version)'
            displayName: 'Use Python $(python.version)'

          - bash: python -m pip install --upgrade pip==21.3.1
            displayName: 'Update pip'

          - script: |
              printf 'Waiting for MySQL database to accept connections'
              until mysql --host=localhost --protocol=TCP --port=3306 --user=root --password='' --execute "SHOW DATABASES"; do
                printf '.'
                sleep 1;
              done;
            displayName: Wait for database to initialise

          - script: |
              echo "SET GLOBAL sql_mode=(SELECT REPLACE(@@sql_mode,'ONLY_FULL_GROUP_BY',''));" > mysql_setup_script.sql
              mysql --host=localhost --protocol=TCP --port=3306 --user=root --password='' --reconnect < mysql_setup_script.sql
            displayName: 'Configure mysql'

          - script: |
              pip install --requirement requirements-dev-test.txt --requirement requirements-dev-sqlalchemy.txt --constraint constraints-dev.txt
              pip install --requirement requirements.txt
              pip install .
            displayName: 'Install dependencies'

          - script: |
              # Install dependencies
              pip install --requirement requirements.txt
              pip install pytest pytest-cov pytest-azurepipelines
              git clone https://github.com/superconductive/dgtest.git
              pip install -e dgtest

              # Run dgtest
              dgtest run great_expectations --ignore 'tests/cli' --ignore 'tests/integration/usage_statistics' \
                --mysql --napoleon-docstrings --junitxml=junit/test-results.xml --cov=. --cov-report=xml --cov-report=html

            displayName: 'dgtest'

      - job: mssql
        condition: eq(stageDependencies.scope_check.changes.outputs['CheckChanges.GEChanged'], true)

        services:
          mssql: mssql

        variables:
          python.version: '3.8'

        steps:
          - task: UsePythonVersion@0
            inputs:
              versionSpec: '$(python.version)'
            displayName: 'Use Python $(python.version)'

          - bash: python -m pip install --upgrade pip==21.3.1
            displayName: 'Update pip'

          - script: |
              sqlcmd -U sa -P "ReallyStrongPwd1234%^&*" -Q "CREATE DATABASE test_ci;" -o create_db_output.txt

          - script: |
              pip install --requirement requirements-dev-test.txt --requirement requirements-dev-sqlalchemy.txt --constraint constraints-dev.txt
              pip install --requirement requirements.txt
              pip install .
            displayName: 'Install dependencies'

          - script: |
              # Install dependencies
              pip install pytest pytest-cov pytest-azurepipelines
              git clone https://github.com/superconductive/dgtest.git
              pip install -e dgtest

              # Run dgtest
              dgtest run great_expectations --ignore 'tests/cli' --ignore 'tests/integration/usage_statistics' \
                --mssql --napoleon-docstrings --junitxml=junit/test-results.xml --cov=. --cov-report=xml --cov-report=html

            displayName: 'dgtest'

  - stage: cli_integration
    dependsOn: [scope_check, lint, import_ge, custom_checks]
    pool:
      vmImage: 'ubuntu-latest'

    jobs:
      - job: test_cli
        condition: eq(stageDependencies.scope_check.changes.outputs['CheckChanges.GEChanged'], true)

        services:
          postgres: postgres

        variables:
          python.version: '3.8'

        steps:
          - task: UsePythonVersion@0
            inputs:
              versionSpec: '$(python.version)'
            displayName: 'Use Python $(python.version)'

          - bash: python -m pip install --upgrade pip==21.3.1
            displayName: 'Update pip'

          - script: |
              sudo apt-get install -y pandoc
              pip install pypandoc
            displayName: 'Install pandoc'

          - script: |
              pip install --requirement requirements-dev-test.txt --requirement requirements-dev-spark.txt --requirement requirements-dev-sqlalchemy.txt --constraint constraints-dev.txt
              pip install --requirement requirements.txt
              pip install .
            displayName: 'Install dependencies'

          - script: |
              # Install dependencies
              pip install pytest
              git clone https://github.com/superconductive/dgtest.git
              pip install -e dgtest

              # Run dgtest
              dgtest run great_expectations --filter 'tests/cli' --aws-integration -v

            displayName: 'dgtest'