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+# Azure Pipelines Scripts
+
+## Scripts
+
+This directory contains the following scripts:
+
+- download.py - Download results from CI.
+- get_recent_coverage_runs.py - Retrieve CI URLs of recent coverage test runs.
+- incidental.py - Report on incidental code coverage using data from CI.
+- run.py - Start new runs on CI.
+
+## Incidental Code Coverage
+
+### Background
+
+Incidental testing and code coverage occurs when a test covers one or more portions of code as an unintentional side-effect of testing another portion of code.
+
+For example, the ``yum`` integration test intentionally tests the ``yum`` Ansible module.
+However, in doing so it also uses, and unintentionally tests the ``file`` module as well.
+
+As part of the process of migrating modules and plugins into collections, integration tests were identified that provided exclusive incidental code coverage.
+That is, tests which would be migrated out of the repository which covered code which would not be covered by any remaining tests.
+
+These integration test targets were preserved as incidental tests with the ``incidental_`` prefix prior to migration.
+The plugins necessary to support these tests were also preserved in the ``test/support/`` directory.
+
+The long-term goal for these incidental tests is to replace them with tests that intentionally cover the relevant code.
+As additional intentional tests are added, the exclusive coverage provided by incidental tests will decline, permitting them to be removed without loss of test coverage.
+
+### Reducing Incidental Coverage
+
+Reducing incidental test coverage, and eventually removing incidental tests involves the following process:
+
+1. Run the entire test suite with code coverage enabled.
+ This is done automatically each day on Azure Pipelines.
+ The URLs and statuses of the most recent such test runs can be found with:
+ ```shell
+ hacking/azp/get_recent_coverage_runs.py <optional branch name>
+ ```
+ The branch name defaults to `devel`.
+2. Download code coverage data from Azure Pipelines for local analysis.
+ Example:
+ ```shell
+ # download results to ansible/ansible directory under cwd
+ # substitute the correct run number for the Azure Pipelines coverage run you want to download
+ hacking/azp/download.py 14075 --artifacts --run-metadata -v
+ ```
+3. Analyze code coverage data to see which portions of the code are covered by each test.
+ Example:
+ ```shell script
+ # make sure ansible-test is in $PATH
+ source hacking/env-setup
+ # run the script using whichever directory results were downloaded into
+ hacking/azp/incidental.py 14075/
+ ```
+4. Create new intentional tests, or extend existing ones, to cover code that is currently covered by incidental tests.
+ Reports are created by default in a ``test/results/.tmp/incidental/{hash}/reports/`` directory.
+ The ``{hash}`` value is based on the input files used to generate the report.
+
+Over time, as the above process is repeated, exclusive incidental code coverage will decline.
+When incidental tests no longer provide exclusive coverage they can be removed.
+
+> CAUTION: Only one incidental test should be removed at a time, as doing so may cause another test to gain exclusive incidental coverage.
+
+#### Incidental Plugin Coverage
+
+Incidental test coverage is not limited to ``incidental_`` prefixed tests.
+For example, incomplete code coverage from a filter plugin's own tests may be covered by an unrelated test.
+The ``incidental.py`` script can be used to identify these gaps as well.
+
+Follow the steps 1 and 2 as outlined in the previous section.
+For step 3, add the ``--plugin-path {path_to_plugin}`` option.
+Repeat step 3 for as many plugins as desired.
+
+To report on multiple plugins at once, such as all ``filter`` plugins, the following command can be used:
+
+```shell
+find lib/ansible/plugins/filter -name '*.py' -not -name __init__.py -exec hacking/azp/incidental.py 14075/ --plugin-path '{}' ';'
+```
+
+Each report will show the incidental code coverage missing from the plugin's own tests.
+
+> NOTE: The report does not identify where the incidental coverage comes from.
+
+### Reading Incidental Coverage Reports
+
+Each line of code covered will be included in a report.
+The left column contains the line number where the source occurs.
+If the coverage is for Python code a comment on the right side will indicate the coverage arcs involved.
+
+Below is an example of a report:
+
+```
+Target: incidental_win_psexec
+GitHub: https://github.com/ansible/ansible/blob/6994ef0b554a816f02e0771cb14341a421f7cead/test/integration/targets/incidental_win_psexec
+
+Source: lib/ansible/executor/task_executor.py (2 arcs, 3/1141 lines):
+GitHub: https://github.com/ansible/ansible/blob/6994ef0b554a816f02e0771cb14341a421f7cead/lib/ansible/executor/task_executor.py
+
+ 705 if 'rc' in result and result['rc'] not in [0, "0"]: ### (here) -> 706
+ 706 result['failed'] = True ### 705 -> (here) ### (here) -> 711
+
+ 711 if self._task.until: ### 706 -> (here)
+```
+
+The report indicates the test target responsible for the coverage and provides a link to the source on GitHub using the appropriate commit to match the code coverage.
+
+Each file covered in the report indicates the lines affected, and in the case of Python code, arcs.
+A link to the source file on GitHub using the appropriate commit is also included.
+
+The left column includes the line number for the source code found to the right.
+In the case of Python files, the rightmost comment indicates the coverage arcs involved.
+
+``### (here) -> 706`` for source line 705 indicates that execution flowed from line 705 to line 706.
+Multiple outbound line numbers can be present.
+
+``### 706 -> (here)`` for source line 711 indicates that execution flowed from line 706 to line 711.
+Multiple inbound line numbers can be present.
+
+In both cases ``(here)`` is simply a reference to the current source line.
+
+Arcs are only available for Python code.
+PowerShell code only reports covered line numbers.