Documentation on goal and efficacy
In this changeset, I wrote a documentation detailing how one can implement a new goal plugin. I also mention to define the efficacy specification for a given goal. Partially Implements: blueprint efficacy-indicator Change-Id: Iba267ae312f248b49d4600504f11678cdc225622
This commit is contained in:
Vincent Françoise
@@ -150,12 +150,14 @@ This database stores all the Watcher domain objects which can be requested
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by the :ref:`Watcher API <archi_watcher_api_definition>` or the
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:ref:`Watcher CLI <archi_watcher_cli_definition>`:
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- :ref:`Goals <goal_definition>`
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- :ref:`Strategies <strategy_definition>`
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- :ref:`Audit templates <audit_template_definition>`
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- :ref:`Audits <audit_definition>`
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- :ref:`Action plans <action_plan_definition>`
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- :ref:`Efficacy indicators <efficacy_indicator_definition>` via the Action
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Plan API.
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- :ref:`Actions <action_definition>`
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- :ref:`Goals <goal_definition>`
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- :ref:`Strategies <strategy_definition>`
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The Watcher domain being here "*optimization of some resources provided by an
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OpenStack system*".
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@@ -210,10 +212,10 @@ view (Goals, Audits, Action Plans, ...):
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.. image:: ./images/functional_data_model.svg
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:width: 100%
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Here below is a class diagram representing the main objects in Watcher from a
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Here below is a diagram representing the main objects in Watcher from a
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database perspective:
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.. image:: ./images/watcher_class_diagram.png
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.. image:: ./images/watcher_db_schema_diagram.png
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:width: 100%
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@@ -297,9 +299,11 @@ This method finds an appropriate scheduling of
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:ref:`Actions <action_definition>` taking into account some scheduling rules
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(such as priorities between actions).
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It generates a new :ref:`Action Plan <action_plan_definition>` with status
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**RECOMMENDED** and saves it into the
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:ref:`Watcher Database <watcher_database_definition>`. The saved action plan is
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now a scheduled flow of actions.
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**RECOMMENDED** and saves it into the:ref:`Watcher Database
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<watcher_database_definition>`. The saved action plan is now a scheduled flow
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of actions to which a global efficacy is associated alongside a number of
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:ref:`Efficacy Indicators <efficacy_indicator_definition>` as specified by the
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related :ref:`goal <goal_definition>`.
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If every step executed successfully, the
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:ref:`Watcher Decision Engine <watcher_decision_engine_definition>` updates
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@@ -308,6 +312,11 @@ the current status of the Audit to **SUCCEEDED** in the
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on the bus to inform other components that the :ref:`Audit <audit_definition>`
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was successful.
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This internal workflow the Decision Engine follows to conduct an audit can be
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seen in the sequence diagram here below:
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.. image:: ./images/sequence_from_audit_execution_to_actionplan_creation.png
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:width: 100%
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.. _sequence_diagrams_launch_action_plan:
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@@ -4,6 +4,8 @@
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https://creativecommons.org/licenses/by/3.0/
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.. _implement_action_plugin:
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==================
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Build a new action
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==================
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215
doc/source/dev/plugin/goal-plugin.rst
Normal file
215
doc/source/dev/plugin/goal-plugin.rst
Normal file
@@ -0,0 +1,215 @@
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..
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Except where otherwise noted, this document is licensed under Creative
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Commons Attribution 3.0 License. You can view the license at:
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https://creativecommons.org/licenses/by/3.0/
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.. _implement_goal_plugin:
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================
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Build a new goal
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================
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Watcher Decision Engine has an external :ref:`goal <goal_definition>`
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plugin interface which gives anyone the ability to integrate an external
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goal which can be achieved by a :ref:`strategy <strategy_definition>`.
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This section gives some guidelines on how to implement and integrate custom
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goals with Watcher. If you wish to create a third-party package for your
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plugin, you can refer to our :ref:`documentation for third-party package
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creation <plugin-base_setup>`.
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Pre-requisites
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==============
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Before using any goal, please make sure that none of the existing goals fit
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your needs. Indeed, the underlying value of defining a goal is to be able to
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compare the efficacy of the action plans resulting from the various strategies
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satisfying the same goal. By doing so, Watcher can assist the administrator
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in his choices.
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Create a new plugin
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===================
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In order to create a new goal, you have to:
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- Extend the :py:class:`~.base.Goal` class.
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- Implement its :py:meth:`~.Goal.get_name` class method to return the
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**unique** ID of the new goal you want to create. This unique ID should
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be the same as the name of :ref:`the entry point you will declare later on
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<goal_plugin_add_entrypoint>`.
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- Implement its :py:meth:`~.Goal.get_display_name` class method to
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return the translated display name of the goal you want to create.
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Note: Do not use a variable to return the translated string so it can be
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automatically collected by the translation tool.
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- Implement its :py:meth:`~.Goal.get_translatable_display_name`
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class method to return the translation key (actually the english display
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name) of your new goal. The value return should be the same as the
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string translated in :py:meth:`~.Goal.get_display_name`.
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- Implement its :py:meth:`~.Goal.get_efficacy_specification` method to return
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the :ref:`efficacy specification <efficacy_specification_definition>` for
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your goal.
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Here is an example showing how you can define a new ``NewGoal`` goal plugin:
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.. code-block:: python
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# filepath: thirdparty/new.py
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# import path: thirdparty.new
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from watcher._i18n import _
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from watcher.decision_engine.goal.efficacy import specs
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from watcher.decision_engine.strategy.strategies import base
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class NewGoal(base.Goal):
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@classmethod
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def get_name(cls):
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return "new_goal" # Will be the name of the entry point
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@classmethod
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def get_display_name(cls):
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return _("New Goal")
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@classmethod
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def get_translatable_display_name(cls):
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return "New Goal"
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@classmethod
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def get_efficacy_specification(cls):
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return specs.UnclassifiedStrategySpecification()
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As you may have noticed, the :py:meth:`~.Goal.get_efficacy_specification`
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method returns an :py:meth:`~.UnclassifiedStrategySpecification` instance which
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is provided by Watcher. This efficacy specification is useful during the
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development process of your goal as it corresponds to an empty specification.
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If you want to learn more about what efficacy specifications are used for or to
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define your own efficacy specification, please refer to the :ref:`related
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section below <implement_efficacy_specification>`.
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Abstract Plugin Class
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=====================
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Here below is the abstract :py:class:`~.base.Goal` class:
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.. autoclass:: watcher.decision_engine.goal.base.Goal
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:members:
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:noindex:
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.. _goal_plugin_add_entrypoint:
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Add a new entry point
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=====================
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In order for the Watcher Decision Engine to load your new goal, the
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goal must be registered as a named entry point under the ``watcher_goals``
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entry point namespace of your ``setup.py`` file. If you are using pbr_, this
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entry point should be placed in your ``setup.cfg`` file.
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The name you give to your entry point has to be unique and should be the same
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as the value returned by the :py:meth:`~.base.Goal.get_name` class method of
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your goal.
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Here below is how you would proceed to register ``NewGoal`` using pbr_:
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.. code-block:: ini
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[entry_points]
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watcher_goals =
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new_goal = thirdparty.new:NewGoal
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To get a better understanding on how to implement a more advanced goal,
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have a look at the :py:class:`~.ServerConsolidation` class.
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.. _pbr: http://docs.openstack.org/developer/pbr/
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.. _implement_efficacy_specification:
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Implement a customized efficacy specification
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=============================================
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What is it for?
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---------------
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Efficacy specifications define a set of specifications for a given goal.
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These specifications actually define a list of indicators which are to be used
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to compute a global efficacy that outlines how well a strategy performed when
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trying to achieve the goal it is associated to.
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The idea behind such specification is to give the administrator the possibility
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to run an audit using different strategies satisfying the same goal and be able
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to judge how they performed at a glance.
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Implementation
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--------------
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In order to create a new efficacy specification, you have to:
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- Extend the :py:class:`~.EfficacySpecification` class.
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- Implement :py:meth:`~.EfficacySpecification.get_indicators_specifications`
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by returning a list of :py:class:`~.IndicatorSpecification` instances.
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* Each :py:class:`~.IndicatorSpecification` instance should actually extend
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the latter.
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* Each indicator specification should have a **unique name** which should be
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a valid Python variable name.
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* They should implement the :py:attr:`~.EfficacySpecification.schema`
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abstract property by returning a :py:class:`~.voluptuous.Schema` instance.
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This schema is the contract the strategy will have to comply with when
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setting the value associated to the indicator specification within its
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solution (see the :ref:`architecture of Watcher
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<sequence_diagrams_create_and_launch_audit>` for more information on
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the audit execution workflow).
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- Implement the :py:meth:`~.EfficacySpecification.get_global_efficacy` method:
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it should compute the global efficacy for the goal it achieves based on the
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efficacy indicators you just defined.
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Here below is an example of an efficacy specification containing one indicator
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specification:
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.. code-block:: python
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from watcher._i18n import _
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from watcher.decision_engine.goal.efficacy import base as efficacy_base
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from watcher.decision_engine.goal.efficacy import indicators
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from watcher.decision_engine.solution import efficacy
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class IndicatorExample(IndicatorSpecification):
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def __init__(self):
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super(IndicatorExample, self).__init__(
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name="indicator_example",
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description=_("Example of indicator specification."),
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unit=None,
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)
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@property
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def schema(self):
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return voluptuous.Schema(voluptuous.Range(min=0), required=True)
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class UnclassifiedStrategySpecification(efficacy_base.EfficacySpecification):
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def get_indicators_specifications(self):
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return [IndicatorExample()]
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def get_global_efficacy(self, indicators_map):
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return efficacy.Indicator(
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name="global_efficacy_indicator",
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description="Example of global efficacy indicator",
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unit="%",
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value=indicators_map.indicator_example % 100)
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To get a better understanding on how to implement an efficacy specification,
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have a look at :py:class:`~.ServerConsolidationSpecification`.
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Also, if you want to see a concrete example of an indicator specification,
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have a look at :py:class:`~.ReleasedComputeNodesCount`.
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@@ -11,9 +11,10 @@ Build a new planner
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===================
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Watcher :ref:`Decision Engine <watcher_decision_engine_definition>` has an
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external :ref:`planner <planner_definition>` plugin interface which gives
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anyone the ability to integrate an external :ref:`planner <planner_definition>`
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in order to extend the initial set of planners Watcher provides.
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external :ref:`planner <watcher_planner_definition>` plugin interface which
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gives anyone the ability to integrate an external :ref:`planner
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<watcher_planner_definition>` in order to extend the initial set of planners
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Watcher provides.
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This section gives some guidelines on how to implement and integrate custom
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planners with Watcher.
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@@ -28,8 +28,8 @@ configured so that it would provide you all the metrics you need to be able to
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use your strategy.
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Create a new plugin
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===================
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Create a new strategy plugin
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============================
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In order to create a new strategy, you have to:
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@@ -53,6 +53,8 @@ Here is an example showing how you can write a plugin called ``NewStrategy``:
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.. code-block:: python
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# filepath: thirdparty/new.py
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# import path: thirdparty.new
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import abc
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import six
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@@ -88,9 +90,12 @@ Here is an example showing how you can write a plugin called ``NewStrategy``:
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As you can see in the above example, the :py:meth:`~.BaseStrategy.execute`
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method returns a :py:class:`~.BaseSolution` instance as required. This solution
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is what wraps the abstract set of actions the strategy recommends to you. This
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solution is then processed by a :ref:`planner <planner_definition>` to produce
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an action plan which contains the sequenced flow of actions to be
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executed by the :ref:`Watcher Applier <watcher_applier_definition>`.
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solution is then processed by a :ref:`planner <watcher_planner_definition>` to
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produce an action plan which contains the sequenced flow of actions to be
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executed by the :ref:`Watcher Applier <watcher_applier_definition>`. This
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solution also contains the various :ref:`efficacy indicators
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<efficacy_indicator_definition>` alongside its computed :ref:`global efficacy
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<efficacy_definition>`.
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Please note that your strategy class will expect to find the same constructor
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signature as BaseStrategy to instantiate you strategy. Therefore, you should
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@@ -98,7 +103,7 @@ ensure that your ``__init__`` signature is identical to the
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:py:class:`~.BaseStrategy` one.
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Create a new goal
|
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Strategy efficacy
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=================
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As stated before, the ``NewStrategy`` class extends a class called
|
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@@ -106,126 +111,12 @@ As stated before, the ``NewStrategy`` class extends a class called
|
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abstract methods which are defined within the :py:class:`~.BaseStrategy` parent
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class.
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Once you are confident in your strategy plugin, the next step is now to
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classify your goal by assigning it a proper goal. To do so, you can either
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reuse existing goals defined in Watcher. As of now, four goal-oriented abstract
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classes are defined in Watcher:
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- :py:class:`~.UnclassifiedStrategy` which is the one I mentioned up until now.
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- :py:class:`~.DummyBaseStrategy` which is used by :py:class:`~.DummyStrategy`
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for testing purposes.
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- :py:class:`~.ServerConsolidationBaseStrategy`
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- :py:class:`~.ThermalOptimizationBaseStrategy`
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If none of the above actually correspond to the goal your new strategy
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achieves, you can define a brand new one. To do so, you need to:
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|
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- Extend the :py:class:`~.BaseStrategy` class to make your new goal-oriented
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strategy abstract class :
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- Implement its :py:meth:`~.BaseStrategy.get_goal_name` class method to
|
||||
return the **unique** ID of the goal you want to achieve.
|
||||
- Implement its :py:meth:`~.BaseStrategy.get_goal_display_name` class method
|
||||
to return the translated display name of the goal you want to achieve.
|
||||
Note: Do not use a variable to return the translated string so it can be
|
||||
automatically collected by the translation tool.
|
||||
- Implement its :py:meth:`~.BaseStrategy.get_translatable_goal_display_name`
|
||||
class method to return the goal translation key (actually the english
|
||||
display name). The value return should be the same as the string translated
|
||||
in :py:meth:`~.BaseStrategy.get_goal_display_name`.
|
||||
|
||||
Here is an example showing how you can define a new ``NEW_GOAL`` goal and
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||||
modify your ``NewStrategy`` plugin so it now achieves the latter:
|
||||
|
||||
.. code-block:: python
|
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|
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import abc
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|
||||
import six
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||||
|
||||
from watcher._i18n import _
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||||
from watcher.decision_engine.strategy.strategies import base
|
||||
|
||||
@six.add_metaclass(abc.ABCMeta)
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||||
class NewGoalBaseStrategy(base.BaseStrategy):
|
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|
||||
@classmethod
|
||||
def get_goal_name(cls):
|
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return "NEW_GOAL"
|
||||
|
||||
@classmethod
|
||||
def get_goal_display_name(cls):
|
||||
return _("New goal")
|
||||
|
||||
@classmethod
|
||||
def get_translatable_goal_display_name(cls):
|
||||
return "New goal"
|
||||
|
||||
|
||||
class NewStrategy(NewGoalBaseStrategy):
|
||||
|
||||
def __init__(self, config, osc=None):
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||||
super(NewStrategy, self).__init__(config, osc)
|
||||
|
||||
def execute(self, original_model):
|
||||
self.solution.add_action(action_type="nop",
|
||||
input_parameters=parameters)
|
||||
# Do some more stuff here ...
|
||||
return self.solution
|
||||
|
||||
@classmethod
|
||||
def get_name(cls):
|
||||
return "new_strategy"
|
||||
|
||||
@classmethod
|
||||
def get_display_name(cls):
|
||||
return _("New strategy")
|
||||
|
||||
@classmethod
|
||||
def get_translatable_display_name(cls):
|
||||
return "New strategy"
|
||||
|
||||
|
||||
Define configuration parameters
|
||||
===============================
|
||||
|
||||
At this point, you have a fully functional strategy. However, in more complex
|
||||
implementation, you may want to define some configuration options so one can
|
||||
tune the strategy to its needs. To do so, you can implement the
|
||||
:py:meth:`~.Loadable.get_config_opts` class method as followed:
|
||||
|
||||
.. code-block:: python
|
||||
|
||||
from oslo_config import cfg
|
||||
|
||||
class NewStrategy(NewGoalBaseStrategy):
|
||||
|
||||
# [...]
|
||||
|
||||
def execute(self, original_model):
|
||||
assert self.config.test_opt == 0
|
||||
# [...]
|
||||
|
||||
def get_config_opts(self):
|
||||
return [
|
||||
cfg.StrOpt('test_opt', help="Demo Option.", default=0),
|
||||
# Some more options ...
|
||||
]
|
||||
|
||||
|
||||
The configuration options defined within this class method will be included
|
||||
within the global ``watcher.conf`` configuration file under a section named by
|
||||
convention: ``{namespace}.{plugin_name}``. In our case, the ``watcher.conf``
|
||||
configuration would have to be modified as followed:
|
||||
|
||||
.. code-block:: ini
|
||||
|
||||
[watcher_strategies.new_strategy]
|
||||
# Option used for testing.
|
||||
test_opt = test_value
|
||||
|
||||
Then, the configuration options you define within this method will then be
|
||||
injected in each instantiated object via the ``config`` parameter of the
|
||||
:py:meth:`~.BaseStrategy.__init__` method.
|
||||
One thing this :py:class:`~.UnclassifiedStrategy` class defines is that our
|
||||
``NewStrategy`` achieves the ``unclassified`` goal. This goal is a peculiar one
|
||||
as it does not contain any indicator nor does it calculate a global efficacy.
|
||||
This proves itself to be quite useful during the development of a new strategy
|
||||
for which the goal has yet to be defined or in case a :ref:`new goal
|
||||
<implement_goal_plugin>` has yet to be implemented.
|
||||
|
||||
|
||||
Abstract Plugin Class
|
||||
@@ -249,16 +140,16 @@ strategy must be registered as a named entry point under the
|
||||
pbr_, this entry point should be placed in your ``setup.cfg`` file.
|
||||
|
||||
The name you give to your entry point has to be unique and should be the same
|
||||
as the value returned by the :py:meth:`~.BaseStrategy.get_id` class method of
|
||||
as the value returned by the :py:meth:`~.BaseStrategy.get_name` class method of
|
||||
your strategy.
|
||||
|
||||
Here below is how you would proceed to register ``DummyStrategy`` using pbr_:
|
||||
Here below is how you would proceed to register ``NewStrategy`` using pbr_:
|
||||
|
||||
.. code-block:: ini
|
||||
|
||||
[entry_points]
|
||||
watcher_strategies =
|
||||
dummy_strategy = thirdparty.dummy:DummyStrategy
|
||||
new_strategy = thirdparty.new:NewStrategy
|
||||
|
||||
|
||||
To get a better understanding on how to implement a more advanced strategy,
|
||||
|
||||
@@ -13,6 +13,13 @@ In this section we present all the plugins that are shipped along with Watcher.
|
||||
If you want to know which plugins your Watcher services have access to, you can
|
||||
use the :ref:`Guru Meditation Reports <watcher_gmr>` to display them.
|
||||
|
||||
.. _watcher_goals:
|
||||
|
||||
Goals
|
||||
=====
|
||||
|
||||
.. drivers-doc:: watcher_goals
|
||||
|
||||
.. _watcher_strategies:
|
||||
|
||||
Strategies
|
||||
|
||||
@@ -131,7 +131,8 @@ can potentially be hosted on a dedicated machine.
|
||||
Compute node
|
||||
============
|
||||
|
||||
Please, read `the official OpenStack definition of a Compute Node <http://docs.openstack.org/openstack-ops/content/compute_nodes.html>`_.
|
||||
Please, read `the official OpenStack definition of a Compute Node
|
||||
<http://docs.openstack.org/openstack-ops/content/compute_nodes.html>`_.
|
||||
|
||||
.. _customer_definition:
|
||||
|
||||
@@ -211,7 +212,23 @@ Here are some examples of
|
||||
- `Sahara Hadoop Cluster <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Sahara::Cluster>`_
|
||||
- ...
|
||||
|
||||
It can be any of the `the official list of available resource types defined in OpenStack for HEAT <http://docs.openstack.org/developer/heat/template_guide/openstack.html>`_.
|
||||
It can be any of the `the official list of available resource types defined in
|
||||
OpenStack for HEAT
|
||||
<http://docs.openstack.org/developer/heat/template_guide/openstack.html>`_.
|
||||
|
||||
.. _efficacy_indicator_definition:
|
||||
|
||||
Efficacy Indicator
|
||||
==================
|
||||
|
||||
.. watcher-term:: watcher.api.controllers.v1.efficacy_indicator
|
||||
|
||||
.. _efficacy_specification_definition:
|
||||
|
||||
Efficacy Specification
|
||||
======================
|
||||
|
||||
.. watcher-term:: watcher.api.controllers.v1.efficacy_specification
|
||||
|
||||
.. _efficacy_definition:
|
||||
|
||||
@@ -234,14 +251,15 @@ to be launched).
|
||||
|
||||
For example, if the :ref:`Goal <goal_definition>` is to lower the energy
|
||||
consumption, the :ref:`Efficacy <efficacy_definition>` will be computed
|
||||
using several indicators (KPIs):
|
||||
using several :ref:`efficacy indicators <efficacy_indicator_definition>`
|
||||
(KPIs):
|
||||
|
||||
- the percentage of energy gain (which must be the highest possible)
|
||||
- the number of :ref:`SLA violations <sla_violation_definition>`
|
||||
(which must be the lowest possible)
|
||||
- the number of virtual machine migrations (which must be the lowest possible)
|
||||
|
||||
All those indicators (KPIs) are computed within a given timeframe, which is the
|
||||
All those indicators are computed within a given timeframe, which is the
|
||||
time taken to execute the whole :ref:`Action Plan <action_plan_definition>`.
|
||||
|
||||
The efficacy also enables the :ref:`Administrator <administrator_definition>`
|
||||
@@ -259,7 +277,8 @@ OpenStack should be owned by a specific :ref:`project <project_definition>`.
|
||||
In OpenStack Identity, a :ref:`project <project_definition>` must be owned by a
|
||||
specific domain.
|
||||
|
||||
Please, read `the official OpenStack definition of a Project <http://docs.openstack.org/glossary/content/glossary.html>`_.
|
||||
Please, read `the official OpenStack definition of a Project
|
||||
<http://docs.openstack.org/glossary/content/glossary.html>`_.
|
||||
|
||||
|
||||
.. _sla_definition:
|
||||
@@ -364,4 +383,3 @@ Watcher Planner
|
||||
===============
|
||||
|
||||
.. watcher-term:: watcher.decision_engine.planner.base
|
||||
|
||||
|
||||
Binary file not shown.
@@ -0,0 +1,44 @@
|
||||
@startuml
|
||||
|
||||
skinparam maxMessageSize 200
|
||||
|
||||
"Decision Engine" -> "Decision Engine" : Execute audit
|
||||
activate "Decision Engine"
|
||||
"Decision Engine" -> "Decision Engine" : Set the audit state to ONGOING
|
||||
|
||||
"Decision Engine" -> "Strategy selector" : Select strategy
|
||||
activate "Strategy selector"
|
||||
alt A specific strategy is provided
|
||||
"Strategy selector" -> "Strategy selector" : Load strategy and inject the \
|
||||
cluster data model
|
||||
else Only a goal is specified
|
||||
"Strategy selector" -> "Strategy selector" : select strategy
|
||||
"Strategy selector" -> "Strategy selector" : Load strategy and inject the \
|
||||
cluster data model
|
||||
end
|
||||
"Strategy selector" -> "Decision Engine" : Return loaded Strategy
|
||||
deactivate "Strategy selector"
|
||||
|
||||
"Decision Engine" -> "Strategy" : Execute the strategy
|
||||
activate "Strategy"
|
||||
"Strategy" -> "Strategy" : **pre_execute()**Checks if the strategy \
|
||||
pre-requisites are all set.
|
||||
"Strategy" -> "Strategy" : **do_execute()**Contains the logic of the strategy
|
||||
"Strategy" -> "Strategy" : **post_execute()** Set the efficacy indicators
|
||||
"Strategy" -> "Strategy" : Compute the global efficacy of the solution \
|
||||
based on the provided efficacy indicators
|
||||
"Strategy" -> "Decision Engine" : Return the solution
|
||||
deactivate "Strategy"
|
||||
|
||||
"Decision Engine" -> "Planner" : Plan the solution that was computed by the \
|
||||
strategy
|
||||
activate "Planner"
|
||||
"Planner" -> "Planner" : Store the planned solution as an action plan with its \
|
||||
related actions and efficacy indicators
|
||||
"Planner" --> "Decision Engine" : Done
|
||||
deactivate "Planner"
|
||||
"Decision Engine" -> "Decision Engine" : Update the audit state to SUCCEEDED
|
||||
|
||||
deactivate "Decision Engine"
|
||||
|
||||
@enduml
|
||||
@@ -1,31 +1,54 @@
|
||||
@startuml
|
||||
|
||||
"AMQP Bus" -> "Watcher Decision Engine" : trigger_audit(new_audit.uuid)
|
||||
"Watcher Decision Engine" -> "Watcher Database" : update audit.state = ONGOING
|
||||
"AMQP Bus" <[#blue]- "Watcher Decision Engine" : notify new audit state = ONGOING
|
||||
"Watcher Decision Engine" -> "Watcher Database" : get audit parameters(goal, ...)
|
||||
"Watcher Decision Engine" <-- "Watcher Database" : audit parameters(goal, ...)
|
||||
skinparam maxMessageSize 100
|
||||
|
||||
"AMQP Bus" -> "Decision Engine" : trigger audit
|
||||
|
||||
activate "Decision Engine"
|
||||
|
||||
"Decision Engine" -> "Database" : update audit.state = ONGOING
|
||||
"AMQP Bus" <[#blue]- "Decision Engine" : notify new audit state = ONGOING
|
||||
"Decision Engine" -> "Database" : get audit parameters (goal, strategy, ...)
|
||||
"Decision Engine" <-- "Database" : audit parameters (goal, strategy, ...)
|
||||
"Decision Engine" --> "Decision Engine": select appropriate \
|
||||
optimization strategy (via the Strategy Selector)
|
||||
create Strategy
|
||||
"Watcher Decision Engine" -[#red]> "Strategy": select appropriate\noptimization strategy
|
||||
loop while enough data to build cluster data model
|
||||
"Watcher Decision Engine" -> "Nova API" : get resource state (host, instance, ...)
|
||||
"Watcher Decision Engine" <-- "Nova API" : resource state
|
||||
end
|
||||
"Watcher Decision Engine" -[#red]> "Watcher Decision Engine": build cluster_data_model
|
||||
"Watcher Decision Engine" -> "Strategy" : execute(cluster_data_model)
|
||||
"Decision Engine" -> "Strategy" : execute()
|
||||
activate "Strategy"
|
||||
create "Cluster Data Model Collector"
|
||||
"Strategy" -> "Cluster Data Model Collector" : get cluster data model
|
||||
|
||||
activate "Cluster Data Model Collector"
|
||||
loop while enough data to build cluster data model
|
||||
"Cluster Data Model Collector" -> "Nova API" : get resource state (\
|
||||
host, instance, ...)
|
||||
"Cluster Data Model Collector" <-- "Nova API" : resource state
|
||||
end
|
||||
"Cluster Data Model Collector" -> "Strategy" : cluster data model
|
||||
deactivate "Cluster Data Model Collector"
|
||||
|
||||
loop while enough history data for the strategy
|
||||
"Strategy" -> "Ceilometer API": get_aggregated_metrics\n(resource_id,meter_name,period,aggregate_method)
|
||||
"Strategy" <-- "Ceilometer API": aggregated metrics
|
||||
"Strategy" -> "Ceilometer API": get necessary metrics
|
||||
"Strategy" <-- "Ceilometer API": aggregated metrics
|
||||
end
|
||||
"Strategy" -> "Strategy" : compute solution to achieve goal
|
||||
"Watcher Decision Engine" <-- "Strategy" : solution = array of actions (i.e. not scheduled yet)
|
||||
create "Watcher Planner"
|
||||
"Watcher Decision Engine" -[#red]> "Watcher Planner": select appropriate actions scheduler (i.e. Planner implementation)
|
||||
"Watcher Decision Engine" -> "Watcher Planner": schedule(audit_id, solution)
|
||||
"Watcher Planner" -> "Watcher Planner": schedule actions according to\nscheduling rules/policies
|
||||
"Watcher Decision Engine" <-- "Watcher Planner": new action_plan
|
||||
"Watcher Decision Engine" -> "Watcher Database" : save new action_plan in database
|
||||
"Watcher Decision Engine" -> "Watcher Database" : update audit.state = SUCCEEDED
|
||||
"AMQP Bus" <[#blue]- "Watcher Decision Engine" : notify new audit state = SUCCEEDED
|
||||
"Strategy" -> "Strategy" : compute/set needed actions for the solution \
|
||||
so it achieves its goal
|
||||
"Strategy" -> "Strategy" : compute/set efficacy indicators for the solution
|
||||
"Strategy" -> "Strategy" : compute/set the solution global efficacy
|
||||
"Decision Engine" <-- "Strategy" : solution (contains a list of unordered \
|
||||
actions alongside its efficacy indicators as well as its global efficacy)
|
||||
deactivate "Strategy"
|
||||
|
||||
"Decision Engine" --> "Planner": load actions scheduler (i.e. Planner plugin)
|
||||
create "Planner"
|
||||
"Decision Engine" -> "Planner": schedule()
|
||||
"Planner" -> "Planner": schedule actions according to \
|
||||
scheduling rules/policies
|
||||
"Decision Engine" <-- "Planner": new action plan
|
||||
"Decision Engine" -> "Database" : save new action plan in database
|
||||
"Decision Engine" -> "Database" : update audit.state = SUCCEEDED
|
||||
"AMQP Bus" <[#blue]- "Decision Engine" : notify new audit state = SUCCEEDED
|
||||
|
||||
deactivate "Decision Engine"
|
||||
|
||||
@enduml
|
||||
|
||||
@@ -1,87 +0,0 @@
|
||||
@startuml
|
||||
|
||||
abstract class Base {
|
||||
// Timestamp mixin
|
||||
DateTime created_at
|
||||
DateTime updated_at
|
||||
|
||||
// Soft Delete mixin
|
||||
DateTime deleted_at
|
||||
Integer deleted // default = 0
|
||||
}
|
||||
|
||||
class Strategy {
|
||||
**Integer id** // primary_key
|
||||
String uuid // length = 36
|
||||
String name // length = 63, nullable = false
|
||||
String display_name // length = 63, nullable = false
|
||||
<i>Integer goal_id</i> // ForeignKey('goals.id'), nullable = false
|
||||
}
|
||||
|
||||
|
||||
class Goal {
|
||||
**Integer id** // primary_key
|
||||
String uuid // length = 36
|
||||
String name // length = 63, nullable = false
|
||||
String display_name // length = 63, nullable=False
|
||||
}
|
||||
|
||||
|
||||
class AuditTemplate {
|
||||
**Integer id** // primary_key
|
||||
String uuid // length = 36
|
||||
String name // length = 63, nullable = true
|
||||
String description // length = 255, nullable = true
|
||||
Integer host_aggregate // nullable = true
|
||||
<i>Integer goal_id</i> // ForeignKey('goals.id'), nullable = false
|
||||
<i>Integer strategy_id</i> // ForeignKey('strategies.id'), nullable = true
|
||||
JsonString extra
|
||||
String version // length = 15, nullable = true
|
||||
}
|
||||
|
||||
|
||||
class Audit {
|
||||
**Integer id** // primary_key
|
||||
String uuid // length = 36
|
||||
String type // length = 20
|
||||
String state // length = 20, nullable = true
|
||||
DateTime deadline // nullable = true
|
||||
<i>Integer audit_template_id</i> // ForeignKey('audit_templates.id') \
|
||||
nullable = false
|
||||
}
|
||||
|
||||
|
||||
class Action {
|
||||
**Integer id** // primary_key
|
||||
String uuid // length = 36, nullable = false
|
||||
<i>Integer action_plan_id</i> // ForeignKey('action_plans.id'), nullable = false
|
||||
String action_type // length = 255, nullable = false
|
||||
JsonString input_parameters // nullable = true
|
||||
String state // length = 20, nullable = true
|
||||
String next // length = 36, nullable = true
|
||||
}
|
||||
|
||||
|
||||
class ActionPlan {
|
||||
**Integer id** // primary_key
|
||||
String uuid // length = 36
|
||||
Integer first_action_id //
|
||||
<i>Integer audit_id</i> // ForeignKey('audits.id'), nullable = true
|
||||
String state // length = 20, nullable = true
|
||||
}
|
||||
|
||||
"Base" <|-- "Strategy"
|
||||
"Base" <|-- "Goal"
|
||||
"Base" <|-- "AuditTemplate"
|
||||
"Base" <|-- "Audit"
|
||||
"Base" <|-- "Action"
|
||||
"Base" <|-- "ActionPlan"
|
||||
|
||||
"Goal" <.. "Strategy" : Foreign Key
|
||||
"Goal" <.. "AuditTemplate" : Foreign Key
|
||||
"Strategy" <.. "AuditTemplate" : Foreign Key
|
||||
"AuditTemplate" <.. "Audit" : Foreign Key
|
||||
"ActionPlan" <.. "Action" : Foreign Key
|
||||
"Audit" <.. "ActionPlan" : Foreign Key
|
||||
|
||||
@enduml
|
||||
122
doc/source/image_src/plantuml/watcher_db_schema_diagram.txt
Normal file
122
doc/source/image_src/plantuml/watcher_db_schema_diagram.txt
Normal file
@@ -0,0 +1,122 @@
|
||||
@startuml
|
||||
!define table(x) class x << (T,#FFAAAA) >>
|
||||
!define primary_key(x) <u>x</u>
|
||||
!define foreign_key(x) <i><u>x</u></i>
|
||||
hide methods
|
||||
hide stereotypes
|
||||
|
||||
table(goal) {
|
||||
primary_key(id: Integer)
|
||||
uuid : String[36]
|
||||
name : String[63]
|
||||
display_name : String[63]
|
||||
|
||||
created_at : DateTime
|
||||
updated_at : DateTime
|
||||
deleted_at : DateTime
|
||||
deleted : Integer
|
||||
}
|
||||
|
||||
|
||||
table(strategy) {
|
||||
primary_key(id: Integer)
|
||||
foreign_key(goal_id : Integer)
|
||||
uuid : String[36]
|
||||
name : String[63]
|
||||
display_name : String[63]
|
||||
|
||||
created_at : DateTime
|
||||
updated_at : DateTime
|
||||
deleted_at : DateTime
|
||||
deleted : Integer
|
||||
}
|
||||
|
||||
|
||||
table(audit_template) {
|
||||
primary_key(id: Integer)
|
||||
foreign_key("goal_id : Integer")
|
||||
foreign_key("strategy_id : Integer, nullable")
|
||||
uuid : String[36]
|
||||
name : String[63], nullable
|
||||
description : String[255], nullable
|
||||
host_aggregate : Integer, nullable
|
||||
extra : JSONEncodedDict
|
||||
version : String[15], nullable
|
||||
|
||||
created_at : DateTime
|
||||
updated_at : DateTime
|
||||
deleted_at : DateTime
|
||||
deleted : Integer
|
||||
}
|
||||
|
||||
|
||||
table(audit) {
|
||||
primary_key(id: Integer)
|
||||
foreign_key("audit_template_id : Integer")
|
||||
uuid : String[36]
|
||||
type : String[20]
|
||||
state : String[20], nullable
|
||||
deadline :DateTime, nullable
|
||||
|
||||
created_at : DateTime
|
||||
updated_at : DateTime
|
||||
deleted_at : DateTime
|
||||
deleted : Integer
|
||||
}
|
||||
|
||||
|
||||
table(action_plan) {
|
||||
primary_key(id: Integer)
|
||||
foreign_key("audit_id : Integer, nullable")
|
||||
uuid : String[36]
|
||||
first_action_id : Integer
|
||||
state : String[20], nullable
|
||||
global_efficacy : JSONEncodedDict, nullable
|
||||
|
||||
created_at : DateTime
|
||||
updated_at : DateTime
|
||||
deleted_at : DateTime
|
||||
deleted : Integer
|
||||
}
|
||||
|
||||
|
||||
table(action) {
|
||||
primary_key(id: Integer)
|
||||
foreign_key("action_plan_id : Integer")
|
||||
uuid : String[36]
|
||||
action_type : String[255]
|
||||
input_parameters : JSONEncodedDict, nullable
|
||||
state : String[20], nullable
|
||||
next : String[36], nullable
|
||||
|
||||
created_at : DateTime
|
||||
updated_at : DateTime
|
||||
deleted_at : DateTime
|
||||
deleted : Integer
|
||||
}
|
||||
|
||||
|
||||
table(efficacy_indicator) {
|
||||
primary_key(id: Integer)
|
||||
foreign_key("action_plan_id : Integer")
|
||||
uuid : String[36]
|
||||
name : String[63]
|
||||
description : String[255], nullable
|
||||
unit : String[63], nullable
|
||||
value : Numeric
|
||||
|
||||
created_at : DateTime
|
||||
updated_at : DateTime
|
||||
deleted_at : DateTime
|
||||
deleted : Integer
|
||||
}
|
||||
|
||||
"goal" <.. "strategy" : Foreign Key
|
||||
"goal" <.. "audit_template" : Foreign Key
|
||||
"strategy" <.. "audit_template" : Foreign Key
|
||||
"audit_template" <.. "audit" : Foreign Key
|
||||
"action_plan" <.. "action" : Foreign Key
|
||||
"action_plan" <.. "efficacy_indicator" : Foreign Key
|
||||
"audit" <.. "action_plan" : Foreign Key
|
||||
|
||||
@enduml
|
||||
@@ -1,139 +1,600 @@
|
||||
<?xml version="1.0" encoding="UTF-8" standalone="no"?>
|
||||
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.0//EN" "http://www.w3.org/TR/2001/PR-SVG-20010719/DTD/svg10.dtd">
|
||||
<svg width="58cm" height="28cm" viewBox="26 8 1147 549" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
|
||||
<g>
|
||||
<rect style="fill: #ffffff" x="570" y="99" width="148.6" height="28"/>
|
||||
<rect style="fill: none; fill-opacity:0; stroke-width: 2; stroke: #000000" x="570" y="99" width="148.6" height="28"/>
|
||||
<text font-size="16" style="fill: #000000;text-anchor:middle;font-family:sans-serif;font-style:normal;font-weight:700" x="644.3" y="118">Audit Template</text>
|
||||
</g>
|
||||
<g>
|
||||
<rect style="fill: #ffffff" x="212" y="140" width="177.5" height="28"/>
|
||||
<rect style="fill: none; fill-opacity:0; stroke-width: 2; stroke: #000000" x="212" y="140" width="177.5" height="28"/>
|
||||
<text font-size="16" style="fill: #000000;text-anchor:middle;font-family:sans-serif;font-style:normal;font-weight:700" x="300.75" y="159">OpenStack Cluster</text>
|
||||
</g>
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doc/source/images/watcher_db_schema_diagram.png
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@@ -73,6 +73,7 @@ Plugins
|
||||
:maxdepth: 1
|
||||
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||||
dev/plugin/base-setup
|
||||
dev/plugin/goal-plugin
|
||||
dev/plugin/strategy-plugin
|
||||
dev/plugin/action-plugin
|
||||
dev/plugin/planner-plugin
|
||||
|
||||
Reference in New Issue
Block a user