This is one of the algorithm of Intel thermal POC.
It's based on the Airflow of hypervisors.
Change-Id: I48bbab75b20129d85b1fb15ede823474546fe399
blueprint: uniform-airflow-migration-strategy
Refactor all plugin loaders in watcher/applier into
watcher/applier/loading/default.py.
Change-Id: I0f0a87d4f72ead45d34aca1b14219fd2ede42a6f
Closes-Bug: #1591095
This patch removes import of classes and replaces them with import of modules.
Change-Id: Id2502cf96ac7227cf1036cd54a74f3d7acd83479
Closes-Bug: #1594434
The VM workload consolidation strategy sends 'down' instead
of 'disabled' to change nova-compute service state. This patch
will correct it. The same applies for enabling nova-compute service.
Change-Id: I257411ef711b215bd9b56d0bf0479c79a9ef61d8
Closes-Bug: #1591901
This patch fixes the StrategyContext to use the optional
attribute strategy_id.
Change-Id: Ib78581f564282de6cfc7f07495c846615ec1866a
Closed-bug: #1590357
I this changeset, I added the efficacy indicators both at the DB
and at the API level alongside the associated logic.
Partially Implements: blueprint efficacy-indicator
Change-Id: I824553637621da67966103c1b0c01348b09bd836
In this changeset, I broke down the execute() method to sequentially
call 3 methods:
- pre_execute()
- do_execute()
- post_execute()
This changeset also removes the cluster model parameter from the
execute() method to now become a `model` property of a strategy which
is lazy loaded whenever needed.
Partially Implements: blueprint efficacy-indicator
Change-Id: I2f697938db693acfa95b2c2fbecfdc1b733c93fd
In this changeset, I added the new Efficacy, EfficacySpecification
and IndicatorSpecification classes which are the main components for
computing an efficacy.
Partially Implements: blueprint efficacy-indicator
Change-Id: I3a1d62569de2dd6bb6f9a52f6058313fa2b886ce
In this changeset, I decoupled the notion of Goal from the Strategy
by making it a distinct object. Goals are plugins that can be loaded
just like for the strategies.
Partially Implements: blueprint efficacy-indicator
Change-Id: I4378dccd508170b305aa968843228bbc8af78895
This patch set removes normalizing for hardware.cpu.util meter
since the values that comes from ceilometer hardware.cpu.util
are already normalized.
Closes-Bug: #1588257
Change-Id: I9494f2cc9bbaa6dfd168fb515f679eb6d7f2398a
This is one of the algorithm of Intel thermal POC.
It's based on the VM workloads of hypervisors.
Change-Id: I45ab0cf0f05786e6f68025bdd315f38381900a68
blueprint: workload-balance-migration-strategy
In this changeset, I added the possibility for all plugins to define
configuration parameters for themselves.
Partially Implements: blueprint plugins-parameters
Change-Id: I676b2583b3b4841c64c862b2b0c234b4eb5fd0fd
The main purpose of this strategy is to choose the pair VM:dest_host that
minimizes the standard deviation in a cluster best.
Change-Id: I95a31b7bcab83411ef6b6e1e01818ca21ef96883
Implements: blueprint watcher-overload-sd
In this changeset, I introduce the syncing of audit templates.
Partially Implements: blueprint get-goal-from-strategy
Change-Id: Ie394c12fe51f73eff95465fd5140d82ebd212599
In this changeset, I refactored the strategy selector to now
look into the Watcher DB instead of looking into the configuration
file.
Partially Implements: blueprint get-goal-from-strategy
Change-Id: I2bcb63542f6237f26796a3e5a781c8b62820cf6f
In this changeset, I changed the Strategy base class to add new
abstract class methods. I also added an abstract strategy class
per Goal type (dummy, server consolidation, thermal optimization).
This changeset also includes an update of the /goals Watcher API
endpoint to now use the new Goal model (DB entries) instead of
reading from the configuration file.
Partially Implements: blueprint get-goal-from-strategy
Change-Id: Iecfed58c72f3f9df4e9d27e50a3a274a1fc0a75f
In this changeset, I added the ability to synchronize the strategies
into the Wather DB so that it can later be served through the Watcher
API.
Partially Implements: blueprint get-goal-from-strategy
Change-Id: Ifeaa1f6e1f4ff7d7efc1b221cf57797a49dc5bc5
In this changeset, I add the Strategy model as well as the DB
functionalities we need to manipulate strategies.
This changeset implies a DB schema update.
Partially Implements: blueprint get-goal-from-strategy
Change-Id: I438a8788844fbc514edfe1e9e3136f46ba5a82f2
In this changeset, I added the Goal object into Watcher along with
a sync module that is responsible for syncing the goals with the
Watcher DB.
Partially Implements: blueprint get-goal-from-strategy
Change-Id: Ia3a2032dd9023d668c6f32ebbce44f8c1d77b0a3
In this PS, I have refactored the Decision Engine and the Applier
to use the oslo service utility.
Change-Id: If29158cc9b5e5e50f6c69d67c232cceeb07084f2
Closes-Bug: #1541850
This patch adds a new load consolidation strategy based on a heuristic
algorithm which focuses on measured CPU utilization and tries to
minimize hosts which have too much or too little load.
A new goal "vm_workload_consolidation" was added which executes
the strategy "VM_WORKLOAD_CONSOLIDATION".
This work depends on the implemetation of the bug:
https://bugs.launchpad.net/watcher/+bug/1553124
Change-Id: Ide05bddb5c85a3df05b94658ee5bd98f32e554b0
Implements: blueprint basic-cloud-consolidation-integration
In watcher/metrics_engine/cluster_history/api.py,
we can find the BaseClusterHistory abstract base class.
To follow the same naming convention observed throughout the rest
of the project, I renamed watcher/metrics_engine/cluster_history/api.py
to watcher/metrics_engine/cluster_history/base.py
Change-Id: If18f8db7f0982e47c1998a469c54952670c262f5
Closes-Bug: #1548398
In several places, assertEqual is used the following way:
assertEqual(observed, expected)
However, the correct way to use assertEqual is:
assertEqual(expected, observed)
Change-Id: I5a7442f4adf98bf7bc73cef1d17d20da39d9a7f8
Closes-Bug: #1551861
We want a simplest way to validate the input parameters of an
Action through a schema.
APIImpact
DocImpact
Partially implements: blueprint watcher-add-actions-via-conf
Change-Id: I139775f467fe7778c7354b0cfacf796fc27ffcb2
The OpenStackClients class provides a convenient way to create and
cache client instances. The idea behind this code comes from Magnum
[0].
The OpenStackClients class will act as the manager of other project's
clients, providing an easy way to fetch instances of said clients. This
will allow the clients to be cached.
An instance of OpenStackClients is created for every call that comes
into the decision engine and the applier, using the request context to
pass needed (domain id) parameters to get a Keystone session. This
instance should be shared as much as possible to avoid additional
unneccessary connections to the other services.
This class will also allow for the version of each client to be
configurable via the watcher.conf file.
The method by which a Keystone session is also changed to use the
keystoneauth1.loading library. In order to avoid DuplicateOptErrors
with the keystone_authtoken group used for the keystonemiddleware in the
API code, a new conf group named "watcher_clients_auth" is created. A
typical configuration using a password authentication scheme will look
like:
[watcher_clients_auth]
auth_type = password
auth_url = http://<server-ip>:<port>
username = <username>
password = <password>
project_domain_id = default
user_domain_id = default
[0]: https://github.com/openstack/magnum/blob/master/magnum/common/clients.py
DocImpact
Change-Id: Iab9d0b304099686da2e9e2b19e8b1de4332ff378
Implements: blueprint external-api-versioning
Closes-Bug: #1530790
Closes-Bug: #1539670
Closes-Bug: #1522774
Currently self.client is referenced within MessagingCore,
but no definition is made in its constructor. Additionally
self.client is defined in children classes of MessagingCore.
This patchset defines self.client in the constructor of
MessagingCore and removes the redefinition in its children.
-self.client lazily loaded
Co-Authored-By: v-francoise <Vincent.FRANCOISE@b-com.com>
Change-Id: I14525a175bf1ebde3d2636024ad2f2219c79d6e1
Closes-Bug: #1521636
This patchset fixes the lack of field validation that are provided
by an API user.
Via a PATCH on /action_plans, the only field that can be modified
is now the 'state'. This field can only perform to the following
state transitions:
- RECOMMENDED --> TRIGGERED
- RECOMMENDED --> CANCELLED
- ONGOING --> CANCELLED
- TRIGGERED --> CANCELLED
The DELETED state can only be set using a DELETE request.
Closes-Bug: #1531106
Change-Id: I6669cbe63407f0bbb792fb2e2ce6b1e8a7365238
As we can see in the codebase, we have 3 "Status" enums which are
located at:
- watcher/objects/action.py
- watcher/objects/action_plan.py
- watcher/objects/audit.py
So I renamed them from "Status" to "State" to be consistent with
the DB schema.
Change-Id: If3d180c9daba6ae9083775ad6813aa4c21763dbf
Closes-Bug: #1522733
The aim of this patchset is to integrate taskflow in
the Watcher Applier. Taskflow will help us a lot to make
Action Plan execution easy, consistent, scalable and reliable.
DocImpact
Partially implements: blueprint use-taskflow
Change-Id: I903d6509d74a61ad64e1506b8a7156e6e91abcfb
Closes-Bug: #1535326
Closes-Bug: #1531912
In watcher, an audit generates a set of actions which
aims at achieving a given goal (lower energy consumption, ...).
It is possible to configure different strategies in order to achieve
each goal. Each strategy is written as a Python class which produces
a set of actions. Today, the set of possible actions is fixed for a
given version of Watcher and enables optimization algorithms to
include actions such as instance migration, changing hypervisor state,
changing power state (ACPI level, ...).
The objective of this patchset is to give the ability to load
the actions dynamically in order to apply the Action Plan.
DocImpact
Partially implements: blueprint watcher-add-actions-via-conf
Change-Id: Idf295b94dca549ac65d4636e8889c8ab2ecc0df6
Renamed diskInfo.py to disk_info.py and the associated test to
test_disk_info. Also changed the usage in the test to reflect
the name change.
Closes-bug: #1533189
Change-Id: Ice63cf8ea6cd4fcc770f88952cf784e5d46cca5c
Each config option has limitation for type and value.
We make enforce_type=True to check whether we pass wrong type.
Also fixes a type error issue in test_db_manager.py.
Change-Id: I6e111e21588525d32b05eeba75b06583d4e605ed
Related-Bug: #1517839
In watcher, an audit generates a set of actions which
aims at achieving a given goal (lower energy consumption, ...).
It is possible to configure different strategies in order to achieve
each goal. Each strategy is written as a Python class which produces
a set of actions. Today, the set of possible actions is fixed for a
given version of Watcher and enables optimization algorithms to
include actions such as instance migration, changing hypervisor state,
changing power state (ACPI level, ...).
This patchset propose a generic and extensible way to describe
the actions and his parameters that we want to add to Action Plan.
It also remove the static actions because they are now deprecated.
The documentation regarding strategy plugin need to be
updated (plugins.rst).
DocImpact
Partially implements: blueprint watcher-add-actions-via-conf
Change-Id: I3d641080e8ad89786abca79a942c8deb2d53355b
In watcher, an audit generates a set of actions which
aims at achieving a given goal (lower energy consumption, ...).
It is possible to configure different strategies in order to achieve
each goal. Each strategy is written as a Python class which produces
a set of actions. Today, the set of possible actions is fixed for a
given version of Watcher and enables optimization algorithms to
include actions such as instance migration, changing hypervisor state,
changing power state (ACPI level, ...).
The objective of this patchset is to give the ability to extend the
default set of planner algorithms currently available in Watcher
using Stevedore.
The doc need to explain how create a new planner.
DocImpact
Partially implements: blueprint watcher-add-actions-via-conf
Change-Id: I2fd73f8c4a457ee391d764a7a3f494deecd2634f
Some Python class and packages need to be renamed
for a better compliance with the shared terminology
which provides a better understanding of Watcher objects
and components by every contributor.
Partially implements: blueprint glossary-related-refactoring
Change-Id: Ie0e33562f5e990c264a50ab3f533cfa62eac1d19
It implements one of the algorithm of Intel thermal POC.
It extends the BaseStrategy class, getting the Outlet
metrics of servers via Ceilometer, and generates solutions
when the outlet Temperature is greater than threshold.
current threshold is hard-coded, will make it configurable
in the next patches.
Implements: blueprint outlet-temperature-based-strategy
Change-Id: I248147329d34eddf408652205a077895be572010
Co-Authored-By: Zhenzan Zhou <zhenzan.zhou@intel.com>
This aim of this patchset is to move the management of the
Audit-Template into StrategyContext
in order to prepare to pass parameters to strategies
but also to prepare to add more dynamic Actions management
Partially implements: blueprint glossary-related-refactoring
Change-Id: I13ee063da947113ce349855aa331a22f40567051
Some of the modules still utilized string concatenation
instead of using formatting. In order to align with other
modules in the project, I refactored these modules to use string
formatting instead.
Change-Id: I708392e1d03b6331a134419aa0ae9dc02a05c31b
Closes-Bug: 1522738
This patchset aim to remove useless code in StrategyContext
and AuditEndPoint.
This patchset also add a parameter for strategy context to define the
numbers of thread of execute the strategies.
DocImpact
Change-Id: I83e87165b03b42fe6b863921502a300bd94d2982
This patchset is there to change the code structure.
Some Python class and packages need to be renamed
for a better compliance with the shared terminology
which provides a better understanding of Watcher
objects and components by every contributor.
This patchset is there to rename the folder command to audit
Partially implements: blueprint glossary-related-refactoring
Change-Id: I76616fb58d5e79a7dc209b80e882d216850d18a4
Some Python class and packages need to be renamed
for a better compliance with the shared terminology
which provides a better understanding of Watcher
objects and components by every contributor.
This patchset is there to change the code structure by adding the folder
"strategies" and "loading".
Partially implements: blueprint glossary-related-refactoring
Change-Id: I56fb24ee6762b3186eccde5983233e17bb227cc1