Doc updates

Updated inconsistent docs.

Change-Id: I4be05f662fee6ebdf721ac93dd97611b5a686273

.coveragerc

@@ -1,7 +1,12 @@
 [run]
 branch = True
 source = watcher
-omit = watcher/tests/*,watcher/openstack/*
+omit =
+    watcher/tests/*
+    watcher/hacking/*
 
 [report]
-ignore_errors = True 
+ignore_errors = True
+exclude_lines =
+    @abc.abstract
+    raise NotImplementedError

.gitignore

@@ -43,6 +43,9 @@ output/*/index.html
 
 # Sphinx
 doc/build
+doc/source/api
+doc/source/samples
+doc/source/watcher.conf.sample
 
 # pbr generates these
 AUTHORS
@@ -61,3 +64,10 @@ sftp-config.json
 
 cover
 /demo/
+
+
+# Files created by releasenotes build
+releasenotes/build
+
+# Desktop Service Store
+*.DS_Store

.gitreview

@@ -2,3 +2,4 @@
 host=review.openstack.org
 port=29418
 project=openstack/watcher.git
+defaultbranch=stable/newton

HACKING.rst

@@ -1,3 +1,9 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
 ==========================
 watcher Style Commandments
 ==========================

README.rst

@@ -1,18 +1,24 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
 =======
 Watcher
 =======
 
 OpenStack Watcher provides a flexible and scalable resource optimization
 service for multi-tenant OpenStack-based clouds.
-Watcher provides a complete optimization loop—including everything from a
+Watcher provides a complete optimization loop-including everything from a
 metrics receiver, complex event processor and profiler, optimization processor
 and an action plan applier. This provides a robust framework to realize a wide
 range of cloud optimization goals, including the reduction of data center
 operating costs, increased system performance via intelligent virtual machine
-migration, increased energy efficiency—and more!
+migration, increased energy efficiency-and more!
 
 * Free software: Apache license
 * Wiki: http://wiki.openstack.org/wiki/Watcher
 * Source:  https://github.com/openstack/watcher
 * Bugs: http://bugs.launchpad.net/watcher
-* Documentation: https://factory.b-com.com/www/watcher/doc/watcher/index.html
+* Documentation: http://docs.openstack.org/developer/watcher/

devstack/lib/watcher

@@ -0,0 +1,251 @@
+#!/bin/bash
+#
+# lib/watcher
+# Functions to control the configuration and operation of the watcher services
+
+# Dependencies:
+#
+# - ``functions`` file
+# - ``SERVICE_{TENANT_NAME|PASSWORD}`` must be defined
+# - ``DEST``, ``DATA_DIR``, ``STACK_USER`` must be defined
+
+# ``stack.sh`` calls the entry points in this order:
+#
+# - is_watcher_enabled
+# - install_watcher
+# - configure_watcher
+# - create_watcher_conf
+# - init_watcher
+# - start_watcher
+# - stop_watcher
+# - cleanup_watcher
+
+# Save trace setting
+_XTRACE_WATCHER=$(set +o | grep xtrace)
+set +o xtrace
+
+
+# Defaults
+# --------
+
+# Set up default directories
+WATCHER_REPO=${WATCHER_REPO:-${GIT_BASE}/openstack/watcher.git}
+WATCHER_BRANCH=${WATCHER_BRANCH:-master}
+WATCHER_DIR=$DEST/watcher
+
+GITREPO["python-watcherclient"]=${WATCHERCLIENT_REPO:-${GIT_BASE}/openstack/python-watcherclient.git}
+GITBRANCH["python-watcherclient"]=${WATCHERCLIENT_BRANCH:-master}
+GITDIR["python-watcherclient"]=$DEST/python-watcherclient
+
+WATCHER_STATE_PATH=${WATCHER_STATE_PATH:=$DATA_DIR/watcher}
+WATCHER_AUTH_CACHE_DIR=${WATCHER_AUTH_CACHE_DIR:-/var/cache/watcher}
+
+WATCHER_CONF_DIR=/etc/watcher
+WATCHER_CONF=$WATCHER_CONF_DIR/watcher.conf
+WATCHER_POLICY_JSON=$WATCHER_CONF_DIR/policy.json
+
+NOVA_CONF_DIR=/etc/nova
+NOVA_CONF=$NOVA_CONF_DIR/nova.conf
+
+if is_ssl_enabled_service "watcher" || is_service_enabled tls-proxy; then
+    WATCHER_SERVICE_PROTOCOL="https"
+fi
+
+# Public facing bits
+WATCHER_SERVICE_HOST=${WATCHER_SERVICE_HOST:-$HOST_IP}
+WATCHER_SERVICE_PORT=${WATCHER_SERVICE_PORT:-9322}
+WATCHER_SERVICE_PORT_INT=${WATCHER_SERVICE_PORT_INT:-19322}
+WATCHER_SERVICE_PROTOCOL=${WATCHER_SERVICE_PROTOCOL:-$SERVICE_PROTOCOL}
+
+# Support entry points installation of console scripts
+if [[ -d $WATCHER_DIR/bin ]]; then
+    WATCHER_BIN_DIR=$WATCHER_DIR/bin
+else
+    WATCHER_BIN_DIR=$(get_python_exec_prefix)
+fi
+
+# Entry Points
+# ------------
+
+# Test if any watcher services are enabled
+# is_watcher_enabled
+function is_watcher_enabled {
+    [[ ,${ENABLED_SERVICES} =~ ,"watcher-" ]] && return 0
+    return 1
+}
+
+# cleanup_watcher() - Remove residual data files, anything left over from previous
+# runs that a clean run would need to clean up
+function cleanup_watcher {
+    sudo rm -rf $WATCHER_STATE_PATH $WATCHER_AUTH_CACHE_DIR
+}
+
+# configure_watcher() - Set config files, create data dirs, etc
+function configure_watcher {
+    # Put config files in ``/etc/watcher`` for everyone to find
+    sudo install -d -o $STACK_USER $WATCHER_CONF_DIR
+
+    install_default_policy watcher
+
+    # Rebuild the config file from scratch
+    create_watcher_conf
+}
+
+# create_watcher_accounts() - Set up common required watcher accounts
+#
+# Project              User         Roles
+# ------------------------------------------------------------------
+# SERVICE_TENANT_NAME  watcher      service
+function create_watcher_accounts {
+    create_service_user "watcher" "admin"
+
+    local watcher_service=$(get_or_create_service "watcher" \
+        "infra-optim" "Watcher Infrastructure Optimization Service")
+    get_or_create_endpoint $watcher_service \
+        "$REGION_NAME" \
+        "$WATCHER_SERVICE_PROTOCOL://$WATCHER_SERVICE_HOST:$WATCHER_SERVICE_PORT" \
+        "$WATCHER_SERVICE_PROTOCOL://$WATCHER_SERVICE_HOST:$WATCHER_SERVICE_PORT" \
+        "$WATCHER_SERVICE_PROTOCOL://$WATCHER_SERVICE_HOST:$WATCHER_SERVICE_PORT"
+}
+
+# create_watcher_conf() - Create a new watcher.conf file
+function create_watcher_conf {
+    # (Re)create ``watcher.conf``
+    rm -f $WATCHER_CONF
+
+    iniset $WATCHER_CONF DEFAULT debug "$ENABLE_DEBUG_LOG_LEVEL"
+    iniset $WATCHER_CONF DEFAULT control_exchange watcher
+
+    iniset $WATCHER_CONF database connection $(database_connection_url watcher)
+    iniset $WATCHER_CONF api host "$WATCHER_SERVICE_HOST"
+    iniset $WATCHER_CONF api port "$WATCHER_SERVICE_PORT"
+
+    iniset $WATCHER_CONF oslo_policy policy_file $WATCHER_POLICY_JSON
+
+    iniset $WATCHER_CONF oslo_messaging_rabbit rabbit_userid $RABBIT_USERID
+    iniset $WATCHER_CONF oslo_messaging_rabbit rabbit_password $RABBIT_PASSWORD
+    iniset $WATCHER_CONF oslo_messaging_rabbit rabbit_host $RABBIT_HOST
+
+    iniset $NOVA_CONF oslo_messaging_notifications topics "notifications,watcher_notifications"
+
+    configure_auth_token_middleware $WATCHER_CONF watcher $WATCHER_AUTH_CACHE_DIR
+    configure_auth_token_middleware $WATCHER_CONF watcher $WATCHER_AUTH_CACHE_DIR "watcher_clients_auth"
+
+    if is_fedora || is_suse; then
+        # watcher defaults to /usr/local/bin, but fedora and suse pip like to
+        # install things in /usr/bin
+        iniset $WATCHER_CONF DEFAULT bindir "/usr/bin"
+    fi
+
+    if [ -n "$WATCHER_STATE_PATH" ]; then
+        iniset $WATCHER_CONF DEFAULT state_path "$WATCHER_STATE_PATH"
+        iniset $WATCHER_CONF oslo_concurrency lock_path "$WATCHER_STATE_PATH"
+    fi
+
+    if [ "$SYSLOG" != "False" ]; then
+        iniset $WATCHER_CONF DEFAULT use_syslog "True"
+    fi
+
+    # Format logging
+    if [ "$LOG_COLOR" == "True" ] && [ "$SYSLOG" == "False" ]; then
+        setup_colorized_logging $WATCHER_CONF DEFAULT
+    else
+        # Show user_name and project_name instead of user_id and project_id
+        iniset $WATCHER_CONF DEFAULT logging_context_format_string "%(asctime)s.%(msecs)03d %(levelname)s %(name)s [%(request_id)s %(user_name)s %(project_name)s] %(instance)s%(message)s"
+    fi
+
+    # Register SSL certificates if provided
+    if is_ssl_enabled_service watcher; then
+        ensure_certificates WATCHER
+
+        iniset $WATCHER_CONF DEFAULT ssl_cert_file "$WATCHER_SSL_CERT"
+        iniset $WATCHER_CONF DEFAULT ssl_key_file "$WATCHER_SSL_KEY"
+
+        iniset $WATCHER_CONF DEFAULT enabled_ssl_apis "$WATCHER_ENABLED_APIS"
+    fi
+
+    if is_service_enabled ceilometer; then
+        iniset $WATCHER_CONF watcher_messaging notifier_driver "messaging"
+    fi
+}
+
+# create_watcher_cache_dir() - Part of the init_watcher() process
+function create_watcher_cache_dir {
+    # Create cache dir
+    sudo install -d -o $STACK_USER $WATCHER_AUTH_CACHE_DIR
+    rm -rf $WATCHER_AUTH_CACHE_DIR/*
+}
+
+# init_watcher() - Initialize databases, etc.
+function init_watcher {
+    # clean up from previous (possibly aborted) runs
+    # create required data files
+    if is_service_enabled $DATABASE_BACKENDS && is_service_enabled watcher-api; then
+        # (Re)create watcher database
+        recreate_database watcher
+
+        # Create watcher schema
+        $WATCHER_BIN_DIR/watcher-db-manage --config-file $WATCHER_CONF create_schema
+    fi
+    create_watcher_cache_dir
+}
+
+# install_watcherclient() - Collect source and prepare
+function install_watcherclient {
+    if use_library_from_git "python-watcherclient"; then
+        git_clone_by_name "python-watcherclient"
+        setup_dev_lib "python-watcherclient"
+    fi
+}
+
+# install_watcher() - Collect source and prepare
+function install_watcher {
+    git_clone $WATCHER_REPO $WATCHER_DIR $WATCHER_BRANCH
+    setup_develop $WATCHER_DIR
+}
+
+# start_watcher_api() - Start the API process ahead of other things
+function start_watcher_api {
+    # Get right service port for testing
+    local service_port=$WATCHER_SERVICE_PORT
+    local service_protocol=$WATCHER_SERVICE_PROTOCOL
+    if is_service_enabled tls-proxy; then
+        service_port=$WATCHER_SERVICE_PORT_INT
+        service_protocol="http"
+    fi
+
+    run_process watcher-api "$WATCHER_BIN_DIR/watcher-api --config-file $WATCHER_CONF"
+    echo "Waiting for watcher-api to start..."
+    if ! wait_for_service $SERVICE_TIMEOUT $service_protocol://$WATCHER_SERVICE_HOST:$service_port; then
+        die $LINENO "watcher-api did not start"
+    fi
+
+    # Start proxies if enabled
+    if is_service_enabled tls-proxy; then
+        start_tls_proxy '*' $WATCHER_SERVICE_PORT $WATCHER_SERVICE_HOST $WATCHER_SERVICE_PORT_INT &
+        start_tls_proxy '*' $EC2_SERVICE_PORT $WATCHER_SERVICE_HOST $WATCHER_SERVICE_PORT_INT &
+    fi
+}
+
+# start_watcher() - Start running processes, including screen
+function start_watcher {
+    # ``run_process`` checks ``is_service_enabled``, it is not needed here
+    start_watcher_api
+    run_process watcher-decision-engine "$WATCHER_BIN_DIR/watcher-decision-engine --config-file $WATCHER_CONF"
+    run_process watcher-applier "$WATCHER_BIN_DIR/watcher-applier --config-file $WATCHER_CONF"
+}
+
+# stop_watcher() - Stop running processes (non-screen)
+function stop_watcher {
+    for serv in watcher-api watcher-decision-engine watcher-applier; do
+        stop_process $serv
+    done
+}
+
+# Restore xtrace
+$_XTRACE_WATCHER
+
+# Tell emacs to use shell-script-mode
+## Local variables:
+## mode: shell-script
+## End:

devstack/local.conf.compute

@@ -0,0 +1,46 @@
+# Sample ``local.conf`` for compute node for Watcher development
+# NOTE: Copy this file to the root DevStack directory for it to work properly.
+
+[[local|localrc]]
+
+ADMIN_PASSWORD=nomoresecrete
+DATABASE_PASSWORD=stackdb
+RABBIT_PASSWORD=stackqueue
+SERVICE_PASSWORD=$ADMIN_PASSWORD
+SERVICE_TOKEN=azertytoken
+
+HOST_IP=192.168.42.2 # Change this to this compute node's IP address
+FLAT_INTERFACE=eth0
+
+FIXED_RANGE=10.254.1.0/24 # Change this to whatever your network is
+NETWORK_GATEWAY=10.254.1.1 # Change this for your network
+
+MULTI_HOST=1
+
+SERVICE_HOST=192.168.42.1 # Change this to the IP of your controller node
+MYSQL_HOST=$SERVICE_HOST
+RABBIT_HOST=$SERVICE_HOST
+GLANCE_HOSTPORT=${SERVICE_HOST}:9292
+
+DATABASE_TYPE=mysql
+
+# Enable services (including neutron)
+ENABLED_SERVICES=n-cpu,n-api-meta,c-vol,q-agt
+
+NOVA_VNC_ENABLED=True
+NOVNCPROXY_URL="http://$SERVICE_HOST:6080/vnc_auto.html"
+VNCSERVER_LISTEN=0.0.0.0
+VNCSERVER_PROXYCLIENT_ADDRESS=$HOST_IP
+
+NOVA_INSTANCES_PATH=/opt/stack/data/instances
+
+# Enable the Ceilometer plugin for the compute agent
+enable_plugin ceilometer git://git.openstack.org/openstack/ceilometer
+disable_service ceilometer-acentral,ceilometer-collector,ceilometer-api
+
+LOGFILE=$DEST/logs/stack.sh.log
+LOGDAYS=2
+
+[[post-config|$NOVA_CONF]]
+[DEFAULT]
+compute_monitors=cpu.virt_driver

devstack/local.conf.controller

@@ -0,0 +1,47 @@
+# Sample ``local.conf`` for controller node for Watcher development
+# NOTE: Copy this file to the root DevStack directory for it to work properly.
+
+[[local|localrc]]
+
+ADMIN_PASSWORD=nomoresecrete
+DATABASE_PASSWORD=stackdb
+RABBIT_PASSWORD=stackqueue
+SERVICE_PASSWORD=$ADMIN_PASSWORD
+SERVICE_TOKEN=azertytoken
+
+HOST_IP=192.168.42.1 # Change this to your controller node IP address
+FLAT_INTERFACE=eth0
+
+FIXED_RANGE=10.254.1.0/24 # Change this to whatever your network is
+NETWORK_GATEWAY=10.254.1.1 # Change this for your network
+
+MULTI_HOST=1
+
+# This is the controller node, so disable nova-compute
+disable_service n-cpu
+
+# Disable nova-network and use neutron instead
+disable_service n-net
+ENABLED_SERVICES+=,q-svc,q-dhcp,q-meta,q-agt,q-l3,neutron
+
+# Enable remote console access
+enable_service n-cauth
+
+# Enable the Watcher Dashboard plugin
+enable_plugin watcher-dashboard git://git.openstack.org/openstack/watcher-dashboard
+
+# Enable the Watcher plugin
+enable_plugin watcher git://git.openstack.org/openstack/watcher
+
+# Enable the Ceilometer plugin
+enable_plugin ceilometer git://git.openstack.org/openstack/ceilometer
+
+# This is the controller node, so disable the ceilometer compute agent
+disable_service ceilometer-acompute
+
+LOGFILE=$DEST/logs/stack.sh.log
+LOGDAYS=2
+
+[[post-config|$NOVA_CONF]]
+[DEFAULT]
+compute_monitors=cpu.virt_driver

devstack/plugin.sh

@@ -0,0 +1,53 @@
+#!/bin/bash
+#
+# plugin.sh - DevStack plugin script to install watcher
+
+# Save trace setting
+_XTRACE_WATCHER_PLUGIN=$(set +o | grep xtrace)
+set -o xtrace
+
+echo_summary "watcher's plugin.sh was called..."
+source $DEST/watcher/devstack/lib/watcher
+
+# Show all of defined environment variables
+(set -o posix; set)
+
+if is_service_enabled watcher-api watcher-decision-engine watcher-applier; then
+    if [[ "$1" == "stack" && "$2" == "pre-install" ]]; then
+        echo_summary "Before Installing watcher"
+    elif [[ "$1" == "stack" && "$2" == "install" ]]; then
+        echo_summary "Installing watcher"
+        install_watcher
+
+        LIBS_FROM_GIT="${LIBS_FROM_GIT},python-watcherclient"
+
+        install_watcherclient
+        cleanup_watcher
+    elif [[ "$1" == "stack" && "$2" == "post-config" ]]; then
+        echo_summary "Configuring watcher"
+        configure_watcher
+
+        if is_service_enabled key; then
+            create_watcher_accounts
+        fi
+
+    elif [[ "$1" == "stack" && "$2" == "extra" ]]; then
+        # Initialize watcher
+        init_watcher
+
+        # Start the watcher components
+        echo_summary "Starting watcher"
+        start_watcher
+    fi
+
+    if [[ "$1" == "unstack" ]]; then
+        stop_watcher
+    fi
+
+    if [[ "$1" == "clean" ]]; then
+        cleanup_watcher
+    fi
+fi
+
+# Restore xtrace
+$_XTRACE_WATCHER_PLUGIN

devstack/settings

@@ -0,0 +1,9 @@
+# DevStack settings
+
+# Make sure rabbit is enabled
+enable_service rabbit
+
+# Enable Watcher services
+enable_service watcher-api
+enable_service watcher-decision-engine
+enable_service watcher-applier

doc/source/architecture.rst

@@ -0,0 +1,466 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _architecture:
+
+===================
+System Architecture
+===================
+
+
+This page presents the current technical Architecture of the Watcher system.
+
+.. _architecture_overview:
+
+Overview
+========
+
+Below you will find a diagram, showing the main components of Watcher:
+
+.. image:: ./images/architecture.svg
+   :width: 100%
+
+
+.. _components_definition:
+
+Components
+==========
+
+.. _amqp_bus_definition:
+
+AMQP Bus
+--------
+
+The AMQP message bus handles internal asynchronous communications between the
+different Watcher components.
+
+.. _cluster_history_db_definition:
+
+Cluster History Database
+------------------------
+
+This component stores the data related to the
+:ref:`Cluster History <cluster_history_definition>`.
+
+It can potentially rely on any appropriate storage system (InfluxDB, OpenTSDB,
+MongoDB,...) but will probably be more performant when using
+`Time Series Databases <https://en.wikipedia.org/wiki/Time_series_database>`_
+which are optimized for handling time series data, which are arrays of numbers
+indexed by time (a datetime or a datetime range).
+
+.. _cluster_model_db_definition:
+
+Cluster Model Database
+------------------------
+
+This component stores the data related to the
+:ref:`Cluster Data Model <cluster_data_model_definition>`.
+
+.. _archi_watcher_api_definition:
+
+Watcher API
+-----------
+
+This component implements the REST API provided by the Watcher system to the
+external world.
+
+It enables the :ref:`Administrator <administrator_definition>` of a
+:ref:`Cluster <cluster_definition>` to control and monitor the Watcher system
+via any interaction mechanism connected to this API:
+
+-   :ref:`CLI <archi_watcher_cli_definition>`
+-   Horizon plugin
+-   Python SDK
+
+You can also read the detailed description of `Watcher API`_.
+
+.. _archi_watcher_applier_definition:
+
+Watcher Applier
+---------------
+
+This component is in charge of executing the
+:ref:`Action Plan <action_plan_definition>` built by the
+:ref:`Watcher Decision Engine <watcher_decision_engine_definition>`.
+
+It connects to the :ref:`message bus <amqp_bus_definition>` and launches the
+:ref:`Action Plan <action_plan_definition>` whenever a triggering message is
+received on a dedicated AMQP queue.
+
+The triggering message contains the Action Plan UUID.
+
+It then gets the detailed information about the
+:ref:`Action Plan <action_plan_definition>` from the
+:ref:`Watcher Database <watcher_database_definition>` which contains the list
+of :ref:`Actions <action_definition>` to launch.
+
+It then loops on each :ref:`Action <action_definition>`, gets the associated
+class and calls the execute() method of this class.
+Most of the time, this method will first request a token to the Keystone API
+and if it is allowed, sends a request to the REST API of the OpenStack service
+which handles this kind of :ref:`atomic Action <action_definition>`.
+
+Note that as soon as :ref:`Watcher Applier <watcher_applier_definition>` starts
+handling a given :ref:`Action <action_definition>` from the list, a
+notification message is sent on the :ref:`message bus <amqp_bus_definition>`
+indicating that the state of the action has changed to **ONGOING**.
+
+If the :ref:`Action <action_definition>` is successful,
+the :ref:`Watcher Applier <watcher_applier_definition>` sends a notification
+message on :ref:`the bus <amqp_bus_definition>` informing the other components
+of this.
+
+
+If the :ref:`Action <action_definition>` fails, the
+:ref:`Watcher Applier <watcher_applier_definition>` tries to rollback to the
+previous state of the :ref:`Managed resource <managed_resource_definition>`
+(i.e. before the command was sent to the underlying OpenStack service).
+
+.. _archi_watcher_cli_definition:
+
+Watcher CLI
+-----------
+
+The watcher command-line interface (CLI) can be used to interact with the
+Watcher system in order to control it or to know its current status.
+
+Please, read `the detailed documentation about Watcher CLI
+<https://factory.b-com.com/www/watcher/doc/python-watcherclient/>`_.
+
+.. _archi_watcher_dashboard_definition:
+
+Watcher Dashboard
+-----------------
+
+The Watcher Dashboard can be used to interact with the Watcher system through
+Horizon in order to control it or to know its current status.
+
+Please, read `the detailed documentation about Watcher Dashboard
+<http://docs.openstack.org/developer/watcher-dashboard/>`_.
+
+.. _archi_watcher_database_definition:
+
+Watcher Database
+----------------
+
+This database stores all the Watcher domain objects which can be requested
+by the :ref:`Watcher API <archi_watcher_api_definition>` or the
+:ref:`Watcher CLI <archi_watcher_cli_definition>`:
+
+-  :ref:`Goals <goal_definition>`
+-  :ref:`Strategies <strategy_definition>`
+-  :ref:`Audit templates <audit_template_definition>`
+-  :ref:`Audits <audit_definition>`
+-  :ref:`Action plans <action_plan_definition>`
+-  :ref:`Efficacy indicators <efficacy_indicator_definition>` via the Action
+   Plan API.
+-  :ref:`Actions <action_definition>`
+
+The Watcher domain being here "*optimization of some resources provided by an
+OpenStack system*".
+
+.. _archi_watcher_decision_engine_definition:
+
+Watcher Decision Engine
+-----------------------
+
+This component is responsible for computing a set of potential optimization
+:ref:`Actions <action_definition>` in order to fulfill
+the :ref:`Goal <goal_definition>` of an :ref:`Audit <audit_definition>`.
+
+It first reads the parameters of the :ref:`Audit <audit_definition>` to know
+the :ref:`Goal <goal_definition>` to achieve.
+
+Unless specified, it then selects the most appropriate :ref:`strategy
+<strategy_definition>` from the list of available strategies achieving this
+goal.
+
+The :ref:`Strategy <strategy_definition>` is then dynamically loaded (via
+`stevedore <http://docs.openstack.org/developer/stevedore/>`_). The
+:ref:`Watcher Decision Engine <watcher_decision_engine_definition>` executes
+the strategy.
+
+In order to compute the potential :ref:`Solution <solution_definition>` for the
+Audit, the :ref:`Strategy <strategy_definition>` relies on different sets of
+data:
+
+- :ref:`Cluster data models <cluster_data_model_definition>` that are
+  periodically synchronized through pluggable cluster data model collectors.
+  These models contain the current state of various
+  :ref:`Managed resources <managed_resource_definition>` (e.g., the data stored
+  in the Nova database). These models gives a strategy the ability to reason on
+  the current state of a given :ref:`cluster <cluster_definition>`.
+- The data stored in the :ref:`Cluster History Database
+  <cluster_history_db_definition>` which provides information about the past of
+  the :ref:`Cluster <cluster_definition>`.
+
+Here below is a sequence diagram showing how the Decision Engine builds and
+maintains the :ref:`cluster data models <cluster_data_model_definition>` that
+are used by the strategies.
+
+.. image:: ./images/sequence_architecture_cdmc_sync.png
+   :width: 100%
+
+The execution of a strategy then yields a solution composed of a set of
+:ref:`Actions <action_definition>` as well as a set of :ref:`efficacy
+indicators <efficacy_indicator_definition>`.
+
+These :ref:`Actions <action_definition>` are scheduled in time by the
+:ref:`Watcher Planner <watcher_planner_definition>` (i.e., it generates an
+:ref:`Action Plan <action_plan_definition>`).
+
+.. _data_model:
+
+Data model
+==========
+
+The following diagram shows the data model of Watcher, especially the
+functional dependency of objects from the actors (Admin, Customer) point of
+view (Goals, Audits, Action Plans, ...):
+
+.. image:: ./images/functional_data_model.svg
+   :width: 100%
+
+Here below is a diagram representing the main objects in Watcher from a
+database perspective:
+
+.. image:: ./images/watcher_db_schema_diagram.png
+
+
+.. _sequence_diagrams:
+
+Sequence diagrams
+=================
+
+The following paragraph shows the messages exchanged between the different
+components of Watcher for the most often used scenarios.
+
+.. _sequence_diagrams_create_audit_template:
+
+Create a new Audit Template
+---------------------------
+
+The :ref:`Administrator <administrator_definition>` first creates an
+:ref:`Audit template <audit_template_definition>` providing at least the
+following parameters:
+
+-   A name
+-   A goal to achieve
+-   An optional strategy
+
+.. image:: ./images/sequence_create_audit_template.png
+   :width: 100%
+
+The `Watcher API`_  makes sure that both the specified goal (mandatory) and
+its associated strategy (optional) are registered inside the :ref:`Watcher
+Database <watcher_database_definition>` before storing a new audit template in
+the :ref:`Watcher Database <watcher_database_definition>`.
+
+.. _sequence_diagrams_create_and_launch_audit:
+
+Create and launch a new Audit
+-----------------------------
+
+The :ref:`Administrator <administrator_definition>` can then launch a new
+:ref:`Audit <audit_definition>` by providing at least the unique UUID of the
+previously created :ref:`Audit template <audit_template_definition>`:
+
+.. image:: ./images/sequence_create_and_launch_audit.png
+   :width: 100%
+
+The :ref:`Administrator <administrator_definition>` also can specify type of
+Audit and interval (in case of CONTINUOUS type). There is two types of Audit:
+ONESHOT and CONTINUOUS. Oneshot Audit is launched once and if it succeeded
+executed new action plan list will be provided. Continuous Audit creates
+action plans with specified interval (in seconds); if action plan
+has been created, all previous action plans get CANCELLED state.
+
+A message is sent on the :ref:`AMQP bus <amqp_bus_definition>` which triggers
+the Audit in the
+:ref:`Watcher Decision Engine <watcher_decision_engine_definition>`:
+
+.. image:: ./images/sequence_trigger_audit_in_decision_engine.png
+   :width: 100%
+
+The :ref:`Watcher Decision Engine <watcher_decision_engine_definition>` reads
+the Audit parameters from the
+:ref:`Watcher Database <watcher_database_definition>`. It instantiates the
+appropriate :ref:`strategy <strategy_definition>` (using entry points)
+given both the :ref:`goal <goal_definition>` and the strategy associated to the
+parent :ref:`audit template <audit_template_definition>` of the :ref:`audit
+<audit_definition>`. If no strategy is associated to the audit template, the
+strategy is dynamically selected by the Decision Engine.
+
+The :ref:`Watcher Decision Engine <watcher_decision_engine_definition>` also
+builds the :ref:`Cluster Data Model <cluster_data_model_definition>`. This
+data model is needed by the :ref:`Strategy <strategy_definition>` to know the
+current state and topology of the audited
+:ref:`Openstack cluster <cluster_definition>`.
+
+The :ref:`Watcher Decision Engine <watcher_decision_engine_definition>` calls
+the **execute()** method of the instantiated
+:ref:`Strategy <strategy_definition>` and provides the data model as an input
+parameter. This method computes a :ref:`Solution <strategy_definition>` to
+achieve the goal and returns it to the
+:ref:`Decision Engine <watcher_decision_engine_definition>`. At this point,
+actions are not scheduled yet.
+
+The :ref:`Watcher Decision Engine <watcher_decision_engine_definition>`
+dynamically loads the :ref:`Watcher Planner <watcher_planner_definition>`
+implementation which is configured in Watcher (via entry points) and calls the
+**schedule()** method of this class with the solution as an input parameter.
+This method finds an appropriate scheduling of
+:ref:`Actions <action_definition>` taking into account some scheduling rules
+(such as priorities between actions).
+It generates a new :ref:`Action Plan <action_plan_definition>` with status
+**RECOMMENDED** and saves it into the:ref:`Watcher Database
+<watcher_database_definition>`. The saved action plan is now a scheduled flow
+of actions to which a global efficacy is associated alongside a number of
+:ref:`Efficacy Indicators <efficacy_indicator_definition>` as specified by the
+related :ref:`goal <goal_definition>`.
+
+If every step executed successfully, the
+:ref:`Watcher Decision Engine <watcher_decision_engine_definition>` updates
+the current status of the Audit to **SUCCEEDED** in the
+:ref:`Watcher Database <watcher_database_definition>` and sends a notification
+on the bus to inform other components that the :ref:`Audit <audit_definition>`
+was successful.
+
+This internal workflow the Decision Engine follows to conduct an audit can be
+seen in the sequence diagram here below:
+
+.. image:: ./images/sequence_from_audit_execution_to_actionplan_creation.png
+   :width: 100%
+
+.. _sequence_diagrams_launch_action_plan:
+
+Launch Action Plan
+------------------
+
+The :ref:`Administrator <administrator_definition>` can then launch the
+recommended :ref:`Action Plan <action_plan_definition>`:
+
+.. image:: ./images/sequence_launch_action_plan.png
+   :width: 100%
+
+A message is sent on the :ref:`AMQP bus <amqp_bus_definition>` which triggers
+the :ref:`Action Plan <action_plan_definition>` in the
+:ref:`Watcher Applier <watcher_applier_definition>`:
+
+.. image:: ./images/sequence_launch_action_plan_in_applier.png
+   :width: 100%
+
+The :ref:`Watcher Applier <watcher_applier_definition>` will get the
+description of the flow of :ref:`Actions <action_definition>` from the
+:ref:`Watcher Database <watcher_database_definition>` and for each
+:ref:`Action <action_definition>` it will instantiate a corresponding
+:ref:`Action <action_definition>` handler python class.
+
+The :ref:`Watcher Applier <watcher_applier_definition>` will then call the
+following methods of the :ref:`Action <action_definition>` handler:
+
+-   **validate_parameters()**: this method will make sure that all the
+    provided input parameters are valid:
+
+    -   If all parameters are valid, the Watcher Applier moves on to the next
+        step.
+    -   If it is not, an error is raised and the action is not executed. A
+        notification is sent on the bus informing other components of the
+        failure.
+
+-   **preconditions()**: this method will make sure that all conditions are met
+    before executing the action (for example, it makes sure that an instance
+    still exists before trying to migrate it).
+-   **execute()**: this method is what triggers real commands on other
+    OpenStack services (such as Nova, ...) in order to change target resource
+    state. If the action is successfully executed, a notification message is
+    sent on the bus indicating that the new state of the action is
+    **SUCCEEDED**.
+
+If every action of the action flow has been executed successfully, a
+notification is sent on the bus to indicate that the whole
+:ref:`Action Plan <action_plan_definition>` has **SUCCEEDED**.
+
+
+.. _state_machine_diagrams:
+
+State Machine diagrams
+======================
+
+.. _audit_state_machine:
+
+Audit State Machine
+-------------------
+
+An :ref:`Audit <audit_definition>` has a life-cycle and its current state may
+be one of the following:
+
+-  **PENDING** : a request for an :ref:`Audit <audit_definition>` has been
+   submitted (either manually by the
+   :ref:`Administrator <administrator_definition>` or automatically via some
+   event handling mechanism) and is in the queue for being processed by the
+   :ref:`Watcher Decision Engine <watcher_decision_engine_definition>`
+-  **ONGOING** : the :ref:`Audit <audit_definition>` is currently being
+   processed by the
+   :ref:`Watcher Decision Engine <watcher_decision_engine_definition>`
+-  **SUCCEEDED** : the :ref:`Audit <audit_definition>` has been executed
+   successfully and at least one solution was found
+-  **FAILED** : an error occurred while executing the
+   :ref:`Audit <audit_definition>`
+-  **DELETED** : the :ref:`Audit <audit_definition>` is still stored in the
+   :ref:`Watcher database <watcher_database_definition>` but is not returned
+   any more through the Watcher APIs.
+-  **CANCELLED** : the :ref:`Audit <audit_definition>` was in **PENDING** or
+   **ONGOING** state and was cancelled by the
+   :ref:`Administrator <administrator_definition>`
+
+The following diagram shows the different possible states of an
+:ref:`Audit <audit_definition>` and what event makes the state change to a new
+value:
+
+.. image:: ./images/audit_state_machine.png
+   :width: 100%
+
+.. _action_plan_state_machine:
+
+Action Plan State Machine
+-------------------------
+
+An :ref:`Action Plan <action_plan_definition>` has a life-cycle and its current
+state may be one of the following:
+
+-  **RECOMMENDED** : the :ref:`Action Plan <action_plan_definition>` is waiting
+   for a validation from the :ref:`Administrator <administrator_definition>`
+-  **PENDING** : a request for an :ref:`Action Plan <action_plan_definition>`
+   has been submitted (due to an
+   :ref:`Administrator <administrator_definition>` executing an
+   :ref:`Audit <audit_definition>`) and is in the queue for
+   being processed by the :ref:`Watcher Applier <watcher_applier_definition>`
+-  **ONGOING** : the :ref:`Action Plan <action_plan_definition>` is currently
+   being processed by the :ref:`Watcher Applier <watcher_applier_definition>`
+-  **SUCCEEDED** : the :ref:`Action Plan <action_plan_definition>` has been
+   executed successfully (i.e. all :ref:`Actions <action_definition>` that it
+   contains have been executed successfully)
+-  **FAILED** : an error occurred while executing the
+   :ref:`Action Plan <action_plan_definition>`
+-  **DELETED** : the :ref:`Action Plan <action_plan_definition>` is still
+   stored in the :ref:`Watcher database <watcher_database_definition>` but is
+   not returned any more through the Watcher APIs.
+-  **CANCELLED** : the :ref:`Action Plan <action_plan_definition>` was in
+   **PENDING** or **ONGOING** state and was cancelled by the
+   :ref:`Administrator <administrator_definition>`
+
+
+The following diagram shows the different possible states of an
+:ref:`Action Plan <action_plan_definition>` and what event makes the state
+change to a new value:
+
+.. image:: ./images/action_plan_state_machine.png
+   :width: 100%
+
+
+
+.. _Watcher API: webapi/v1.html

doc/source/conf.py

@@ -11,28 +11,27 @@
 # implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-
-import os
-import sys
 from watcher import version as watcher_version
 
-sys.path.insert(0, os.path.abspath('../..'))
 # -- General configuration ----------------------------------------------------
 
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
 extensions = [
+    'oslo_config.sphinxconfiggen',
+    'oslosphinx',
     'sphinx.ext.autodoc',
-    # 'sphinx.ext.intersphinx',
     'sphinx.ext.viewcode',
     'sphinxcontrib.httpdomain',
     'sphinxcontrib.pecanwsme.rest',
+    'stevedore.sphinxext',
     'wsmeext.sphinxext',
-    'oslosphinx'
+    'watcher.doc',
 ]
 
 wsme_protocols = ['restjson']
-
+config_generator_config_file = '../../etc/watcher/watcher-config-generator.conf'
+sample_config_basename = 'watcher'
 
 # autodoc generation is a bit aggressive and a nuisance when doing heavy
 # text edit cycles.
@@ -45,8 +44,8 @@ source_suffix = '.rst'
 master_doc = 'index'
 
 # General information about the project.
-project = u'watcher'
-copyright = u'2015, OpenStack Foundation'
+project = u'Watcher'
+copyright = u'OpenStack Foundation'
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -61,6 +60,14 @@ version = watcher_version.version_info.version_string()
 # A list of ignored prefixes for module index sorting.
 modindex_common_prefix = ['watcher.']
 
+exclude_patterns = [
+    # The man directory includes some snippet files that are included
+    # in other documents during the build but that should not be
+    # included in the toctree themselves, so tell Sphinx to ignore
+    # them when scanning for input files.
+    'man/footer.rst',
+    'man/general-options.rst',
+]
 
 # If true, '()' will be appended to :func: etc. cross-reference text.
 add_function_parentheses = True
@@ -72,6 +79,22 @@ add_module_names = True
 # The name of the Pygments (syntax highlighting) style to use.
 pygments_style = 'sphinx'
 
+# -- Options for man page output --------------------------------------------
+
+# Grouping the document tree for man pages.
+# List of tuples 'sourcefile', 'target', u'title', u'Authors name', 'manual'
+
+man_pages = [
+    ('man/watcher-api', 'watcher-api', u'Watcher API Server',
+     [u'OpenStack'], 1),
+    ('man/watcher-applier', 'watcher-applier', u'Watcher Applier',
+     [u'OpenStack'], 1),
+    ('man/watcher-db-manage', 'watcher-db-manage',
+     u'Watcher Db Management Utility', [u'OpenStack'], 1),
+    ('man/watcher-decision-engine', 'watcher-decision-engine',
+     u'Watcher Decision Engine', [u'OpenStack'], 1),
+]
+
 # -- Options for HTML output --------------------------------------------------
 
 # The theme to use for HTML and HTML Help pages.  Major themes that come with

doc/source/config-generator.conf

@@ -0,0 +1 @@
+../../etc/watcher/watcher-config-generator.conf

doc/source/deploy/conf-files.rst

@@ -0,0 +1,14 @@
+.. _watcher_sample_configuration_files:
+
+==================================
+Watcher sample configuration files
+==================================
+
+watcher.conf
+~~~~~~~~~~~~
+
+The ``watcher.conf`` file contains most of the options to configure the
+Watcher services.
+
+.. literalinclude:: ../watcher.conf.sample
+   :language: ini

doc/source/deploy/configuration.rst

@@ -1,4 +1,8 @@
 ..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
 
 ===================
 Configuring Watcher
@@ -30,6 +34,8 @@ The Watcher service includes the following components:
 - ``watcher-applier``: applies the action plan.
 - `python-watcherclient`_: A command-line interface (CLI) for interacting with
   the Watcher service.
+- `watcher-dashboard`_: An Horizon plugin for interacting with the Watcher
+  service.
 
 Additionally, the Bare Metal service has certain external dependencies, which
 are very similar to other OpenStack services:
@@ -48,6 +54,7 @@ additional functionality:
 .. _`ceilometer`: https://github.com/openstack/ceilometer
 .. _`nova`: https://github.com/openstack/nova
 .. _`python-watcherclient`: https://github.com/openstack/python-watcherclient
+.. _`watcher-dashboard`: https://github.com/openstack/watcher-dashboard
 .. _`watcher metering`: https://github.com/b-com/watcher-metering
 .. _`RabbitMQ`: https://www.rabbitmq.com/
 
@@ -156,17 +163,31 @@ Configure the Watcher service
 The Watcher service is configured via its configuration file. This file
 is typically located at ``/etc/watcher/watcher.conf``.
 
+You can easily generate and update a sample configuration file
+named :ref:`watcher.conf.sample <watcher_sample_configuration_files>` by using
+these following commands::
+
+    $ git clone git://git.openstack.org/openstack/watcher
+    $ cd watcher/
+    $ tox -econfig
+    $ vi etc/watcher/watcher.conf.sample
+
+
 The configuration file is organized into the following sections:
 
 * ``[DEFAULT]`` - General configuration
 * ``[api]`` - API server configuration
 * ``[database]`` - SQL driver configuration
 * ``[keystone_authtoken]`` - Keystone Authentication plugin configuration
+* ``[watcher_clients_auth]`` - Keystone auth configuration for clients
 * ``[watcher_applier]`` - Watcher Applier module configuration
 * ``[watcher_decision_engine]`` - Watcher Decision Engine module configuration
-* ``[watcher_goals]`` - Goals mapping configuration
-* ``[watcher_strategies]`` - Strategy configuration
 * ``[oslo_messaging_rabbit]`` - Oslo Messaging RabbitMQ driver configuration
+* ``[ceilometer_client]`` - Ceilometer client configuration
+* ``[cinder_client]`` - Cinder client configuration
+* ``[glance_client]`` - Glance client configuration
+* ``[nova_client]`` - Nova client configuration
+* ``[neutron_client]`` - Neutron client configuration
 
 The Watcher configuration file is expected to be named
 ``watcher.conf``. When starting Watcher, you can specify a different
@@ -233,39 +254,105 @@ so that the watcher service is configured for your needs.
     #rabbit_port = 5672
 
 
-#. Configure the Watcher Service to use these credentials with the Identity
-   Service. Replace IDENTITY_IP with the IP of the Identity server, and
-   replace WATCHER_PASSWORD with the password you chose for the ``watcher``
-   user in the Identity Service::
+#. Watcher API shall validate the token provided by every incoming request,
+   via keystonemiddleware, which requires the Watcher service to be configured
+   with the right credentials for the Identity service.
 
-    [keystone_authtoken]
+   In the configuration section here below:
 
-    # Complete public Identity API endpoint (string value)
-    #auth_uri=<None>
-    auth_uri=http://IDENTITY_IP:5000/v3
+   * replace IDENTITY_IP with the IP of the Identity server
+   * replace WATCHER_PASSWORD with the password you chose for the ``watcher``
+     user
+   * replace KEYSTONE_SERVICE_PROJECT_NAME with the name of project created
+     for OpenStack services (e.g. ``service``) ::
 
-    # Complete admin Identity API endpoint. This should specify the
-    # unversioned root endpoint e.g. https://localhost:35357/ (string
-    # value)
-    #identity_uri = <None>
-    identity_uri = http://IDENTITY_IP:5000
+        [keystone_authtoken]
 
-    # Keystone account username (string value)
-    #admin_user=<None>
-    admin_user=watcher
+        # Authentication type to load (unknown value)
+        # Deprecated group/name - [DEFAULT]/auth_plugin
+        #auth_type = <None>
+        auth_type = password
 
-    # Keystone account password (string value)
-    #admin_password=<None>
-    admin_password=WATCHER_DBPASSWORD
+        # Authentication URL (unknown value)
+        #auth_url = <None>
+        auth_url = http://IDENTITY_IP:35357
 
-    # Keystone service account tenant name to validate user tokens
-    # (string value)
-    #admin_tenant_name=admin
-    admin_tenant_name=KEYSTONE_SERVICE_PROJECT_NAME
+        # Username (unknown value)
+        # Deprecated group/name - [DEFAULT]/username
+        #username = <None>
+        username=watcher
 
-    # Directory used to cache files related to PKI tokens (string
-    # value)
-    #signing_dir=<None>
+        # User's password (unknown value)
+        #password = <None>
+        password = WATCHER_PASSWORD
+
+        # Domain ID containing project (unknown value)
+        #project_domain_id = <None>
+        project_domain_id = default
+
+        # User's domain id (unknown value)
+        #user_domain_id = <None>
+        user_domain_id = default
+
+        # Project name to scope to (unknown value)
+        # Deprecated group/name - [DEFAULT]/tenant-name
+        #project_name = <None>
+        project_name = KEYSTONE_SERVICE_PROJECT_NAME
+
+#. Watcher's decision engine and applier interact with other OpenStack
+   projects through those projects' clients. In order to instantiate these
+   clients, Watcher needs to request a new session from the Identity service
+   using the right credentials.
+
+   In the configuration section here below:
+
+   * replace IDENTITY_IP with the IP of the Identity server
+   * replace WATCHER_PASSWORD with the password you chose for the ``watcher``
+     user
+   * replace KEYSTONE_SERVICE_PROJECT_NAME with the name of project created
+     for OpenStack services (e.g. ``service``) ::
+
+        [watcher_clients_auth]
+
+        # Authentication type to load (unknown value)
+        # Deprecated group/name - [DEFAULT]/auth_plugin
+        #auth_type = <None>
+        auth_type = password
+
+        # Authentication URL (unknown value)
+        #auth_url = <None>
+        auth_url = http://IDENTITY_IP:35357
+
+        # Username (unknown value)
+        # Deprecated group/name - [DEFAULT]/username
+        #username = <None>
+        username=watcher
+
+        # User's password (unknown value)
+        #password = <None>
+        password = WATCHER_PASSWORD
+
+        # Domain ID containing project (unknown value)
+        #project_domain_id = <None>
+        project_domain_id = default
+
+        # User's domain id (unknown value)
+        #user_domain_id = <None>
+        user_domain_id = default
+
+        # Project name to scope to (unknown value)
+        # Deprecated group/name - [DEFAULT]/tenant-name
+        #project_name = <None>
+        project_name = KEYSTONE_SERVICE_PROJECT_NAME
+
+#. Configure the clients to use a specific version if desired. For example, to
+   configure Watcher to use a Nova client with version 2.1, use::
+
+    [nova_client]
+
+    # Version of Nova API to use in novaclient. (string value)
+    #api_version = 2
+    api_version = 2.1
 
 #. Create the Watcher Service database tables::
 
@@ -314,3 +401,62 @@ pick any database system you prefer.
 The original implementation has been based on MongoDB but you can create your
 own storage driver using whatever technology you want.
 For more information : https://wiki.openstack.org/wiki/Gnocchi
+
+
+Configure Nova Notifications
+============================
+
+Watcher can consume notifications generated by the Nova services, in order to
+build or update, in real time, its cluster data model related to computing
+resources.
+
+Nova publishes, by default, notifications on ``notifications`` AMQP queue
+(configurable) and ``versioned_notifications`` AMQP queue (not
+configurable). ``notifications`` queue is mainly used by ceilometer, so we can
+not use it. And some events, related to nova-compute service state, are only
+sent into the ``versioned_notifications`` queue.
+
+By default, Watcher listens to AMQP queues named ``watcher_notifications``
+and ``versioned_notifications``. So you have to update the Nova
+configuration file on controller and compute nodes, in order
+to Watcher receives Nova notifications in ``watcher_notifications`` as well.
+
+  * In the file ``/etc/nova/nova.conf``, update the section
+    ``[oslo_messaging_notifications]``, by redefining the list of topics
+    into which Nova services will publish events ::
+
+      [oslo_messaging_notifications]
+      driver = messaging
+      topics = notifications,watcher_notifications
+
+  * Restart the Nova services.
+
+
+Workers
+=======
+
+You can define a number of workers for the Decision Engine and the Applier.
+
+If you want to create and run more audits simultaneously, you have to raise
+the number of workers used by the Decision Engine::
+
+    [watcher_decision_engine]
+
+    ...
+
+    # The maximum number of threads that can be used to execute strategies
+    # (integer value)
+    #max_workers = 2
+
+
+If you want to execute simultaneously more recommended action plans, you
+have to raise the number of workers used by the Applier::
+
+    [watcher_applier]
+
+    ...
+
+    # Number of workers for applier, default value is 1. (integer value)
+    # Minimum value: 1
+    #workers = 1
+

doc/source/deploy/gmr.rst

@@ -0,0 +1,52 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _watcher_gmr:
+
+=======================
+Guru Meditation Reports
+=======================
+
+Watcher contains a mechanism whereby developers and system administrators can
+generate a report about the state of a running Watcher service. This report
+is called a *Guru Meditation Report* (*GMR* for short).
+
+Generating a GMR
+================
+
+A *GMR* can be generated by sending the *USR2* signal to any Watcher process
+with support (see below).  The *GMR* will then be outputted as standard error
+for that particular process.
+
+For example, suppose that ``watcher-api`` has process id ``8675``, and was run
+with ``2>/var/log/watcher/watcher-api-err.log``.  Then, ``kill -USR2 8675``
+will trigger the Guru Meditation report to be printed to
+``/var/log/watcher/watcher-api-err.log``.
+
+Structure of a GMR
+==================
+
+The *GMR* is designed to be extensible; any particular service may add its
+own sections.  However, the base *GMR* consists of several sections:
+
+Package
+  Shows information about the package to which this process belongs, including
+  version informations.
+
+Threads
+  Shows stack traces and thread ids for each of the threads within this
+  process.
+
+Green Threads
+  Shows stack traces for each of the green threads within this process (green
+  threads don't have thread ids).
+
+Configuration
+  Lists all the configuration options currently accessible via the CONF object
+  for the current process.
+
+Plugins
+  Lists all the plugins currently accessible by the Watcher service.

doc/source/deploy/installation.rst

@@ -1,3 +1,9 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
 ==================
 Installing Watcher
 ==================
@@ -84,7 +90,7 @@ should be able to run the Watcher services by issuing these commands:
 By default, this will show logging on the console from which it was started.
 Once started, you can use the `Watcher Client`_ to play with Watcher service.
 
-.. _`Watcher Client`: https://git.openstack.org/openstack/python-watcherclient.git
+.. _`Watcher Client`: https://git.openstack.org/cgit/openstack/python-watcherclient
 
 Installing from packages: PyPI
 --------------------------------
@@ -102,3 +108,54 @@ installed on your system.
 Once installed, you still need to declare Watcher as a new service into
 Keystone and to configure its different modules, which you can find described
 in :doc:`configuration`.
+
+
+Installing from packages: Debian (experimental)
+-----------------------------------------------
+
+Experimental Debian packages are available on `Debian repositories`_. The best
+way to use them is to install them into a Docker_ container.
+
+Here is single Dockerfile snippet you can use to run your Docker container:
+
+.. code-block:: bash
+
+    FROM debian:experimental
+    MAINTAINER David TARDIVEL <david.tardivel@b-com.com>
+
+    RUN  apt-get update
+    RUN  apt-get dist-upgrade -y
+    RUN  apt-get install -y vim  net-tools
+    RUN  apt-get install -yt experimental watcher-api
+
+    CMD ["/usr/bin/watcher-api"]
+
+Build your container from this Dockerfile:
+
+.. code-block:: bash
+
+    $ docker build -t watcher/api .
+
+To run your container, execute this command:
+
+.. code-block:: bash
+
+    $ docker run -d -p 9322:9322 watcher/api
+
+Check in your logs Watcher API is started
+
+.. code-block:: bash
+
+    $ docker logs <container ID>
+
+You can run similar container with Watcher Decision Engine (package
+``watcher-decision-engine``) and with the Watcher Applier (package
+``watcher-applier``).
+
+.. _Docker: https://www.docker.com/
+.. _`Debian repositories`: https://packages.debian.org/experimental/allpackages
+
+
+
+
+

doc/source/deploy/policy.rst

@@ -0,0 +1,142 @@
+..
+      Copyright 2016 OpenStack Foundation
+      All Rights Reserved.
+
+      Licensed under the Apache License, Version 2.0 (the "License"); you may
+      not use this file except in compliance with the License. You may obtain
+      a copy of the License at
+
+          http://www.apache.org/licenses/LICENSE-2.0
+
+      Unless required by applicable law or agreed to in writing, software
+      distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
+      WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
+      License for the specific language governing permissions and limitations
+      under the License.
+
+Policies
+========
+
+Watcher's public API calls may be restricted to certain sets of users using a
+policy configuration file. This document explains exactly how policies are
+configured and what they apply to.
+
+A policy is composed of a set of rules that are used in determining if a
+particular action may be performed by the authorized tenant.
+
+Constructing a Policy Configuration File
+----------------------------------------
+
+A policy configuration file is a simply JSON object that contain sets of
+rules. Each top-level key is the name of a rule. Each rule
+is a string that describes an action that may be performed in the Watcher API.
+
+The actions that may have a rule enforced on them are:
+
+* ``strategy:get_all``, ``strategy:detail`` - List available strategies
+
+  * ``GET /v1/strategies``
+  * ``GET /v1/strategies/detail``
+
+* ``strategy:get`` - Retrieve a specific strategy entity
+
+  * ``GET /v1/strategies/<STRATEGY_UUID>``
+  * ``GET /v1/strategies/<STRATEGY_NAME>``
+
+
+* ``goal:get_all``, ``goal:detail`` - List available goals
+
+  * ``GET /v1/goals``
+  * ``GET /v1/goals/detail``
+
+* ``goal:get`` - Retrieve a specific goal entity
+
+  * ``GET /v1/goals/<GOAL_UUID>``
+  * ``GET /v1/goals/<GOAL_NAME>``
+
+
+* ``audit_template:get_all``, ``audit_template:detail`` - List available
+  audit_templates
+
+  * ``GET /v1/audit_templates``
+  * ``GET /v1/audit_templates/detail``
+
+* ``audit_template:get`` - Retrieve a specific audit template entity
+
+  * ``GET /v1/audit_templates/<AUDIT_TEMPLATE_UUID>``
+  * ``GET /v1/audit_templates/<AUDIT_TEMPLATE_NAME>``
+
+* ``audit_template:create`` - Create an audit template entity
+
+  * ``POST /v1/audit_templates``
+
+* ``audit_template:delete`` - Delete an audit template entity
+
+  * ``DELETE /v1/audit_templates/<AUDIT_TEMPLATE_UUID>``
+  * ``DELETE /v1/audit_templates/<AUDIT_TEMPLATE_NAME>``
+
+* ``audit_template:update`` - Update an audit template entity
+
+  * ``PATCH /v1/audit_templates/<AUDIT_TEMPLATE_UUID>``
+  * ``PATCH /v1/audit_templates/<AUDIT_TEMPLATE_NAME>``
+
+
+* ``audit:get_all``, ``audit:detail`` - List available audits
+
+  * ``GET /v1/audits``
+  * ``GET /v1/audits/detail``
+
+* ``audit:get`` - Retrieve a specific audit entity
+
+  * ``GET /v1/audits/<AUDIT_UUID>``
+
+* ``audit:create`` - Create an audit entity
+
+  * ``POST /v1/audits``
+
+* ``audit:delete`` - Delete an audit entity
+
+  * ``DELETE /v1/audits/<AUDIT_UUID>``
+
+* ``audit:update`` - Update an audit entity
+
+  * ``PATCH /v1/audits/<AUDIT_UUID>``
+
+
+* ``action_plan:get_all``, ``action_plan:detail`` - List available action plans
+
+  * ``GET /v1/action_plans``
+  * ``GET /v1/action_plans/detail``
+
+* ``action_plan:get`` - Retrieve a specific action plan entity
+
+  * ``GET /v1/action_plans/<ACTION_PLAN_UUID>``
+
+* ``action_plan:delete`` - Delete an action plan entity
+
+  * ``DELETE /v1/action_plans/<ACTION_PLAN_UUID>``
+
+* ``action_plan:update`` - Update an action plan entity
+
+  * ``PATCH /v1/audits/<ACTION_PLAN_UUID>``
+
+
+* ``action:get_all``, ``action:detail`` - List available action
+
+  * ``GET /v1/actions``
+  * ``GET /v1/actions/detail``
+
+* ``action:get`` - Retrieve a specific action plan entity
+
+  * ``GET /v1/actions/<ACTION_UUID>``
+
+
+
+To limit an action to a particular role or roles, you list the roles like so ::
+
+  {
+    "audit:create": ["role:admin", "role:superuser"]
+  }
+
+The above would add a rule that only allowed users that had roles of either
+"admin" or "superuser" to launch an audit.

doc/source/deploy/user-guide.rst

@@ -1,27 +1,48 @@
- .. _user-guide:
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
 
-=================================
-Welcome to the Watcher User Guide
-=================================
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _user-guide:
+
+==================
+Watcher User Guide
+==================
+
+See the
+`architecture page <http://docs.openstack.org/developer/watcher/architecture.html>`_
+for an architectural overview of the different components of Watcher and how
+they fit together.
 
-In the `architecture <https://wiki.openstack.org/wiki/WatcherArchitecture>`_
-you got information about how it works.
 In this guide we're going to take you through the fundamentals of using
 Watcher.
 
+The following diagram shows the main interactions between the
+:ref:`Administrator <administrator_definition>` and the Watcher system:
+
+.. image:: ../images/sequence_overview_watcher_usage.png
+   :width: 100%
+
 
 Getting started with Watcher
 ----------------------------
 This guide assumes you have a working installation of Watcher. If you get
 "*watcher: command not found*" you may have to verify your installation.
-Please refer to the :doc:`installation guide <installation>`.
+Please refer to the `installation guide`_.
 In order to use Watcher, you have to configure your credentials suitable for
 watcher command-line tools.
-If you need help on a specific command, you can use:
 
-.. code:: bash
+You can interact with Watcher either by using our dedicated `Watcher CLI`_
+named ``watcher``, or by using the `OpenStack CLI`_ ``openstack``.
 
-  $ watcher help COMMAND
+If you want to deploy Watcher in Horizon, please refer to the `Watcher Horizon
+plugin installation guide`_.
+
+.. _`installation guide`: http://docs.openstack.org/developer/python-watcherclient
+.. _`Watcher Horizon plugin installation guide`: http://docs.openstack.org/developer/watcher-dashboard/deploy/installation.html
+.. _`OpenStack CLI`: http://docs.openstack.org/developer/python-openstackclient/man/openstack.html
+.. _`Watcher CLI`: http://docs.openstack.org/developer/python-watcherclient/index.html
 
 Seeing what the Watcher CLI can do ?
 ------------------------------------
@@ -30,23 +51,76 @@ watcher binary without options.
 
 .. code:: bash
 
-  $ watcher
+  $ watcher help
+
+or::
+
+  $ openstack help optimize
 
 How do I run an audit of my cluster ?
 -------------------------------------
 
-First, you need to create an :ref:`audit template <audit_template_definition>`.
-An :ref:`audit template <audit_template_definition>` defines an optimization
-:ref:`goal <goal_definition>` to achieve (i.e. the settings of your audit).
-This goal should be declared in the Watcher service configuration file
-**/etc/watcher/watcher.conf**.
+First, you need to find the :ref:`goal <goal_definition>` you want to achieve:
 
 .. code:: bash
 
-  $ watcher audit-template-create my_first_audit SERVERS_CONSOLIDATION
+  $ watcher goal list
 
-If you get "*You must provide a username via either --os-username or via
-env[OS_USERNAME]*" you may have to verify your credentials.
+or::
+
+  $ openstack optimize goal list
+
+.. note::
+
+    If you get "*You must provide a username via either --os-username or via
+    env[OS_USERNAME]*" you may have to verify your credentials.
+
+Then, you can create an :ref:`audit template <audit_template_definition>`.
+An :ref:`audit template <audit_template_definition>` defines an optimization
+:ref:`goal <goal_definition>` to achieve (i.e. the settings of your audit).
+
+.. code:: bash
+
+  $ watcher audittemplate create my_first_audit_template <your_goal>
+
+or::
+
+  $ openstack optimize audittemplate create my_first_audit_template <your_goal>
+
+Although optional, you may want to actually set a specific strategy for your
+audit template. If so, you may can search of its UUID or name using the
+following command:
+
+.. code:: bash
+
+  $ watcher strategy list --goal-uuid <your_goal_uuid>
+
+or::
+
+  $ openstack optimize strategy list --goal-uuid <your_goal_uuid>
+
+You can use the following command to check strategy details including which
+parameters of which format it supports:
+
+.. code:: bash
+
+  $ watcher strategy show <your_strategy>
+
+or::
+
+  $ openstack optimize strategy show <your_strategy>
+
+The command to create your audit template would then be:
+
+.. code:: bash
+
+  $ watcher audittemplate create my_first_audit_template <your_goal> \
+    --strategy <your_strategy>
+
+or::
+
+  $ openstack optimize audittemplate create my_first_audit_template <your_goal> \
+    --strategy <your_strategy>
 
 Then, you can create an audit. An audit is a request for optimizing your
 cluster depending on the specified :ref:`goal <goal_definition>`.
@@ -55,23 +129,50 @@ You can launch an audit on your cluster by referencing the
 :ref:`audit template <audit_template_definition>` (i.e. the settings of your
 audit) that you want to use.
 
-- Get the :ref:`audit template <audit_template_definition>` UUID:
+- Get the :ref:`audit template <audit_template_definition>` UUID or name:
 
 .. code:: bash
 
-  $ watcher audit-template-list
+  $ watcher audittemplate list
+
+or::
+
+  $ openstack optimize audittemplate list
 
 - Start an audit based on this :ref:`audit template
   <audit_template_definition>` settings:
 
 .. code:: bash
 
-  $ watcher audit-create -a <your_audit_template_uuid>
+  $ watcher audit create -a <your_audit_template>
 
+or::
+
+  $ openstack optimize audit create -a <your_audit_template>
+
+If your_audit_template was created by --strategy <your_strategy>, and it
+defines some parameters (command `watcher strategy show` to check parameters
+format), your can append `-p` to input required parameters:
+
+.. code:: bash
+
+  $ watcher audit create -a <your_audit_template> \
+    -p <your_strategy_para1>=5.5 -p <your_strategy_para2>=hi
+
+or::
+
+  $ openstack optimize audit create -a <your_audit_template> \
+    -p <your_strategy_para1>=5.5 -p <your_strategy_para2>=hi
+
+Input parameter could cause audit creation failure, when:
+
+- no predefined strategy for audit template
+- no parameters spec in predefined strategy
+- input parameters don't comply with spec
 
 Watcher service will compute an :ref:`Action Plan <action_plan_definition>`
 composed of a list of potential optimization :ref:`actions <action_definition>`
-(instance migration, disabling of an hypervisor, ...) according to the
+(instance migration, disabling of a compute node, ...) according to the
 :ref:`goal <goal_definition>` to achieve. You can see all of the goals
 available in section ``[watcher_strategies]`` of the Watcher service
 configuration file.
@@ -81,15 +182,22 @@ configuration file.
 
 .. code:: bash
 
-  $ watcher action-plan-list --audit <the_audit_uuid>
+  $ watcher actionplan list --audit <the_audit_uuid>
+
+or::
+
+  $ openstack optimize actionplan list --audit <the_audit_uuid>
 
 - Have a look on the list of optimization :ref:`actions <action_definition>`
-contained in this new :ref:`action plan <action_plan_definition>`:
+  contained in this new :ref:`action plan <action_plan_definition>`:
 
 .. code:: bash
 
-  $ watcher action-list --action-plan <the_action_plan_uuid>
+  $ watcher action list --action-plan <the_action_plan_uuid>
 
+or::
+
+  $ openstack optimize action list --action-plan <the_action_plan_uuid>
 
 Once you have learned how to create an :ref:`Action Plan
 <action_plan_definition>`, it's time to go further by applying it to your
@@ -99,17 +207,30 @@ cluster:
 
 .. code:: bash
 
-  $ watcher action-plan-start <the_action_plan_uuid>
+  $ watcher actionplan start <the_action_plan_uuid>
+
+or::
+
+  $ openstack optimize actionplan start <the_action_plan_uuid>
 
 You can follow the states of the :ref:`actions <action_definition>` by
 periodically calling:
 
 .. code:: bash
 
-  $ watcher action-list
+  $ watcher action list
+
+or::
+
+  $ openstack optimize action list
 
 You can also obtain more detailed information about a specific action:
 
 .. code:: bash
 
-  $ watcher action-show <the_action_uuid>
+  $ watcher action show <the_action_uuid>
+
+or::
+
+  $ openstack optimize action show <the_action_uuid>
+

doc/source/dev/architecture.rst

@@ -1,9 +0,0 @@
-.. _architecture:
-
-===================
-System Architecture
-===================
-
-Please go to  `Wiki Watcher Architecture <https://wiki.openstack.org/wiki/WatcherArchitecture>`_
-
-.. _API service: ../webapi/v1.html

doc/source/dev/contributing.rst

@@ -1,8 +1,14 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
 .. _contributing:
 
-======================
+=======================
 Contributing to Watcher
-======================
+=======================
 
 If you're interested in contributing to the Watcher project,
 the following will help get you started.
@@ -37,14 +43,14 @@ notifications of important events.
 
 
 Project Hosting Details
--------------------------
+-----------------------
 
 Bug tracker
     http://launchpad.net/watcher
 
 Mailing list (prefix subjects with ``[watcher]`` for faster responses)
     http://lists.openstack.org/cgi-bin/mailman/listinfo/openstack-dev
-    
+
 Wiki
     http://wiki.openstack.org/Watcher
 
@@ -54,3 +60,12 @@ Code Hosting
 Code Review
     https://review.openstack.org/#/q/status:open+project:openstack/watcher,n,z
 
+IRC Channel
+    ``#openstack-watcher`` (changelog_)
+
+Weekly Meetings
+    on Wednesdays at 14:00 UTC on even weeks, 9:00 UTC on odd weeks, in the
+    ``#openstack-meeting-4`` IRC channel (`meetings logs`_)
+
+.. _changelog: http://eavesdrop.openstack.org/irclogs/%23openstack-watcher/
+.. _meetings logs:  http://eavesdrop.openstack.org/meetings/watcher/

doc/source/dev/devstack.rst

@@ -0,0 +1,204 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+=============================================
+Set up a development environment via DevStack
+=============================================
+
+Watcher is currently able to optimize compute resources - specifically Nova
+compute hosts - via operations such as live migrations. In order for you to
+fully be able to exercise what Watcher can do, it is necessary to have a
+multinode environment to use.
+
+You can set up the Watcher services quickly and easily using a Watcher
+DevStack plugin. See `PluginModelDocs`_ for information on DevStack's plugin
+model. To enable the Watcher plugin with DevStack, add the following to the
+`[[local|localrc]]` section of your controller's `local.conf` to enable the
+Watcher plugin::
+
+    enable_plugin watcher git://git.openstack.org/openstack/watcher
+
+For more detailed instructions, see `Detailed DevStack Instructions`_. Check
+out the `DevStack documentation`_ for more information regarding DevStack.
+
+.. _PluginModelDocs: http://docs.openstack.org/developer/devstack/plugins.html
+.. _DevStack documentation: http://docs.openstack.org/developer/devstack/
+
+Detailed DevStack Instructions
+==============================
+
+#. Obtain N (where N >= 1) servers (virtual machines preferred for DevStack).
+   One of these servers will be the controller node while the others will be
+   compute nodes. N is preferably >= 3 so that you have at least 2 compute
+   nodes, but in order to stand up the Watcher services only 1 server is
+   needed (i.e., no computes are needed if you want to just experiment with
+   the Watcher services). These servers can be VMs running on your local
+   machine via VirtualBox if you prefer. DevStack currently recommends that
+   you use Ubuntu 14.04 LTS. The servers should also have connections to the
+   same network such that they are all able to communicate with one another.
+
+#. For each server, clone the DevStack repository and create the stack user::
+
+       sudo apt-get update
+       sudo apt-get install git
+       git clone https://git.openstack.org/openstack-dev/devstack
+       sudo ./devstack/tools/create-stack-user.sh
+
+   Now you have a stack user that is used to run the DevStack processes. You
+   may want to give your stack user a password to allow SSH via a password::
+
+       sudo passwd stack
+
+#. Switch to the stack user and clone the DevStack repo again::
+
+       sudo su stack
+       cd ~
+       git clone https://git.openstack.org/openstack-dev/devstack
+
+#. For each compute node, copy the provided `local.conf.compute`_ example file
+   to the compute node's system at ~/devstack/local.conf. Make sure the
+   HOST_IP and SERVICE_HOST values are changed appropriately - i.e., HOST_IP
+   is set to the IP address of the compute node and SERVICE_HOST is set to the
+   IP address of the controller node.
+
+   If you need specific metrics collected (or want to use something other
+   than Ceilometer), be sure to configure it. For example, in the
+   `local.conf.compute`_ example file, the appropriate ceilometer plugins and
+   services are enabled and disabled. If you were using something other than
+   Ceilometer, then you would likely want to configure it likewise. The
+   example file also sets the compute monitors nova configuration option to
+   use the CPU virt driver. If you needed other metrics, it may be necessary
+   to configure similar configuration options for the projects providing those
+   metrics.
+
+#. For the controller node, copy the provided `local.conf.controller`_ example
+   file to the controller node's system at ~/devstack/local.conf. Make sure
+   the HOST_IP value is changed appropriately - i.e., HOST_IP is set to the IP
+   address of the controller node.
+
+   Note: if you want to use another Watcher git repository (such as a local
+   one), then change the enable plugin line::
+
+       enable_plugin watcher <your_local_git_repo> [optional_branch]
+
+   If you do this, then the Watcher DevStack plugin will try to pull the
+   python-watcherclient repo from <your_local_git_repo>/../, so either make
+   sure that is also available or specify WATCHERCLIENT_REPO in the local.conf
+   file.
+
+   Note: if you want to use a specific branch, specify WATCHER_BRANCH in the
+   local.conf file. By default it will use the master branch.
+
+#. Start stacking from the controller node::
+
+       ./devstack/stack.sh
+
+#. Start stacking on each of the compute nodes using the same command.
+
+#. Configure the environment for live migration via NFS. See the
+   `Multi-Node DevStack Environment`_ section for more details.
+
+.. _local.conf.controller: https://github.com/openstack/watcher/tree/master/devstack/local.conf.controller
+.. _local.conf.compute: https://github.com/openstack/watcher/tree/master/devstack/local.conf.compute
+
+Multi-Node DevStack Environment
+===============================
+
+Since deploying Watcher with only a single compute node is not very useful, a
+few tips are given here for enabling a multi-node environment with live
+migration.
+
+Configuring NFS Server
+----------------------
+
+If you would like to use live migration for shared storage, then the controller
+can serve as the NFS server if needed::
+
+    sudo apt-get install nfs-kernel-server
+    sudo mkdir -p /nfs/instances
+    sudo chown stack:stack /nfs/instances
+
+Add an entry to `/etc/exports` with the appropriate gateway and netmask
+information::
+
+    /nfs/instances <gateway>/<netmask>(rw,fsid=0,insecure,no_subtree_check,async,no_root_squash)
+
+Export the NFS directories::
+
+    sudo exportfs -ra
+
+Make sure the NFS server is running::
+
+    sudo service nfs-kernel-server status
+
+If the server is not running, then start it::
+
+    sudo service nfs-kernel-server start
+
+Configuring NFS on Compute Node
+-------------------------------
+
+Each compute node needs to use the NFS server to hold the instance data::
+
+    sudo apt-get install rpcbind nfs-common
+    mkdir -p /opt/stack/data/instances
+    sudo mount <nfs-server-ip>:/nfs/instances /opt/stack/data/instances
+
+If you would like to have the NFS directory automatically mounted on reboot,
+then add the following to `/etc/fstab`::
+
+    <nfs-server-ip>:/nfs/instances /opt/stack/data/instances nfs auto 0 0
+
+Edit `/etc/libvirt/libvirtd.conf` to make sure the following values are set::
+
+    listen_tls = 0
+    listen_tcp = 1
+    auth_tcp = "none"
+
+Edit `/etc/default/libvirt-bin`::
+
+    libvirtd_opts="-d -l"
+
+Restart the libvirt service::
+
+    sudo service libvirt-bin restart
+
+Setting up SSH keys between compute nodes to enable live migration
+------------------------------------------------------------------
+
+In order for live migration to work, SSH keys need to be exchanged between
+each compute node:
+
+1. The SOURCE root user's public RSA key (likely in /root/.ssh/id_rsa.pub)
+   needs to be in the DESTINATION stack user's authorized_keys file
+   (~stack/.ssh/authorized_keys). This can be accomplished by manually
+   copying the contents from the file on the SOURCE to the DESTINATION. If
+   you have a password configured for the stack user, then you can use the
+   following command to accomplish the same thing::
+
+        ssh-copy-id -i /root/.ssh/id_rsa.pub stack@DESTINATION
+
+2. The DESTINATION host's public ECDSA key (/etc/ssh/ssh_host_ecdsa_key.pub)
+   needs to be in the SOURCE root user's known_hosts file
+   (/root/.ssh/known_hosts). This can be accomplished by running the
+   following on the SOURCE machine (hostname must be used)::
+
+        ssh-keyscan -H DEST_HOSTNAME | sudo tee -a /root/.ssh/known_hosts
+
+In essence, this means that every compute node's root user's public RSA key
+must exist in every other compute node's stack user's authorized_keys file and
+every compute node's public ECDSA key needs to be in every other compute
+node's root user's known_hosts file.
+
+
+Environment final checkup
+-------------------------
+
+If you are willing to make sure everything is in order in your DevStack
+environment, you can run the Watcher Tempest tests which will validate its API
+but also that you can perform the typical Watcher workflows. To do so, have a
+look at the :ref:`Tempest tests <tempest_tests>` section which will explain to
+you how to run them.

doc/source/dev/environment.rst

@@ -1,8 +1,14 @@
 ..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
 
-============================================
-Setting up a Watcher development environment
-============================================
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _watcher_developement_environment:
+
+=========================================
+Set up a development environment manually
+=========================================
 
 This document describes getting the source from watcher `Git repository`_
 for development purposes.
@@ -11,7 +17,7 @@ To install Watcher from packaging, refer instead to Watcher `User
 Documentation`_.
 
 .. _`Git Repository`: http://git.openstack.org/cgit/openstack/watcher
-.. _`User Documentation`: https://factory.b-com.com/www/watcher/doc/watcher/
+.. _`User Documentation`: http://docs.openstack.org/developer/watcher/
 
 Prerequisites
 =============
@@ -71,17 +77,13 @@ extension, PyPi) cannot satisfy. These dependencies should be installed
 prior to using `pip`, and the installation method may vary depending on
 your platform.
 
-* Ubuntu 14.04:
+* Ubuntu 14.04::
 
-  .. code-block:: bash
+    $ sudo apt-get install python-dev libssl-dev libmysqlclient-dev libffi-dev
 
-      $ sudo apt-get install python-dev libssl-dev libmysqlclient-dev libffi-dev
+* Fedora 19+::
 
-* Fedora 19+:
-
-  .. code-block:: bash
-
-      $ sudo yum install openssl-devel libffi-devel mysql-devel
+    $ sudo yum install openssl-devel libffi-devel mysql-devel
 
 
 PyPi Packages and VirtualEnv
@@ -143,34 +145,13 @@ You should then be able to `import watcher` using Python without issue:
 
 If you can import watcher without a traceback, you should be ready to develop.
 
-Run Watcher unit tests
-======================
+Run Watcher tests
+=================
 
-All unit tests should be run using tox. To run the unit tests under py27 and
-also run the pep8 tests:
+Watcher provides both :ref:`unit tests <unit_tests>` and
+:ref:`functional/tempest tests <tempest_tests>`. Please refer to :doc:`testing`
+to understand how to run them.
 
-.. code-block:: bash
-
-    $ workon watcher
-    (watcher) $ pip install tox
-
-    (watcher) $ cd watcher
-    (watcher) $ tox -epep8 -epy27
-
-You may pass options to the test programs using positional arguments. To run a
-specific unit test, this passes the -r option and desired test (regex string)
-to os-testr:
-
-.. code-block:: bash
-
-    $ workon watcher
-    (watcher) $ tox -epy27 -- tests.api
-
-When you're done, deactivate the virtualenv:
-
-.. code-block:: bash
-
-    $ deactivate
 
 Build the Watcher documentation
 ===============================
@@ -224,7 +205,7 @@ place:
 
     $ workon watcher
 
-    (watcher) $ watcher-db-manage --create_schema
+    (watcher) $ watcher-db-manage create_schema
 
 
 Running Watcher services
@@ -269,6 +250,11 @@ interface.
 
 .. _`python-watcherclient`: https://github.com/openstack/python-watcherclient
 
+There is also an Horizon plugin for Watcher `watcher-dashboard`_ which
+allows to interact with Watcher through a web-based interface.
+
+.. _`watcher-dashboard`: https://github.com/openstack/watcher-dashboard
+
 
 Exercising the Watcher Services locally
 =======================================
@@ -283,4 +269,3 @@ template files to easily play with Watcher services within a minimal OpenStack
 isolated environment (Identity, Message Bus, SQL database, Horizon, ...).
 
 .. _`watcher-tools`: https://github.com/b-com/watcher-tools
-

doc/source/dev/glossary.rst

@@ -1,703 +0,0 @@
-..
-      Licensed under the Apache License, Version 2.0 (the "License"); you may
-      not use this file except in compliance with the License. You may obtain
-      a copy of the License at
-
-          http://www.apache.org/licenses/LICENSE-2.0
-
-      Unless required by applicable law or agreed to in writing, software
-      distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
-      WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
-      License for the specific language governing permissions and limitations
-      under the License.
-
-==========
- Glossary
-==========
-
-.. glossary::
-   :sorted:
-
-This page explains the different terms used in the Watcher system.
-
-They are sorted in alphabetical order.
-
-.. _action_definition:
-
-Action
-======
-
-An :ref:`Action <action_definition>` is what enables Watcher to transform the
-current state of a :ref:`Cluster <cluster_definition>` after an
-:ref:`Audit <audit_definition>`.
-
-An :ref:`Action <action_definition>` is an atomic task which changes the
-current state of a target :ref:`Managed resource <managed_resource_definition>`
-of the OpenStack :ref:`Cluster <cluster_definition>` such as:
-
--  Live migration of an instance from one compute node to another compute
-   node with Nova
--  Changing the power level of a compute node (ACPI level, ...)
--  Changing the current state of an hypervisor (enable or disable) with Nova
-
-In most cases, an :ref:`Action <action_definition>` triggers some concrete
-commands on an existing OpenStack module (Nova, Neutron, Cinder, Ironic, etc.).
-
-An :ref:`Action <action_definition>` has a life-cycle and its current state may
-be one of the following:
-
--  **PENDING** : the :ref:`Action <action_definition>` has not been executed
-   yet by the :ref:`Watcher Applier <watcher_applier_definition>`
--  **ONGOING** : the :ref:`Action <action_definition>` is currently being
-   processed by the :ref:`Watcher Applier <watcher_applier_definition>`
--  **SUCCEEDED** : the :ref:`Action <action_definition>` has been executed
-   successfully
--  **FAILED** : an error occured while trying to execute the
-   :ref:`Action <action_definition>`
--  **DELETED** : the :ref:`Action <action_definition>` is still stored in the
-   :ref:`Watcher database <watcher_database_definition>` but is not returned
-   any more through the Watcher APIs.
--  **CANCELLED** : the :ref:`Action <action_definition>` was in **PENDING** or
-   **ONGOING** state and was cancelled by the
-   :ref:`Administrator <administrator_definition>`
-
-.. _action_plan_definition:
-
-Action Plan
-===========
-
-An :ref:`Action Plan <action_plan_definition>` is a flow of
-:ref:`Actions <action_definition>` that should be executed in order to satisfy
-a given :ref:`Goal <goal_definition>`.
-
-An :ref:`Action Plan <action_plan_definition>` is generated by Watcher when an
-:ref:`Audit <audit_definition>` is successful which implies that the :ref:`Strategy <strategy_definition>`
-which was used has found a :ref:`Solution <solution_definition>` to achieve the
-:ref:`Goal <goal_definition>` of this :ref:`Audit <audit_definition>`.
-
-In the default implementation of Watcher, an :ref:`Action Plan <action_plan_definition>`
-is only composed of successive :ref:`Actions <action_definition>`
-(i.e., a Workflow of :ref:`Actions <action_definition>` belonging to a unique
-branch).
-
-However, Watcher provides abstract interfaces for many of its components,
-allowing other implementations to generate and handle more complex :ref:`Action Plan(s) <action_plan_definition>`
-composed of two types of Action Item(s):
-
--  simple :ref:`Actions <action_definition>`: atomic tasks, which means it
-   can not be split into smaller tasks or commands from an OpenStack point of
-   view.
--  composite Actions: which are composed of several simple :ref:`Actions <action_definition>`
-   ordered in sequential and/or parallel flows.
-
-An :ref:`Action Plan <action_plan_definition>` may be described using
-standard workflow model description formats such as
-`Business Process Model and Notation 2.0 (BPMN 2.0) <http://www.omg.org/spec/BPMN/2.0/>`_
-or `Unified Modeling Language (UML) <http://www.uml.org/>`_.
-
-An :ref:`Action Plan <action_plan_definition>` has a life-cycle and its current
-state may be one of the following:
-
--  **RECOMMENDED** : the :ref:`Action Plan <action_plan_definition>` is waiting
-   for a validation from the :ref:`Administrator <administrator_definition>`
--  **ONGOING** : the :ref:`Action Plan <action_plan_definition>` is currently
-   being processed by the :ref:`Watcher Applier <watcher_applier_definition>`
--  **SUCCEEDED** : the :ref:`Action Plan <action_plan_definition>` has been
-   executed successfully (i.e. all :ref:`Actions <action_definition>` that it
-   contains have been executed successfully)
--  **FAILED** : an error occured while executing the
-   :ref:`Action Plan <action_plan_definition>`
--  **DELETED** : the :ref:`Action Plan <action_plan_definition>` is still
-   stored in the :ref:`Watcher database <watcher_database_definition>` but is
-   not returned any more through the Watcher APIs.
--  **CANCELLED** : the :ref:`Action Plan <action_plan_definition>` was in
-   **PENDING** or **ONGOING** state and was cancelled by the
-   :ref:`Administrator <administrator_definition>`
-
-.. _administrator_definition:
-
-Administrator
-=============
-
-The :ref:`Administrator <administrator_definition>` is any user who has admin
-access on the OpenStack cluster. This user is allowed to create new projects
-for tenants, create new users and assign roles to each user.
-
-The :ref:`Administrator <administrator_definition>` usually has remote access
-to any host of the cluster in order to change the configuration and restart any
-OpenStack service, including Watcher.
-
-In the context of Watcher, the :ref:`Administrator <administrator_definition>`
-is a role for users which allows them to run any Watcher commands, such as:
-
--  Create/Delete an :ref:`Audit Template <audit_template_definition>`
--  Launch an :ref:`Audit <audit_definition>`
--  Get the :ref:`Action Plan <action_plan_definition>`
--  Launch a recommended :ref:`Action Plan <action_plan_definition>` manually
--  Archive previous :ref:`Audits <audit_definition>` and :ref:`Action Plans <action_plan_definition>`
-
-
-The :ref:`Administrator <administrator_definition>` is also allowed to modify
-any Watcher configuration files and to restart Watcher services.
-
-.. _audit_definition:
-
-Audit
-=====
-
-In the Watcher system, an :ref:`Audit <audit_definition>` is a request for
-optimizing a :ref:`Cluster <cluster_definition>`.
-
-The optimization is done in order to satisfy one :ref:`Goal <goal_definition>`
-on a given :ref:`Cluster <cluster_definition>`.
-
-For each :ref:`Audit <audit_definition>`, the Watcher system generates an
-:ref:`Action Plan <action_plan_definition>`.
-
-An :ref:`Audit <audit_definition>` has a life-cycle and its current state may
-be one of the following:
-
--  **PENDING** : a request for an :ref:`Audit <audit_definition>` has been
-   submitted (either manually by the
-   :ref:`Administrator <administrator_definition>` or automatically via some
-   event handling mechanism) and is in the queue for being processed by the
-   :ref:`Watcher Decision Engine <watcher_decision_engine_definition>`
--  **ONGOING** : the :ref:`Audit <audit_definition>` is currently being
-   processed by the :ref:`Watcher Decision Engine <watcher_decision_engine_definition>`
--  **SUCCEEDED** : the :ref:`Audit <audit_definition>` has been executed
-   successfully (note that it may not necessarily produce a
-   :ref:`Solution <solution_definition>`).
--  **FAILED** : an error occured while executing the
-   :ref:`Audit <audit_definition>`
--  **DELETED** : the :ref:`Audit <audit_definition>` is still stored in the
-   :ref:`Watcher database <watcher_database_definition>` but is not returned
-   any more through the Watcher APIs.
--  **CANCELLED** : the :ref:`Audit <audit_definition>` was in **PENDING** or
-   **ONGOING** state and was cancelled by the
-   :ref:`Administrator <administrator_definition>`
-
-.. _audit_template_definition:
-
-Audit Template
-==============
-
-An :ref:`Audit <audit_definition>` may be launched several times with the same
-settings (:ref:`Goal <goal_definition>`, thresholds, ...). Therefore it makes
-sense to save those settings in some sort of Audit preset object, which is
-known as an :ref:`Audit Template <audit_template_definition>`.
-
-An :ref:`Audit Template <audit_template_definition>` contains at least the
-:ref:`Goal <goal_definition>` of the :ref:`Audit <audit_definition>`.
-
-It may also contain some error handling settings indicating whether:
-
--  :ref:`Watcher Applier <watcher_applier_definition>` stops the entire operation
--  :ref:`Watcher Applier <watcher_applier_definition>` performs a rollback
-
-and how many retries should be attempted before failure occurs (also the latter
-can be complex: for example the scenario in which there are many first-time
-failures on ultimately successful :ref:`Actions <action_definition>`).
-
-Moreover, an :ref:`Audit Template <audit_template_definition>` may contain some
-settings related to the level of automation for the
-:ref:`Action Plan <action_plan_definition>` that will be generated by the
-:ref:`Audit <audit_definition>`.
-A flag will indicate whether the :ref:`Action Plan <action_plan_definition>`
-will be launched automatically or will need a manual confirmation from the
-:ref:`Administrator <administrator_definition>`.
-
-Last but not least, an :ref:`Audit Template <audit_template_definition>` may
-contain a list of extra parameters related to the
-:ref:`Strategy <strategy_definition>` configuration. These parameters can be
-provided as a list of key-value pairs.
-
-.. _availability_zone_definition:
-
-Availability Zone
-=================
-
-Please, read `the official OpenStack definition of an Availability Zone <http://docs.openstack.org/developer/nova/aggregates.html#availability-zones-azs>`_.
-
-.. _cluster_definition:
-
-Cluster
-=======
-
-A :ref:`Cluster <cluster_definition>` is a set of physical machines which
-provide compute, storage and networking resources and are managed by the same
-OpenStack Controller node.
-A :ref:`Cluster <cluster_definition>` represents a set of resources that a
-cloud provider is able to offer to his/her
-:ref:`customers <customer_definition>`.
-
-A data center may contain several clusters.
-
-The :ref:`Cluster <cluster_definition>` may be divided in one or several
-:ref:`Availability Zone(s) <availability_zone_definition>`.
-
-.. _cluster_data_model_definition:
-
-Cluster Data Model
-==================
-
-A :ref:`Cluster Data Model <cluster_data_model_definition>` is a logical
-representation of the current state and topology of the :ref:`Cluster <cluster_definition>`
-:ref:`Managed resources <managed_resource_definition>`.
-
-It is represented as a set of :ref:`Managed resources <managed_resource_definition>`
-(which may be a simple tree or a flat list of key-value pairs)
-which enables Watcher :ref:`Strategies <strategy_definition>` to know the
-current relationships between the different
-:ref:`resources <managed_resource_definition>`) of the
-:ref:`Cluster <cluster_definition>` during an :ref:`Audit <audit_definition>`
-and enables the :ref:`Strategy <strategy_definition>` to request information
-such as:
-
--  What compute nodes are in a given :ref:`Availability Zone <availability_zone_definition>`
-   or a given :ref:`Host Aggregate <host_aggregates_definition>` ?
--  What :ref:`Instances <instance_definition>` are hosted on a given compute
-   node ?
--  What is the current load of a compute node ?
--  What is the current free memory of a compute node ?
--  What is the network link between two compute nodes ?
--  What is the available bandwidth on a given network link ?
--  What is the current space available on a given virtual disk of a given
-   :ref:`Instance <instance_definition>` ?
--  What is the current state of a given :ref:`Instance <instance_definition>` ?
--  ...
-
-In a word, this data model enables the :ref:`Strategy <strategy_definition>`
-to know:
-
--  the current topology of the :ref:`Cluster <cluster_definition>`
--  the current capacity for each :ref:`Managed resource <managed_resource_definition>`
--  the current amount of used/free space for each :ref:`Managed resource <managed_resource_definition>`
--  the current state of each :ref:`Managed resources <managed_resource_definition>`
-
-In the Watcher project, we aim at providing a generic and very basic
-:ref:`Cluster Data Model <cluster_data_model_definition>` for each
-:ref:`Goal <goal_definition>`, usable in the associated
-:ref:`Strategies <strategy_definition>` through some helper classes in order
-to:
-
--  simplify the development of a new
-   :ref:`Strategy <strategy_definition>` for a given
-   :ref:`Goal <goal_definition>` when there already are some existing
-   :ref:`Strategies <strategy_definition>` associated to the same
-   :ref:`Goal <goal_definition>`
--  avoid duplicating the same code in several
-   :ref:`Strategies <strategy_definition>` associated to the same
-   :ref:`Goal <goal_definition>`
--  have a better consistency between the different
-   :ref:`Strategies <strategy_definition>` for a given
-   :ref:`Goal <goal_definition>`
--  avoid any strong coupling with any external
-   :ref:`Cluster Data Model <cluster_data_model_definition>`
-   (the proposed data model acts as a pivot data model)
-
-There may be various :ref:`generic and basic Cluster Data Models <cluster_data_model_definition>`
-proposed in Watcher helpers, each of them being adapted to achieving a given
-:ref:`Goal <goal_definition>`:
-
--  For example, for a
-   :ref:`Goal <goal_definition>` which aims at optimizing the network
-   :ref:`resources <managed_resource_definition>` the
-   :ref:`Strategy <strategy_definition>` may need to know which
-   :ref:`resources <managed_resource_definition>` are communicating together.
--  Whereas for a :ref:`Goal <goal_definition>` which aims at optimizing thermal
-   and power conditions, the :ref:`Strategy <strategy_definition>` may need to
-   know the location of each compute node in the racks and the location of each
-   rack in the room.
-
-Note however that a developer can use his/her own
-:ref:`Cluster Data Model <cluster_data_model_definition>` if the proposed data
-model does not fit his/her needs as long as the :ref:`Strategy <strategy_definition>`
-is able to produce a :ref:`Solution <solution_definition>` for the requested :ref:`Goal <goal_definition>`.
-For example, a developer could rely on the Nova Data Model to optimize some
-compute resources.
-
-The :ref:`Cluster Data Model <cluster_data_model_definition>` may be persisted
-in any appropriate storage system (SQL database, NoSQL database, JSON file,
-XML File, In Memory Database, ...).
-
-.. _cluster_history_definition:
-
-Cluster History
-===============
-
-The :ref:`Cluster History <cluster_history_definition>` contains all the
-previously collected timestamped data such as metrics and events associated
-to any :ref:`managed resource <managed_resource_definition>` of the
-:ref:`Cluster <cluster_definition>`.
-
-Just like the :ref:`Cluster Data Model <cluster_data_model_definition>`, this
-history may be used by any :ref:`Strategy <strategy_definition>` in order to
-find the most optimal :ref:`Solution <solution_definition>` during an
-:ref:`Audit <audit_definition>`.
-
-In the Watcher project, a generic :ref:`Cluster History <cluster_history_definition>`
-API is proposed with some helper classes in order to :
-
--  share a common measurement (events or metrics) naming based on what is
-   defined in Ceilometer. See `the full list of available measurements <http://docs.openstack.org/admin-guide-cloud/telemetry-measurements.html>`_
--  share common meter types (Cumulative, Delta, Gauge) based on what is
-   defined in Ceilometer. See `the full list of meter types <http://docs.openstack.org/admin-guide-cloud/telemetry-measurements.html>`_
--  simplify the development of a new :ref:`Strategy <strategy_definition>`
--  avoid duplicating the same code in several :ref:`Strategies <strategy_definition>`
--  have a better consistency between the different :ref:`Strategies <strategy_definition>`
--  avoid any strong coupling with any external metrics/events storage system
-   (the proposed API and measurement naming system acts as a pivot format)
-
-Note however that a developer can use his/her own history management system if
-the Ceilometer system does not fit his/her needs as long as the
-:ref:`Strategy <strategy_definition>` is able to produce a
-:ref:`Solution <solution_definition>` for the requested
-:ref:`Goal <goal_definition>`.
-
-The :ref:`Cluster History <cluster_history_definition>` data may be persisted
-in any appropriate storage system (InfluxDB, OpenTSDB, MongoDB,...).
-
-.. _controller_node_definition:
-
-Controller Node
-===============
-
-A controller node is a machine that typically runs the following core OpenStack
-services:
-
--  Keystone: for identity and service management
--  Cinder scheduler: for volumes management
--  Glance controller: for image management
--  Neutron controller: for network management
--  Nova controller: for global compute resources management with services such as
-   nova-scheduler, nova-conductor and nova-network
-
-In many configurations, Watcher will reside on a controller node even if it
-can potentially be hosted on a dedicated machine.
-
-.. _compute_node_definition:
-
-Compute node
-============
-
-Please, read `the official OpenStack definition of a Compute Node <http://docs.openstack.org/openstack-ops/content/compute_nodes.html>`_.
-
-.. _customer_definition:
-
-Customer
-========
-
-A :ref:`Customer <customer_definition>` is the person or company which
-subscribes to the cloud provider offering. A customer may have several :ref:`Project(s) <project_definition>`
-hosted on the same :ref:`Cluster <cluster_definition>` or dispatched on
-different clusters.
-
-In the private cloud context, the :ref:`Customers <customer_definition>` are
-different groups within the same organization (different departments, project
-teams, branch offices and so on). Cloud infrastructure includes the ability to
-precisely track each customer's service usage so that it can be charged back to
-them, or at least reported to them.
-
-.. _goal_definition:
-
-Goal
-====
-
-A :ref:`Goal <goal_definition>` is a human readable, observable and measurable
-end result having one objective to be achieved.
-
-Here are some examples of :ref:`Goals <goal_definition>`:
-
--  minimize the energy consumption
--  minimize the number of compute nodes (consolidation)
--  balance the workload among compute nodes
--  minimize the license cost (some softwares have a licensing model which is
-   based on the number of sockets or cores where the software is deployed)
--  find the most appropriate moment for a planned maintenance on a
-   given group of host (which may be an entire availability zone):
-   power supply replacement, cooling system replacement, hardware
-   modification, ...
-
-
-.. _host_aggregates_definition:
-
-Host Aggregate
-==============
-
-Please, read `the official OpenStack definition of a Host Aggregate <http://docs.openstack.org/developer/nova/aggregates.html>`_.
-
-.. _instance_definition:
-
-Instance
-========
-
-A running virtual machine, or a virtual machine in a known state such as
-suspended, that can be used like a hardware server.
-
-.. _managed_resource_definition:
-
-Managed resource
-================
-
-A :ref:`Managed resource <managed_resource_definition>` is one instance of
-:ref:`Managed resource type <managed_resource_type_definition>` in a topology
-with particular properties and dependencies on other
-:ref:`Managed resources <managed_resource_definition>` (relationships).
-
-For example, a :ref:`Managed resource <managed_resource_definition>` can be one
-virtual machine (i.e., an :ref:`instance <instance_definition>`) hosted on a
-:ref:`compute node <compute_node_definition>` and connected to another virtual
-machine through a network link (represented also as a
-:ref:`Managed resource <managed_resource_definition>` in the
-:ref:`Cluster Data Model <cluster_data_model_definition>`).
-
-.. _managed_resource_type_definition:
-
-Managed resource type
-=====================
-
-A :ref:`Managed resource type <managed_resource_definition>` is a type of
-hardware or software element of the :ref:`Cluster <cluster_definition>` that
-the Watcher system can act on.
-
-Here are some examples of
-:ref:`Managed resource types <managed_resource_definition>`:
-
--  `Nova Host Aggregates <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Nova::HostAggregate>`_
--  `Nova Servers <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Nova::Server>`_
--  `Cinder Volumes <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Cinder::Volume>`_
--  `Neutron Routers <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Neutron::Router>`_
--  `Neutron Networks <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Neutron::Net>`_
--  `Neutron load-balancers <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Neutron::LoadBalancer>`_
--  `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>`_.
-
-.. _efficiency_definition:
-
-Optimization Efficiency
-=======================
-
-The :ref:`Optimization Efficiency <efficiency_definition>` is the objective
-measure of how much of the :ref:`Goal <goal_definition>` has been achieved in
-respect with constraints and :ref:`SLAs <sla_definition>` defined by the
-:ref:`Customer <customer_definition>`.
-
-The way efficiency is evaluated will depend on the :ref:`Goal <goal_definition>`
-to achieve.
-
-Of course, the efficiency will be relevant only as long as the :ref:`Action Plan <action_plan_definition>`
-is relevant (i.e., the current state of the :ref:`Cluster <cluster_definition>`
-has not changed in a way that a new :ref:`Audit <audit_definition>` would need
-to be launched).
-
-For example, if the :ref:`Goal <goal_definition>` is to lower the energy
-consumption, the :ref:`Efficiency <efficiency_definition>` will be computed
-using several indicators (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
-time taken to execute the whole :ref:`Action Plan <action_plan_definition>`.
-
-The efficiency also enables the :ref:`Administrator <administrator_definition>`
-to objectively compare different :ref:`Strategies <strategy_definition>` for
-the same goal and same workload of the :ref:`Cluster <cluster_definition>`.
-
-.. _project_definition:
-
-Project
-=======
-
-:ref:`Projects <project_definition>` represent the base unit of “ownership”
-in OpenStack, in that all :ref:`resources <managed_resource_definition>` in
-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>`_.
-
-.. _sla_definition:
-
-SLA
-===
-
-:ref:`SLA <sla_definition>` means Service Level Agreement.
-
-The resources are negotiated between the :ref:`Customer <customer_definition>`
-and the Cloud Provider in a contract.
-
-Most of the time, this contract is composed of two documents:
-
--  :ref:`SLA <sla_definition>` : Service Level Agreement
--  :ref:`SLO <slo_definition>` : Service Level Objectives
-
-Note that the :ref:`SLA <sla_definition>` is more general than the
-:ref:`SLO <slo_definition>` in the sense that the former specifies what service
-is to be provided, how it is supported, times, locations, costs, performance,
-and responsibilities of the parties involved while the
-:ref:`SLO <slo_definition>` focuses on more measurable characteristics such as
-availability, throughput, frequency, response time or quality.
-
-You can also read `the Wikipedia page for SLA <https://en.wikipedia.org/wiki/Service-level_agreement>`_
-which provides a good definition.
-
-.. _sla_violation_definition:
-
-SLA violation
-=============
-
-A :ref:`SLA violation <sla_violation_definition>` happens when a :ref:`SLA <sla_definition>`
-defined with a given :ref:`Customer <customer_definition>` could not be
-respected by the cloud provider within the timeframe defined by the official
-contract document.
-
-.. _slo_definition:
-
-SLO
-===
-
-A Service Level Objective (SLO) is a key element of a :ref:`SLA <sla_definition>`
-between a service provider and a :ref:`Customer <customer_definition>`. SLOs
-are agreed as a means of measuring the performance of the Service Provider and
-are outlined as a way of avoiding disputes between the two parties based on
-misunderstanding.
-
-You can also read `the Wikipedia page for SLO <https://en.wikipedia.org/wiki/Service_level_objective>`_
-which provides a good definition.
-
-.. _solution_definition:
-
-Solution
-========
-
-A :ref:`Solution <solution_definition>` is a set of :ref:`Actions <action_definition>`
-generated by a :ref:`Strategy <strategy_definition>` (i.e., an algorithm) in
-order to achieve the :ref:`Goal <goal_definition>` of an :ref:`Audit <audit_definition>`.
-
-A :ref:`Solution <solution_definition>` is different from an
-:ref:`Action Plan <action_plan_definition>` because it contains the
-non-scheduled list of :ref:`Actions <action_definition>` which is produced by a
-:ref:`Strategy <strategy_definition>`. In other words, the list of Actions in
-a :ref:`Solution <solution_definition>` has not yet been re-ordered by the
-:ref:`Watcher Planner <watcher_planner_definition>`.
-
-Note that some algorithms (i.e. :ref:`Strategies <strategy_definition>`) may
-generate several :ref:`Solutions <solution_definition>`. This gives rise to the
-problem of determining which :ref:`Solution <solution_definition>` should be
-applied.
-
-Two approaches to dealing with this can be envisaged:
-
--  **fully automated mode**: only the :ref:`Solution <solution_definition>` with
-   the highest ranking (i.e., the highest
-   :ref:`Optimization Efficiency <efficiency_definition>`)
-   will be sent to the :ref:`Watcher Planner <watcher_planner_definition>` and
-   translated into concrete :ref:`Actions <action_definition>`.
--  **manual mode**: several :ref:`Solutions <solution_definition>` are proposed
-   to the :ref:`Administrator <administrator_definition>` with a detailed
-   measurement of the estimated
-   :ref:`Optimization Efficiency <efficiency_definition>` and he/she decides
-   which one will be launched.
-
-.. _strategy_definition:
-
-Strategy
-========
-
-A :ref:`Strategy <strategy_definition>` is an algorithm implementation which is
-able to find a :ref:`Solution <solution_definition>` for a given :ref:`Goal <goal_definition>`.
-
-There may be several potential strategies which are able to achieve the same
-:ref:`Goal <goal_definition>`. This is why it is possible to configure which
-specific :ref:`Strategy <strategy_definition>` should be used for each :ref:`Goal <goal_definition>`.
-
-Some strategies may provide better optimization results but may take more time
-to find an optimal :ref:`Solution <solution_definition>`.
-
-When a new :ref:`Goal <goal_definition>` is added to the Watcher configuration,
-at least one default associated :ref:`Strategy <strategy_definition>` should be
-provided as well.
-
-.. _watcher_applier_definition:
-
-Watcher Applier
-===============
-
-This component is in charge of executing the :ref:`Action Plan <action_plan_definition>`
-built by the :ref:`Watcher Decision Engine <watcher_decision_engine_definition>`.
-
-See :doc:`architecture` for more details on this component.
-
-.. _watcher_database_definition:
-
-Watcher Database
-================
-
-This database stores all the Watcher domain objects which can be requested
-by the Watcher API or the Watcher CLI:
-
--  Audit templates
--  Audits
--  Action plans
--  Actions
--  Goals
-
-The Watcher domain being here "*optimization of some resources provided by an
-OpenStack system*".
-
-See :doc:`architecture` for more details on this component.
-
-.. _watcher_decision_engine_definition:
-
-Watcher Decision Engine
-=======================
-
-This component is responsible for computing a set of potential optimization
-:ref:`Actions <action_definition>` in order to fulfill the :ref:`Goal <goal_definition>`
-of an :ref:`Audit <audit_definition>`.
-
-It first reads the parameters of the :ref:`Audit <audit_definition>` from the
-associated :ref:`Audit Template <audit_template_definition>` and knows the
-:ref:`Goal <goal_definition>` to achieve.
-
-It then selects the most appropriate :ref:`Strategy <strategy_definition>`
-depending on how Watcher was configured for this :ref:`Goal <goal_definition>`.
-
-The :ref:`Strategy <strategy_definition>` is then executed and generates a set
-of :ref:`Actions <action_definition>` which are scheduled in time by the
-:ref:`Watcher Planner <watcher_planner_definition>` (i.e., it generates an
-:ref:`Action Plan <action_plan_definition>`).
-
-See :doc:`architecture` for more details on this component.
-
-.. _watcher_planner_definition:
-
-Watcher Planner
-===============
-
-The :ref:`Watcher Planner <watcher_planner_definition>` is part of the
-:ref:`Watcher Decision Engine <watcher_decision_engine_definition>`.
-
-This module takes the set of :ref:`Actions <action_definition>` generated by a
-:ref:`Strategy <strategy_definition>` and builds the design of a workflow which
-defines how-to schedule in time those different
-:ref:`Actions <action_definition>` and for each
-:ref:`Action <action_definition>` what are the prerequisite conditions.
-
-It is important to schedule :ref:`Actions <action_definition>` in time in order
-to prevent overload of the :ref:`Cluster <cluster_definition>` while applying
-the :ref:`Action Plan <action_plan_definition>`. For example, it is important
-not to migrate too many instances at the same time in order to avoid a network
-congestion which may decrease the :ref:`SLA <sla_definition>` for
-:ref:`Customers <customer_definition>`.
-
-It is also important to schedule :ref:`Actions <action_definition>` in order to
-avoid security issues such as denial of service on core OpenStack services.
-
-See :doc:`architecture` for more details on this component.
-

doc/source/dev/plugin/action-plugin.rst

@@ -0,0 +1,219 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _implement_action_plugin:
+
+==================
+Build a new action
+==================
+
+Watcher Applier has an external :ref:`action <action_definition>` plugin
+interface which gives anyone the ability to integrate an external
+:ref:`action <action_definition>` in order to extend the initial set of actions
+Watcher provides.
+
+This section gives some guidelines on how to implement and integrate custom
+actions with Watcher.
+
+
+Creating a new plugin
+=====================
+
+First of all you have to extend the base :py:class:`BaseAction` class which
+defines a set of abstract methods and/or properties that you will have to
+implement:
+
+ - The :py:attr:`~.BaseAction.schema` is an abstract property that you have to
+   implement. This is the first function to be called by the
+   :ref:`applier <watcher_applier_definition>` before any further processing
+   and its role is to validate the input parameters that were provided to it.
+ - The :py:meth:`~.BaseAction.precondition` is called before the execution of
+   an action. This method is a hook that can be used to perform some
+   initializations or to make some more advanced validation on its input
+   parameters. If you wish to block the execution based on this factor, you
+   simply have to ``raise`` an exception.
+ - The :py:meth:`~.BaseAction.postcondition` is called after the execution of
+   an action. As this function is called regardless of whether an action
+   succeeded or not, this can prove itself useful to perform cleanup
+   operations.
+ - The :py:meth:`~.BaseAction.execute` is the main component of an action.
+   This is where you should implement the logic of your action.
+ - The :py:meth:`~.BaseAction.revert` allows you to roll back the targeted
+   resource to its original state following a faulty execution. Indeed, this
+   method is called by the workflow engine whenever an action raises an
+   exception.
+
+Here is an example showing how you can write a plugin called ``DummyAction``:
+
+.. code-block:: python
+
+    # Filepath = <PROJECT_DIR>/thirdparty/dummy.py
+    # Import path = thirdparty.dummy
+    import voluptuous
+
+    from watcher.applier.actions import base
+
+
+    class DummyAction(base.BaseAction):
+
+        @property
+        def schema(self):
+            return voluptuous.Schema({})
+
+        def execute(self):
+            # Does nothing
+            pass  # Only returning False is considered as a failure
+
+        def revert(self):
+            # Does nothing
+            pass
+
+        def precondition(self):
+            # No pre-checks are done here
+            pass
+
+        def postcondition(self):
+            # Nothing done here
+            pass
+
+
+This implementation is the most basic one. So in order to get a better
+understanding on how to implement a more advanced action, have a look at the
+:py:class:`~watcher.applier.actions.migration.Migrate` class.
+
+Input validation
+----------------
+
+As you can see in the previous example, we are using `Voluptuous`_ to validate
+the input parameters of an action. So if you want to learn more about how to
+work with `Voluptuous`_, you can have a look at their `documentation`_:
+
+.. _Voluptuous: https://github.com/alecthomas/voluptuous
+.. _documentation: https://github.com/alecthomas/voluptuous/blob/master/README.md
+
+
+Define configuration parameters
+===============================
+
+At this point, you have a fully functional action. However, in more complex
+implementation, you may want to define some configuration options so one can
+tune the action 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 DummyAction(base.BaseAction):
+
+        # [...]
+
+        def execute(self):
+            assert self.config.test_opt == 0
+
+        @classmethod
+        def get_config_opts(cls):
+            return super(
+                DummyAction, cls).get_config_opts() + [
+                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_actions.dummy]
+    # 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:`~.BaseAction.__init__` method.
+
+
+Abstract Plugin Class
+=====================
+
+Here below is the abstract ``BaseAction`` class that every single action
+should implement:
+
+.. autoclass:: watcher.applier.actions.base.BaseAction
+    :members:
+    :special-members: __init__
+    :noindex:
+
+    .. py:attribute:: schema
+
+        Defines a Schema that the input parameters shall comply to
+
+        :returns: A schema declaring the input parameters this action should be
+                  provided along with their respective constraints
+                  (e.g. type, value range, ...)
+        :rtype: :py:class:`voluptuous.Schema` instance
+
+
+Register a new entry point
+==========================
+
+In order for the Watcher Applier to load your new action, the
+action must be registered as a named entry point under the
+``watcher_actions`` entry point of your ``setup.py`` file. If you are using
+pbr_, this entry point should be placed in your ``setup.cfg`` file.
+
+The name you give to your entry point has to be unique.
+
+Here below is how you would proceed to register ``DummyAction`` using pbr_:
+
+.. code-block:: ini
+
+    [entry_points]
+    watcher_actions =
+        dummy = thirdparty.dummy:DummyAction
+
+.. _pbr: http://docs.openstack.org/developer/pbr/
+
+
+Using action plugins
+====================
+
+The Watcher Applier service will automatically discover any installed plugins
+when it is restarted. If a Python package containing a custom plugin is
+installed within the same environment as Watcher, Watcher will automatically
+make that plugin available for use.
+
+At this point, you can use your new action plugin in your :ref:`strategy plugin
+<implement_strategy_plugin>` if you reference it via the use of the
+:py:meth:`~.Solution.add_action` method:
+
+.. code-block:: python
+
+    # [...]
+    self.solution.add_action(
+        action_type="dummy",  # Name of the entry point we registered earlier
+        applies_to="",
+        input_parameters={})
+
+By doing so, your action will be saved within the Watcher Database, ready to be
+processed by the planner for creating an action plan which can then be executed
+by the Watcher Applier via its workflow engine.
+
+At the last, remember to add the action into the weights in ``watcher.conf``,
+otherwise you will get an error when the action be referenced in a strategy.
+
+
+Scheduling of an action plugin
+==============================
+
+Watcher provides a basic built-in :ref:`planner <watcher_planner_definition>`
+which is only able to process the Watcher built-in actions. Therefore, you will
+either have to use an existing third-party planner or :ref:`implement another
+planner <implement_planner_plugin>` that will be able to take into account your
+new action plugin.

doc/source/dev/plugin/base-setup.rst

@@ -0,0 +1,100 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _plugin-base_setup:
+
+=======================================
+Create a third-party plugin for Watcher
+=======================================
+
+Watcher provides a plugin architecture which allows anyone to extend the
+existing functionalities by implementing third-party plugins. This process can
+be cumbersome so this documentation is there to help you get going as quickly
+as possible.
+
+
+Pre-requisites
+==============
+
+We assume that you have set up a working Watcher development environment. So if
+this not already the case, you can check out our documentation which explains
+how to set up a :ref:`development environment
+<watcher_developement_environment>`.
+
+.. _development environment:
+
+Third party project scaffolding
+===============================
+
+First off, we need to create the project structure. To do so, we can use
+`cookiecutter`_ and the `OpenStack cookiecutter`_ project scaffolder to
+generate the skeleton of our project::
+
+    $ virtualenv thirdparty
+    $ source thirdparty/bin/activate
+    $ pip install cookiecutter
+    $ cookiecutter https://github.com/openstack-dev/cookiecutter
+
+The last command will ask you for many information, and If you set
+``module_name`` and ``repo_name`` as ``thirdparty``, you should end up with a
+structure that looks like this::
+
+    $ cd thirdparty
+    $ tree .
+    .
+    ├── babel.cfg
+    ├── CONTRIBUTING.rst
+    ├── doc
+    │   └── source
+    │       ├── conf.py
+    │       ├── contributing.rst
+    │       ├── index.rst
+    │       ├── installation.rst
+    │       ├── readme.rst
+    │       └── usage.rst
+    ├── HACKING.rst
+    ├── LICENSE
+    ├── MANIFEST.in
+    ├── README.rst
+    ├── requirements.txt
+    ├── setup.cfg
+    ├── setup.py
+    ├── test-requirements.txt
+    ├── thirdparty
+    │   ├── __init__.py
+    │   └── tests
+    │       ├── base.py
+    │       ├── __init__.py
+    │       └── test_thirdparty.py
+    └── tox.ini
+
+**Note:** You should add `python-watcher`_ as a dependency in the
+requirements.txt file::
+
+    # Watcher-specific requirements
+    python-watcher
+
+.. _cookiecutter: https://github.com/audreyr/cookiecutter
+.. _OpenStack cookiecutter: https://github.com/openstack-dev/cookiecutter
+.. _python-watcher: https://pypi.python.org/pypi/python-watcher
+
+Implementing a plugin for Watcher
+=================================
+
+Now that the project skeleton has been created, you can start the
+implementation of your plugin. As of now, you can implement the following
+plugins for Watcher:
+
+- A :ref:`goal plugin <implement_goal_plugin>`
+- A :ref:`strategy plugin <implement_strategy_plugin>`
+- An :ref:`action plugin <implement_action_plugin>`
+- A :ref:`planner plugin <implement_planner_plugin>`
+- A workflow engine plugin
+- A :ref:`cluster data model collector plugin
+  <implement_cluster_data_model_collector_plugin>`
+
+If you want to learn more on how to implement them, you can refer to their
+dedicated documentation.

doc/source/dev/plugin/cdmc-plugin.rst

@@ -0,0 +1,229 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _implement_cluster_data_model_collector_plugin:
+
+========================================
+Build a new cluster data model collector
+========================================
+
+Watcher Decision Engine has an external cluster data model (CDM) plugin
+interface which gives anyone the ability to integrate an external cluster data
+model collector (CDMC) in order to extend the initial set of cluster data model
+collectors Watcher provides.
+
+This section gives some guidelines on how to implement and integrate custom
+cluster data model collectors within Watcher.
+
+
+Creating a new plugin
+=====================
+
+In order to create a new model, you have to:
+
+- Extend the :py:class:`~.base.BaseClusterDataModelCollector` class.
+- Implement its :py:meth:`~.BaseClusterDataModelCollector.execute` abstract
+  method to return your entire cluster data model that this method should
+  build.
+- Implement its :py:meth:`~.Goal.notification_endpoints` abstract property to
+  return the list of all the :py:class:`~.base.NotificationEndpoint` instances
+  that will be responsible for handling incoming notifications in order to
+  incrementally update your cluster data model.
+
+First of all, you have to extend the :class:`~.BaseClusterDataModelCollector`
+base class which defines the :py:meth:`~.BaseClusterDataModelCollector.execute`
+abstract method you will have to implement. This method is responsible for
+building an entire cluster data model.
+
+Here is an example showing how you can write a plugin called
+``DummyClusterDataModelCollector``:
+
+.. code-block:: python
+
+    # Filepath = <PROJECT_DIR>/thirdparty/dummy.py
+    # Import path = thirdparty.dummy
+
+    from watcher.decision_engine.model import model_root
+    from watcher.decision_engine.model.collector import base
+
+
+    class DummyClusterDataModelCollector(base.BaseClusterDataModelCollector):
+
+        def execute(self):
+            model = model_root.ModelRoot()
+            # Do something here...
+            return model
+
+        @property
+        def notification_endpoints(self):
+            return []
+
+This implementation is the most basic one. So in order to get a better
+understanding on how to implement a more advanced cluster data model collector,
+have a look at the :py:class:`~.NovaClusterDataModelCollector` class.
+
+Define configuration parameters
+===============================
+
+At this point, you have a fully functional cluster data model collector.
+By default, cluster data model collectors define a ``period`` option (see
+:py:meth:`~.BaseClusterDataModelCollector.get_config_opts`) that corresponds
+to the interval of time between each synchronization of the in-memory model.
+
+However, in more complex implementation, you may want to define some
+configuration options so one can tune the cluster data model collector to your
+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
+    from watcher.decision_engine.model import model_root
+    from watcher.decision_engine.model.collector import base
+
+
+    class DummyClusterDataModelCollector(base.BaseClusterDataModelCollector):
+
+        def execute(self):
+            model = model_root.ModelRoot()
+            # Do something here...
+            return model
+
+        @property
+        def notification_endpoints(self):
+            return []
+
+        @classmethod
+        def get_config_opts(cls):
+            return super(
+                DummyClusterDataModelCollector, cls).get_config_opts() + [
+                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}`` (see section :ref:`Register a new
+entry point <register_new_cdmc_entrypoint>`). The namespace for CDMC plugins is
+``watcher_cluster_data_model_collectors``, so in our case, the ``watcher.conf``
+configuration would have to be modified as followed:
+
+.. code-block:: ini
+
+    [watcher_cluster_data_model_collectors.dummy]
+    # 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:`~.BaseClusterDataModelCollector.__init__` method.
+
+
+Abstract Plugin Class
+=====================
+
+Here below is the abstract ``BaseClusterDataModelCollector`` class that every
+single cluster data model collector should implement:
+
+.. autoclass:: watcher.decision_engine.model.collector.base.BaseClusterDataModelCollector
+    :members:
+    :special-members: __init__
+    :noindex:
+
+
+.. _register_new_cdmc_entrypoint:
+
+Register a new entry point
+==========================
+
+In order for the Watcher Decision Engine to load your new cluster data model
+collector, the latter must be registered as a named entry point under the
+``watcher_cluster_data_model_collectors`` entry point namespace of your
+``setup.py`` file. If you are using pbr_, this entry point should be placed in
+your ``setup.cfg`` file.
+
+The name you give to your entry point has to be unique.
+
+Here below is how to register ``DummyClusterDataModelCollector`` using pbr_:
+
+.. code-block:: ini
+
+    [entry_points]
+    watcher_cluster_data_model_collectors =
+        dummy = thirdparty.dummy:DummyClusterDataModelCollector
+
+.. _pbr: http://docs.openstack.org/developer/pbr/
+
+
+Add new notification endpoints
+==============================
+
+At this point, you have a fully functional cluster data model collector.
+However, this CDMC is only refreshed periodically via a background scheduler.
+As you may sometimes execute a strategy with a stale CDM due to a high activity
+on your infrastructure, you can define some notification endpoints that will be
+responsible for incrementally updating the CDM based on notifications emitted
+by other services such as Nova. To do so, you can implement and register a new
+``DummyEndpoint`` notification endpoint regarding a ``dummy`` event as shown
+below:
+
+.. code-block:: python
+
+    from watcher.decision_engine.model import model_root
+    from watcher.decision_engine.model.collector import base
+
+
+    class DummyNotification(base.NotificationEndpoint):
+
+        @property
+        def filter_rule(self):
+            return filtering.NotificationFilter(
+                publisher_id=r'.*',
+                event_type=r'^dummy$',
+            )
+
+        def info(self, ctxt, publisher_id, event_type, payload, metadata):
+            # Do some CDM modifications here...
+            pass
+
+
+    class DummyClusterDataModelCollector(base.BaseClusterDataModelCollector):
+
+        def execute(self):
+            model = model_root.ModelRoot()
+            # Do something here...
+            return model
+
+        @property
+        def notification_endpoints(self):
+            return [DummyNotification(self)]
+
+
+Note that if the event you are trying to listen to is published by a new
+service, you may have to also add a new topic Watcher will have to subscribe to
+in the ``notification_topics`` option of the ``[watcher_decision_engine]``
+section.
+
+
+Using cluster data model collector plugins
+==========================================
+
+The Watcher Decision Engine service will automatically discover any installed
+plugins when it is restarted. If a Python package containing a custom plugin is
+installed within the same environment as Watcher, Watcher will automatically
+make that plugin available for use.
+
+At this point, you can use your new cluster data model plugin in your
+:ref:`strategy plugin <implement_strategy_plugin>` by using the
+:py:attr:`~.BaseStrategy.collector_manager` property as followed:
+
+.. code-block:: python
+
+    # [...]
+    dummy_collector = self.collector_manager.get_cluster_model_collector(
+        "dummy")  # "dummy" is the name of the entry point we declared earlier
+    dummy_model = collector.get_latest_cluster_data_model()
+    # Do some stuff with this model

doc/source/dev/plugin/goal-plugin.rst

@@ -0,0 +1,215 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _implement_goal_plugin:
+
+================
+Build a new goal
+================
+
+Watcher Decision Engine has an external :ref:`goal <goal_definition>`
+plugin interface which gives anyone the ability to integrate an external
+goal which can be achieved by a :ref:`strategy <strategy_definition>`.
+
+This section gives some guidelines on how to implement and integrate custom
+goals with Watcher. If you wish to create a third-party package for your
+plugin, you can refer to our :ref:`documentation for third-party package
+creation <plugin-base_setup>`.
+
+
+Pre-requisites
+==============
+
+Before using any goal, please make sure that none of the existing goals fit
+your needs. Indeed, the underlying value of defining a goal is to be able to
+compare the efficacy of the action plans resulting from the various strategies
+satisfying the same goal. By doing so, Watcher can assist the administrator
+in his choices.
+
+
+Create a new plugin
+===================
+
+In order to create a new goal, you have to:
+
+- Extend the :py:class:`~.base.Goal` class.
+- Implement its :py:meth:`~.Goal.get_name` class method to return the
+  **unique** ID of the new goal you want to create. This unique ID should
+  be the same as the name of :ref:`the entry point you will declare later on
+  <goal_plugin_add_entrypoint>`.
+- Implement its :py:meth:`~.Goal.get_display_name` class method to
+  return the translated display name of the goal you want to create.
+  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:`~.Goal.get_translatable_display_name`
+  class method to return the translation key (actually the english display
+  name) of your new goal. The value return should be the same as the
+  string translated in :py:meth:`~.Goal.get_display_name`.
+- Implement its :py:meth:`~.Goal.get_efficacy_specification` method to return
+  the :ref:`efficacy specification <efficacy_specification_definition>` for
+  your goal.
+
+Here is an example showing how you can define a new ``NewGoal`` goal plugin:
+
+.. code-block:: python
+
+    # filepath: thirdparty/new.py
+    # import path: thirdparty.new
+
+    from watcher._i18n import _
+    from watcher.decision_engine.goal.efficacy import specs
+    from watcher.decision_engine.strategy.strategies import base
+
+    class NewGoal(base.Goal):
+
+        @classmethod
+        def get_name(cls):
+            return "new_goal"  # Will be the name of the entry point
+
+        @classmethod
+        def get_display_name(cls):
+            return _("New Goal")
+
+        @classmethod
+        def get_translatable_display_name(cls):
+            return "New Goal"
+
+        @classmethod
+        def get_efficacy_specification(cls):
+            return specs.UnclassifiedStrategySpecification()
+
+
+As you may have noticed, the :py:meth:`~.Goal.get_efficacy_specification`
+method returns an :py:meth:`~.UnclassifiedStrategySpecification` instance which
+is provided by Watcher. This efficacy specification is useful during the
+development process of your goal as it corresponds to an empty specification.
+If you want to learn more about what efficacy specifications are used for or to
+define your own efficacy specification, please refer to the :ref:`related
+section below <implement_efficacy_specification>`.
+
+
+Abstract Plugin Class
+=====================
+
+Here below is the abstract :py:class:`~.base.Goal` class:
+
+.. autoclass:: watcher.decision_engine.goal.base.Goal
+    :members:
+    :noindex:
+
+.. _goal_plugin_add_entrypoint:
+
+Add a new entry point
+=====================
+
+In order for the Watcher Decision Engine to load your new goal, the
+goal must be registered as a named entry point under the ``watcher_goals``
+entry point namespace of your ``setup.py`` file. If you are using 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:`~.base.Goal.get_name` class method of
+your goal.
+
+Here below is how you would proceed to register ``NewGoal`` using pbr_:
+
+.. code-block:: ini
+
+    [entry_points]
+    watcher_goals =
+        new_goal = thirdparty.new:NewGoal
+
+
+To get a better understanding on how to implement a more advanced goal,
+have a look at the :py:class:`~.ServerConsolidation` class.
+
+.. _pbr: http://docs.openstack.org/developer/pbr/
+
+.. _implement_efficacy_specification:
+
+Implement a customized efficacy specification
+=============================================
+
+What is it for?
+---------------
+
+Efficacy specifications define a set of specifications for a given goal.
+These specifications actually define a list of indicators which are to be used
+to compute a global efficacy that outlines how well a strategy performed when
+trying to achieve the goal it is associated to.
+
+The idea behind such specification is to give the administrator the possibility
+to run an audit using different strategies satisfying the same goal and be able
+to judge how they performed at a glance.
+
+
+Implementation
+--------------
+
+In order to create a new efficacy specification, you have to:
+
+- Extend the :py:class:`~.EfficacySpecification` class.
+- Implement :py:meth:`~.EfficacySpecification.get_indicators_specifications`
+  by returning a list of :py:class:`~.IndicatorSpecification` instances.
+
+  * Each :py:class:`~.IndicatorSpecification` instance should actually extend
+    the latter.
+  * Each indicator specification should have a **unique name** which should be
+    a valid Python variable name.
+  * They should implement the :py:attr:`~.EfficacySpecification.schema`
+    abstract property by returning a :py:class:`~.voluptuous.Schema` instance.
+    This schema is the contract the strategy will have to comply with when
+    setting the value associated to the indicator specification within its
+    solution (see the :ref:`architecture of Watcher
+    <sequence_diagrams_create_and_launch_audit>` for more information on
+    the audit execution workflow).
+
+- Implement the :py:meth:`~.EfficacySpecification.get_global_efficacy` method:
+  it should compute the global efficacy for the goal it achieves based on the
+  efficacy indicators you just defined.
+
+Here below is an example of an efficacy specification containing one indicator
+specification:
+
+.. code-block:: python
+
+    from watcher._i18n import _
+    from watcher.decision_engine.goal.efficacy import base as efficacy_base
+    from watcher.decision_engine.goal.efficacy import indicators
+    from watcher.decision_engine.solution import efficacy
+
+
+    class IndicatorExample(IndicatorSpecification):
+        def __init__(self):
+            super(IndicatorExample, self).__init__(
+                name="indicator_example",
+                description=_("Example of indicator specification."),
+                unit=None,
+            )
+
+        @property
+        def schema(self):
+            return voluptuous.Schema(voluptuous.Range(min=0), required=True)
+
+
+    class UnclassifiedStrategySpecification(efficacy_base.EfficacySpecification):
+
+        def get_indicators_specifications(self):
+            return [IndicatorExample()]
+
+        def get_global_efficacy(self, indicators_map):
+            return efficacy.Indicator(
+              name="global_efficacy_indicator",
+              description="Example of global efficacy indicator",
+              unit="%",
+              value=indicators_map.indicator_example % 100)
+
+
+To get a better understanding on how to implement an efficacy specification,
+have a look at :py:class:`~.ServerConsolidationSpecification`.
+
+Also, if you want to see a concrete example of an indicator specification,
+have a look at :py:class:`~.ReleasedComputeNodesCount`.

doc/source/dev/plugin/planner-plugin.rst

@@ -0,0 +1,174 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _implement_planner_plugin:
+
+===================
+Build a new planner
+===================
+
+Watcher :ref:`Decision Engine <watcher_decision_engine_definition>` has an
+external :ref:`planner <watcher_planner_definition>` plugin interface which
+gives anyone the ability to integrate an external :ref:`planner
+<watcher_planner_definition>` in order to extend the initial set of planners
+Watcher provides.
+
+This section gives some guidelines on how to implement and integrate custom
+planners with Watcher.
+
+.. _Decision Engine: watcher_decision_engine_definition
+
+Creating a new plugin
+=====================
+
+First of all you have to extend the base :py:class:`~.BasePlanner` class which
+defines an abstract method that you will have to implement. The
+:py:meth:`~.BasePlanner.schedule` is the method being called by the Decision
+Engine to schedule a given solution (:py:class:`~.BaseSolution`) into an
+:ref:`action plan <action_plan_definition>` by ordering/sequencing an unordered
+set of actions contained in the proposed solution (for more details, see
+:ref:`definition of a solution <solution_definition>`).
+
+Here is an example showing how you can write a planner plugin called
+``DummyPlanner``:
+
+.. code-block:: python
+
+    # Filepath = third-party/third_party/dummy.py
+    # Import path = third_party.dummy
+    import uuid
+    from watcher.decision_engine.planner import base
+
+
+    class DummyPlanner(base.BasePlanner):
+
+        def _create_action_plan(self, context, audit_id):
+            action_plan_dict = {
+                'uuid': uuid.uuid4(),
+                'audit_id': audit_id,
+                'first_action_id': None,
+                'state': objects.action_plan.State.RECOMMENDED
+            }
+
+            new_action_plan = objects.ActionPlan(context, **action_plan_dict)
+            new_action_plan.create(context)
+            new_action_plan.save()
+            return new_action_plan
+
+        def schedule(self, context, audit_id, solution):
+            # Empty action plan
+            action_plan = self._create_action_plan(context, audit_id)
+            # todo: You need to create the workflow of actions here
+            # and attach it to the action plan
+            return action_plan
+
+This implementation is the most basic one. So if you want to have more advanced
+examples, have a look at the implementation of planners already provided by
+Watcher like :py:class:`~.DefaultPlanner`. A list with all available planner
+plugins can be found :ref:`here <watcher_planners>`.
+
+
+Define configuration parameters
+===============================
+
+At this point, you have a fully functional planner. However, in more complex
+implementation, you may want to define some configuration options so one can
+tune the planner 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 DummyPlanner(base.BasePlanner):
+
+        # [...]
+
+        def schedule(self, context, audit_uuid, solution):
+            assert self.config.test_opt == 0
+            # [...]
+
+        @classmethod
+        def get_config_opts(cls):
+            return super(
+                DummyPlanner, cls).get_config_opts() + [
+                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_planners.dummy]
+    # 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:`~.BasePlanner.__init__` method.
+
+
+Abstract Plugin Class
+=====================
+
+Here below is the abstract ``BasePlanner`` class that every single planner
+should implement:
+
+.. autoclass:: watcher.decision_engine.planner.base.BasePlanner
+    :members:
+    :special-members: __init__
+    :noindex:
+
+
+Register a new entry point
+==========================
+
+In order for the Watcher Decision Engine to load your new planner, the
+latter must be registered as a new entry point under the
+``watcher_planners`` entry point namespace of your ``setup.py`` file. If you
+are using pbr_, this entry point should be placed in your ``setup.cfg`` file.
+
+The name you give to your entry point has to be unique.
+
+Here below is how you would proceed to register ``DummyPlanner`` using pbr_:
+
+.. code-block:: ini
+
+    [entry_points]
+    watcher_planners =
+        dummy = third_party.dummy:DummyPlanner
+
+.. _pbr: http://docs.openstack.org/developer/pbr/
+
+
+Using planner plugins
+=====================
+
+The :ref:`Watcher Decision Engine <watcher_decision_engine_definition>` service
+will automatically discover any installed plugins when it is started. This
+means that if Watcher is already running when you install your plugin, you will
+have to restart the related Watcher services. If a Python package containing a
+custom plugin is installed within the same environment as Watcher, Watcher will
+automatically make that plugin available for use.
+
+At this point, Watcher will use your new planner if you referenced it in the
+``planner`` option under the ``[watcher_planner]`` section of your
+``watcher.conf`` configuration file when you started it. For example, if you
+want to use the ``dummy`` planner you just installed, you would have to
+select it as followed:
+
+.. code-block:: ini
+
+    [watcher_planner]
+    planner = dummy
+
+As you may have noticed, only a single planner implementation can be activated
+at a time, so make sure it is generic enough to support all your strategies
+and actions.

doc/source/dev/plugin/scoring-engine-plugin.rst

@@ -0,0 +1,210 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _implement_scoring_engine_plugin:
+
+==========================
+Build a new scoring engine
+==========================
+
+Watcher Decision Engine has an external :ref:`scoring engine
+<scoring_engine_definition>` plugin interface which gives anyone the ability
+to integrate an external scoring engine in order to make use of it in a
+:ref:`strategy <strategy_definition>`.
+
+This section gives some guidelines on how to implement and integrate custom
+scoring engines with Watcher. If you wish to create a third-party package for
+your plugin, you can refer to our :ref:`documentation for third-party package
+creation <plugin-base_setup>`.
+
+
+Pre-requisites
+==============
+
+Because scoring engines execute a purely mathematical tasks, they typically do
+not have any additional dependencies. Additional requirements might be defined
+by specific scoring engine implementations. For example, some scoring engines
+might require to prepare learning data, which has to be loaded during the
+scoring engine startup. Some other might require some external services to be
+available (e.g. if the scoring infrastructure is running in the cloud).
+
+
+Create a new scoring engine plugin
+==================================
+
+In order to create a new scoring engine you have to:
+
+- Extend the :py:class:`~.ScoringEngine` class
+- Implement its :py:meth:`~.ScoringEngine.get_name` method to return the
+  **unique** ID of the new scoring engine you want to create. This unique ID
+  should be the same as the name of :ref:`the entry point we will declare later
+  on <scoring_engine_plugin_add_entrypoint>`.
+- Implement its :py:meth:`~.ScoringEngine.get_description` method to return the
+  user-friendly description of the implemented scoring engine. It might contain
+  information about algorithm used, learning data etc.
+- Implement its :py:meth:`~.ScoringEngine.get_metainfo` method to return the
+  machine-friendly metadata about this scoring engine. For example, it could be
+  a JSON formatted text with information about the data model used, its input
+  and output data format, column names, etc.
+- Implement its :py:meth:`~.ScoringEngine.calculate_score` method to return the
+  result calculated by this scoring engine.
+
+Here is an example showing how you can write a plugin called ``NewScorer``:
+
+.. code-block:: python
+
+    # filepath: thirdparty/new.py
+    # import path: thirdparty.new
+    from watcher.decision_engine.scoring import base
+
+
+    class NewScorer(base.ScoringEngine):
+
+        def get_name(self):
+            return 'new_scorer'
+
+        def get_description(self):
+            return ''
+
+        def get_metainfo(self):
+            return """{
+                "feature_columns": [
+                    "column1",
+                    "column2",
+                    "column3"],
+                "result_columns": [
+                    "value",
+                    "probability"]
+                }"""
+
+        def calculate_score(self, features):
+            return '[12, 0.83]'
+
+As you can see in the above example, the
+:py:meth:`~.ScoringEngine.calculate_score` method returns a string. Both this
+class and the client (caller) should perform all the necessary serialization
+or deserialization.
+
+
+(Optional) Create a new scoring engine container plugin
+=======================================================
+
+Optionally, it's possible to implement a container plugin, which can return a
+list of scoring engines. This list can be re-evaluated multiple times during
+the lifecycle of :ref:`Watcher Decision Engine
+<watcher_decision_engine_definition>` and synchronized with :ref:`Watcher
+Database <watcher_database_definition>` using the ``watcher-sync`` command line
+tool.
+
+Below is an example of a container using some scoring engine implementation
+that is simply made of a client responsible for communicating with a real
+scoring engine deployed as a web service on external servers:
+
+.. code-block:: python
+
+    class NewScoringContainer(base.ScoringEngineContainer):
+
+        @classmethod
+        def get_scoring_engine_list(self):
+            return [
+                RemoteScoringEngine(
+                    name='scoring_engine1',
+                    description='Some remote Scoring Engine 1',
+                    remote_url='http://engine1.example.com/score'),
+                RemoteScoringEngine(
+                    name='scoring_engine2',
+                    description='Some remote Scoring Engine 2',
+                    remote_url='http://engine2.example.com/score'),
+            ]
+
+
+Abstract Plugin Class
+=====================
+
+Here below is the abstract :py:class:`~.ScoringEngine` class:
+
+.. autoclass:: watcher.decision_engine.scoring.base.ScoringEngine
+    :members:
+    :special-members: __init__
+    :noindex:
+
+
+Abstract Plugin Container Class
+===============================
+
+Here below is the abstract :py:class:`~.ScoringContainer` class:
+
+.. autoclass:: watcher.decision_engine.scoring.base.ScoringEngineContainer
+    :members:
+    :special-members: __init__
+    :noindex:
+
+
+.. _scoring_engine_plugin_add_entrypoint:
+
+Add a new entry point
+=====================
+
+In order for the Watcher Decision Engine to load your new scoring engine, it
+must be registered as a named entry point under the ``watcher_scoring_engines``
+entry point of your ``setup.py`` file. If you are using 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:`~.ScoringEngine.get_name` method of your
+strategy.
+
+Here below is how you would proceed to register ``NewScorer`` using pbr_:
+
+.. code-block:: ini
+
+    [entry_points]
+    watcher_scoring_engines =
+        new_scorer = thirdparty.new:NewScorer
+
+
+To get a better understanding on how to implement a more advanced scoring
+engine, have a look at the :py:class:`~.DummyScorer` class. This implementation
+is not really using machine learning, but other than that it contains all the
+pieces which the "real" implementation would have.
+
+In addition, for some use cases there is a need to register a list (possibly
+dynamic, depending on the implementation and configuration) of scoring engines
+in a single plugin, so there is no need to restart :ref:`Watcher Decision
+Engine <watcher_decision_engine_definition>` every time such list changes. For
+these cases, an additional ``watcher_scoring_engine_containers`` entry point
+can be used.
+
+For the example how to use scoring engine containers, please have a look at
+the :py:class:`~.DummyScoringContainer` and the way it is configured in
+``setup.cfg``. For new containers it could be done like this:
+
+.. code-block:: ini
+
+    [entry_points]
+    watcher_scoring_engine_containers =
+        new_scoring_container = thirdparty.new:NewContainer
+
+.. _pbr: http://docs.openstack.org/developer/pbr/
+
+
+Using scoring engine plugins
+============================
+
+The Watcher Decision Engine service will automatically discover any installed
+plugins when it is restarted. If a Python package containing a custom plugin is
+installed within the same environment as Watcher, Watcher will automatically
+make that plugin available for use.
+
+At this point, Watcher will scan and register inside the :ref:`Watcher Database
+<watcher_database_definition>` all the scoring engines you implemented upon
+restarting the :ref:`Watcher Decision Engine
+<watcher_decision_engine_definition>`.
+
+In addition, ``watcher-sync`` tool can be used to trigger :ref:`Watcher
+Database <watcher_database_definition>` synchronization. This might be used for
+"dynamic" scoring containers, which can return different scoring engines based
+on some external configuration (if they support that).

doc/source/dev/plugin/strategy-plugin.rst

@@ -0,0 +1,319 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+.. _implement_strategy_plugin:
+
+=================================
+Build a new optimization strategy
+=================================
+
+Watcher Decision Engine has an external :ref:`strategy <strategy_definition>`
+plugin interface which gives anyone the ability to integrate an external
+strategy in order to make use of placement algorithms.
+
+This section gives some guidelines on how to implement and integrate custom
+strategies with Watcher. If you wish to create a third-party package for your
+plugin, you can refer to our :ref:`documentation for third-party package
+creation <plugin-base_setup>`.
+
+
+Pre-requisites
+==============
+
+Before using any strategy, you should make sure you have your Telemetry service
+configured so that it would provide you all the metrics you need to be able to
+use your strategy.
+
+
+Create a new strategy plugin
+============================
+
+In order to create a new strategy, you have to:
+
+- Extend the :py:class:`~.UnclassifiedStrategy` class
+- Implement its :py:meth:`~.BaseStrategy.get_name` class method to return the
+  **unique** ID of the new strategy you want to create. This unique ID should
+  be the same as the name of :ref:`the entry point we will declare later on
+  <strategy_plugin_add_entrypoint>`.
+- Implement its :py:meth:`~.BaseStrategy.get_display_name` class method to
+  return the translated display name of the strategy you want to create.
+  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_display_name`
+  class method to return the translation key (actually the english display
+  name) of your new strategy. The value return should be the same as the
+  string translated in :py:meth:`~.BaseStrategy.get_display_name`.
+- Implement its :py:meth:`~.BaseStrategy.execute` method to return the
+  solution you computed within your strategy.
+
+Here is an example showing how you can write a plugin called ``NewStrategy``:
+
+.. code-block:: python
+
+    # filepath: thirdparty/new.py
+    # import path: thirdparty.new
+    import abc
+
+    import six
+
+    from watcher._i18n import _
+    from watcher.decision_engine.strategy.strategies import base
+
+
+    class NewStrategy(base.UnclassifiedStrategy):
+
+        def __init__(self, osc=None):
+            super(NewStrategy, self).__init__(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"
+
+
+As you can see in the above example, the :py:meth:`~.BaseStrategy.execute`
+method returns a :py:class:`~.BaseSolution` instance as required. This solution
+is what wraps the abstract set of actions the strategy recommends to you. This
+solution is then processed by a :ref:`planner <watcher_planner_definition>` to
+produce an action plan which contains the sequenced flow of actions to be
+executed by the :ref:`Watcher Applier <watcher_applier_definition>`. This
+solution also contains the various :ref:`efficacy indicators
+<efficacy_indicator_definition>` alongside its computed :ref:`global efficacy
+<efficacy_definition>`.
+
+Please note that your strategy class will expect to find the same constructor
+signature as BaseStrategy to instantiate you strategy. Therefore, you should
+ensure that your ``__init__`` signature is identical to the
+:py:class:`~.BaseStrategy` one.
+
+
+Strategy efficacy
+=================
+
+As stated before, the ``NewStrategy`` class extends a class called
+:py:class:`~.UnclassifiedStrategy`. This class actually implements a set of
+abstract methods which are defined within the :py:class:`~.BaseStrategy` parent
+class.
+
+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.
+
+
+Define Strategy Parameters
+==========================
+
+For each new added strategy, you can add parameters spec so that an operator
+can input strategy parameters when creating an audit to control the
+:py:meth:`~.BaseStrategy.execute` behavior of strategy. This is useful to
+define some threshold for your strategy, and tune them at runtime.
+
+To define parameters, just implements :py:meth:`~.BaseStrategy.get_schema` to
+return parameters spec with `jsonschema
+<http://json-schema.org/>`_ format.
+It is strongly encouraged that provide default value for each parameter, or
+else reference fails if operator specify no parameters.
+
+Here is an example showing how you can define 2 parameters for
+``DummyStrategy``:
+
+.. code-block:: python
+
+    class DummyStrategy(base.DummyBaseStrategy):
+
+        @classmethod
+        def get_schema(cls):
+            return {
+                "properties": {
+                    "para1": {
+                        "description": "number parameter example",
+                        "type": "number",
+                        "default": 3.2,
+                        "minimum": 1.0,
+                        "maximum": 10.2,
+                    },
+                    "para2": {
+                        "description": "string parameter example",
+                        "type": "string",
+                        "default": "hello",
+                    },
+                },
+            }
+
+
+You can reference parameters in :py:meth:`~.BaseStrategy.execute`:
+
+.. code-block:: python
+
+    class DummyStrategy(base.DummyBaseStrategy):
+
+        def execute(self):
+            para1 = self.input_parameters.para1
+            para2 = self.input_parameters.para2
+
+            if para1 > 5:
+                ...
+
+
+Operator can specify parameters with following commands:
+
+.. code:: bash
+
+  $ watcher audit create -a <your_audit_template> -p para1=6.0 -p para2=hi
+
+Pls. check user-guide for details.
+
+
+Abstract Plugin Class
+=====================
+
+Here below is the abstract :py:class:`~.BaseStrategy` class:
+
+.. autoclass:: watcher.decision_engine.strategy.strategies.base.BaseStrategy
+    :members:
+    :special-members: __init__
+    :noindex:
+
+.. _strategy_plugin_add_entrypoint:
+
+Add a new entry point
+=====================
+
+In order for the Watcher Decision Engine to load your new strategy, the
+strategy must be registered as a named entry point under the
+``watcher_strategies`` entry point of your ``setup.py`` file. If you are using
+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_name` class method of
+your strategy.
+
+Here below is how you would proceed to register ``NewStrategy`` using pbr_:
+
+.. code-block:: ini
+
+    [entry_points]
+    watcher_strategies =
+        new_strategy = thirdparty.new:NewStrategy
+
+
+To get a better understanding on how to implement a more advanced strategy,
+have a look at the :py:class:`~.BasicConsolidation` class.
+
+.. _pbr: http://docs.openstack.org/developer/pbr/
+
+Using strategy plugins
+======================
+
+The Watcher Decision Engine service will automatically discover any installed
+plugins when it is restarted. If a Python package containing a custom plugin is
+installed within the same environment as Watcher, Watcher will automatically
+make that plugin available for use.
+
+At this point, Watcher will scan and register inside the :ref:`Watcher Database
+<watcher_database_definition>` all the strategies (alongside the goals they
+should satisfy) you implemented upon restarting the :ref:`Watcher Decision
+Engine <watcher_decision_engine_definition>`.
+
+You should take care when installing strategy plugins. By their very nature,
+there are no guarantees that utilizing them as is will be supported, as
+they may require a set of metrics which is not yet available within the
+Telemetry service. In such a case, please do make sure that you first
+check/configure the latter so your new strategy can be fully functional.
+
+Querying metrics
+----------------
+
+A large set of metrics, generated by OpenStack modules, can be used in your
+strategy implementation. To collect these metrics, Watcher provides a
+`Helper`_ to the Ceilometer API, which makes this API reusable and easier
+to used.
+
+If you want to use your own metrics database backend, please refer to the
+`Ceilometer developer guide`_. Indeed, Ceilometer's pluggable model allows
+for various types of backends.  A list of the available backends is located
+here_. The Ceilosca project is a good example of how to create your own
+pluggable backend.
+
+Finally, if your strategy requires new metrics not covered by Ceilometer, you
+can add them through a Ceilometer `plugin`_.
+
+.. _`Helper`: https://github.com/openstack/watcher/blob/master/watcher/decision_engine/cluster/history/ceilometer.py
+.. _`Ceilometer developer guide`: http://docs.openstack.org/developer/ceilometer/architecture.html#storing-the-data
+.. _`here`: http://docs.openstack.org/developer/ceilometer/install/dbreco.html#choosing-a-database-backend
+.. _`plugin`: http://docs.openstack.org/developer/ceilometer/plugins.html
+.. _`Ceilosca`: https://github.com/openstack/monasca-ceilometer/blob/master/ceilosca/ceilometer/storage/impl_monasca.py
+
+
+Read usage metrics using the Python binding
+-------------------------------------------
+
+You can find the information about the Ceilometer Python binding on the
+OpenStack `ceilometer client python API documentation
+<http://docs.openstack.org/developer/python-ceilometerclient/api.html>`_
+
+To facilitate the process, Watcher provides the ``osc`` attribute to every
+strategy which includes clients to major OpenStack services, including
+Ceilometer. So to access it within your strategy, you can do the following:
+
+.. code-block:: py
+
+    # Within your strategy "execute()"
+    cclient = self.osc.ceilometer
+    # TODO: Do something here
+
+Using that you can now query the values for that specific metric:
+
+.. code-block:: py
+
+    query = None  # e.g. [{'field': 'foo', 'op': 'le', 'value': 34},]
+    value_cpu = cclient.samples.list(
+        meter_name='cpu_util',
+        limit=10, q=query)
+
+
+Read usage metrics using the Watcher Cluster History Helper
+-----------------------------------------------------------
+
+Here below is the abstract ``BaseClusterHistory`` class of the Helper.
+
+.. autoclass:: watcher.decision_engine.cluster.history.base.BaseClusterHistory
+    :members:
+    :noindex:
+
+The following code snippet shows how to create a Cluster History class:
+
+.. code-block:: py
+
+    from watcher.decision_engine.cluster.history import ceilometer as ceil
+
+    query_history  = ceil.CeilometerClusterHistory()
+
+Using that you can now query the values for that specific metric:
+
+.. code-block:: py
+
+    query_history.statistic_aggregation(resource_id=compute_node.uuid,
+                                  meter_name='compute.node.cpu.percent',
+                                  period="7200",
+                                  aggregate='avg'
+                                  )

doc/source/dev/plugins.rst

@@ -1,183 +1,76 @@
-===============
-Watcher plugins
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+
+=================
+Available Plugins
+=================
+
+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
+=====
+
+.. list-plugins:: watcher_goals
+   :detailed:
+
+.. _watcher_scoring_engines:
+
+Scoring Engines
 ===============
 
-Writing a Watcher Decision Engine plugin
-========================================
+.. list-plugins:: watcher_scoring_engines
+   :detailed:
 
-Watcher has an external :ref:`strategy <strategy_definition>` plugin interface
-which gives anyone the ability to integrate an external :ref:`strategy
-<strategy_definition>` in order to make use of placement algorithms.
+.. _watcher_scoring_engine_containers:
 
-This section gives some guidelines on how to implement and integrate custom
-Stategies with Watcher.
+Scoring Engine Containers
+=========================
 
-Pre-requisites
---------------
+.. list-plugins:: watcher_scoring_engine_containers
+   :detailed:
 
-Before using any strategy, you should make sure you have your Telemetry service
-configured so that it would provide you all the metrics you need to be able to
-use your strategy.
+.. _watcher_strategies:
 
+Strategies
+==========
 
-Creating a new plugin
----------------------
+.. list-plugins:: watcher_strategies
+   :detailed:
 
-First of all you have to:
+.. _watcher_actions:
 
-- Extend the base ``BaseStrategy`` class
-- Implement its ``execute`` method
+Actions
+=======
 
-Here is an example showing how you can write a plugin called ``DummyStrategy``:
+.. list-plugins:: watcher_actions
+   :detailed:
 
-.. code-block:: python
+.. _watcher_workflow_engines:
 
-    # Filepath = third-party/third_party/dummy.py
-    # Import path = third_party.dummy
+Workflow Engines
+================
 
-    class DummyStrategy(BaseStrategy):
+.. list-plugins:: watcher_workflow_engines
+   :detailed:
 
-        DEFAULT_NAME = "dummy"
-        DEFAULT_DESCRIPTION = "Dummy Strategy"
+.. _watcher_planners:
 
-        def __init__(self, name=DEFAULT_NAME, description=DEFAULT_DESCRIPTION):
-            super(DummyStrategy, self).__init__(name, description)
+Planners
+========
 
-        def execute(self, model):
-            self.solution.add_change_request(
-                Migrate(vm=my_vm, source_hypervisor=src, dest_hypervisor=dest)
-            )
-            # Do some more stuff here ...
-            return self.solution
+.. list-plugins:: watcher_planners
+   :detailed:
 
-As you can see in the above example, the ``execute()`` method returns a
-solution as required.
-
-Please note that your strategy class will be instantiated without any
-parameter. Therefore, you should make sure not to make any of them required in
-your ``__init__`` method.
-
-
-Abstract Plugin Class
----------------------
-
-Here below is the abstract ``BaseStrategy`` class that every single strategy
-should implement:
-
-.. automodule:: watcher.decision_engine.strategy.base
-    :noindex:
-
-.. autoclass:: BaseStrategy
-    :members:
-
-
-Add a new entry point
----------------------
-
-In order for the Watcher Decision Engine to load your new strategy, the
-strategy must be registered as a named entry point under the
-``watcher_strategies`` entry point of your ``setup.py`` file. If you are using
-pbr_, this entry point should be placed in your ``setup.cfg`` file.
-
-The name you give to your entry point has to be unique.
-
-Here below is how you would proceed to register ``DummyStrategy`` using pbr_:
-
-.. code-block:: ini
-
-    [entry_points]
-    watcher_strategies =
-        dummy = third_party.dummy:DummyStrategy
-
-
-To get a better understanding on how to implement a more advanced strategy,
-have a look at the :py:class:`BasicConsolidation` class.
-
-.. _pbr: http://docs.openstack.org/developer/pbr/
-
-Using strategy plugins
-----------------------
-
-The Watcher Decision Engine service will automatically discover any installed
-plugins when it is run. If a Python package containing a custom plugin is
-installed within the same environment as Watcher, Watcher will automatically
-make that plugin available for use.
-
-At this point, the way Watcher will use your new strategy if you reference it
-in the ``goals`` under the ``[watcher_goals]`` section of your ``watcher.conf``
-configuration file. For example, if you want to use a ``dummy`` strategy you
-just installed, you would have to associate it to a goal like this:
-
-.. code-block:: ini
-
-    [watcher_goals]
-    goals = BALANCE_LOAD:basic,MINIMIZE_ENERGY_CONSUMPTION:dummy
-
-
-You should take care when installing strategy plugins. By their very nature,
-there are no guarantees that utilizing them as is will be supported, as
-they may require a set of metrics which is not yet available within the
-Telemetry service. In such a case, please do make sure that you first
-check/configure the latter so your new strategy can be fully functional.
-
-Querying metrics
-~~~~~~~~~~~~~~~~
-
-The metrics available depend on the hypervisors that OpenStack manages on
-the specific implementation. You can find the metrics available per hypervisor
-and OpenStack release on the OpenStack site.
-
-There are different possible ways to obtain usage metrics in Watcher, you can
-use the default Ceilometer API or our Helper.
-The Helper attempted to make the Ceilometer API more reusable and easy to use.
-
-Read usage metrics using the Python binding
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-You can find the information about the Ceilometer Python binding on the
-OpenStack `ceilometer client python API documentation
-<http://docs.openstack.org/developer/python-ceilometerclient/api.html>`_
-
-The first step is to authenticate against the Ceilometer service
-(assuming that you already imported the Ceilometer client for Python)
-with this call:
-
-.. code-block:: py
-
- cclient = ceilometerclient.client.get_client(VERSION, os_username=USERNAME,
-  os_password=PASSWORD, os_tenant_name=PROJECT_NAME, os_auth_url=AUTH_URL)
-
-Using that you can now query the values for that specific metric:
-
-.. code-block:: py
-
- value_cpu = cclient.samples.list(meter_name='cpu_util', limit=10, q=query)
-
-Read usage metrics using the Watcher Cluster History Helper
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-Here below is the abstract ``BaseClusterHistory`` class of the Helper.
-
-.. automodule:: watcher.metrics_engine.cluster_history.api
-    :noindex:
-
-.. autoclass:: BaseClusterHistory
-    :members:
-
-
-The following snippet code shows how to create a Cluster History class:
-
-.. code-block:: py
-
-    query_history  = CeilometerClusterHistory()
-
-Using that you can now query the values for that specific metric:
-
-.. code-block:: py
-
-    query_history.statistic_aggregation(resource_id=hypervisor.uuid,
-                                  meter_name='compute.node.cpu.percent',
-                                  period="7200",
-                                  aggregate='avg'
-                                  )
+Cluster Data Model Collectors
+=============================
 
+.. list-plugins:: watcher_cluster_data_model_collectors
+   :detailed:

doc/source/dev/rally_link.rst

@@ -0,0 +1 @@
+.. include:: ../../../rally-jobs/README.rst

doc/source/dev/testing.rst

@@ -0,0 +1,50 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+=======
+Testing
+=======
+
+.. _unit_tests:
+
+Unit tests
+==========
+
+All unit tests should be run using `tox`_. To run the same unit tests that are
+executing onto `Gerrit`_ which includes ``py34``, ``py27`` and ``pep8``, you
+can issue the following command::
+
+    $ workon watcher
+    (watcher) $ pip install tox
+    (watcher) $ cd watcher
+    (watcher) $ tox
+
+If you want to only run one of the aforementioned, you can then issue one of
+the following::
+
+    $ workon watcher
+    (watcher) $ tox -e py34
+    (watcher) $ tox -e py27
+    (watcher) $ tox -e pep8
+
+.. _tox: https://tox.readthedocs.org/
+.. _Gerrit: http://review.openstack.org/
+
+You may pass options to the test programs using positional arguments. To run a
+specific unit test, you can pass extra options to `os-testr`_ after putting
+the ``--`` separator. So using the ``-r`` option followed by a regex string,
+you can run the desired test::
+
+    $ workon watcher
+    (watcher) $ tox -e py27 -- -r watcher.tests.api
+
+.. _os-testr: http://docs.openstack.org/developer/os-testr/
+
+When you're done, deactivate the virtualenv::
+
+    $ deactivate
+
+.. include:: ../../../watcher_tempest_plugin/README.rst

doc/source/glossary.rst

@@ -0,0 +1,391 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+========
+Glossary
+========
+
+.. glossary::
+   :sorted:
+
+This page explains the different terms used in the Watcher system.
+
+They are sorted in alphabetical order.
+
+.. _action_definition:
+
+Action
+======
+
+.. watcher-term:: watcher.api.controllers.v1.action
+
+.. _action_plan_definition:
+
+Action Plan
+===========
+
+.. watcher-term:: watcher.api.controllers.v1.action_plan
+
+.. _administrator_definition:
+
+Administrator
+=============
+
+The :ref:`Administrator <administrator_definition>` is any user who has admin
+access on the OpenStack cluster. This user is allowed to create new projects
+for tenants, create new users and assign roles to each user.
+
+The :ref:`Administrator <administrator_definition>` usually has remote access
+to any host of the cluster in order to change the configuration and restart any
+OpenStack service, including Watcher.
+
+In the context of Watcher, the :ref:`Administrator <administrator_definition>`
+is a role for users which allows them to run any Watcher commands, such as:
+
+-  Create/Delete an :ref:`Audit Template <audit_template_definition>`
+-  Launch an :ref:`Audit <audit_definition>`
+-  Get the :ref:`Action Plan <action_plan_definition>`
+-  Launch a recommended :ref:`Action Plan <action_plan_definition>` manually
+-  Archive previous :ref:`Audits <audit_definition>` and
+   :ref:`Action Plans <action_plan_definition>`
+
+
+The :ref:`Administrator <administrator_definition>` is also allowed to modify
+any Watcher configuration files and to restart Watcher services.
+
+.. _audit_definition:
+
+Audit
+=====
+
+.. watcher-term:: watcher.api.controllers.v1.audit
+
+.. _audit_template_definition:
+
+Audit Template
+==============
+
+.. watcher-term:: watcher.api.controllers.v1.audit_template
+
+.. _availability_zone_definition:
+
+Availability Zone
+=================
+
+Please, read `the official OpenStack definition of an Availability Zone <http://docs.openstack.org/developer/nova/aggregates.html#availability-zones-azs>`_.
+
+.. _cluster_definition:
+
+Cluster
+=======
+
+A :ref:`Cluster <cluster_definition>` is a set of physical machines which
+provide compute, storage and networking resources and are managed by the same
+OpenStack Controller node.
+A :ref:`Cluster <cluster_definition>` represents a set of resources that a
+cloud provider is able to offer to his/her
+:ref:`customers <customer_definition>`.
+
+A data center may contain several clusters.
+
+The :ref:`Cluster <cluster_definition>` may be divided in one or several
+:ref:`Availability Zone(s) <availability_zone_definition>`.
+
+.. _cluster_data_model_definition:
+
+Cluster Data Model
+==================
+
+.. watcher-term:: watcher.decision_engine.model.collector.base
+
+.. _cluster_history_definition:
+
+Cluster History
+===============
+
+.. watcher-term:: watcher.decision_engine.cluster.history.base
+
+.. _controller_node_definition:
+
+Controller Node
+===============
+
+A controller node is a machine that typically runs the following core OpenStack
+services:
+
+-  Keystone: for identity and service management
+-  Cinder scheduler: for volumes management
+-  Glance controller: for image management
+-  Neutron controller: for network management
+-  Nova controller: for global compute resources management with services
+   such as nova-scheduler, nova-conductor and nova-network.
+
+In many configurations, Watcher will reside on a controller node even if it
+can potentially be hosted on a dedicated machine.
+
+.. _compute_node_definition:
+
+Compute node
+============
+
+Please, read `the official OpenStack definition of a Compute Node
+<http://docs.openstack.org/openstack-ops/content/compute_nodes.html>`_.
+
+.. _customer_definition:
+
+Customer
+========
+
+A :ref:`Customer <customer_definition>` is the person or company which
+subscribes to the cloud provider offering. A customer may have several
+:ref:`Project(s) <project_definition>`
+hosted on the same :ref:`Cluster <cluster_definition>` or dispatched on
+different clusters.
+
+In the private cloud context, the :ref:`Customers <customer_definition>` are
+different groups within the same organization (different departments, project
+teams, branch offices and so on). Cloud infrastructure includes the ability to
+precisely track each customer's service usage so that it can be charged back to
+them, or at least reported to them.
+
+.. _goal_definition:
+
+Goal
+====
+
+.. watcher-term:: watcher.api.controllers.v1.goal
+
+
+.. _host_aggregates_definition:
+
+Host Aggregate
+==============
+
+Please, read `the official OpenStack definition of a Host Aggregate <http://docs.openstack.org/developer/nova/aggregates.html>`_.
+
+.. _instance_definition:
+
+Instance
+========
+
+A running virtual machine, or a virtual machine in a known state such as
+suspended, that can be used like a hardware server.
+
+.. _managed_resource_definition:
+
+Managed resource
+================
+
+A :ref:`Managed resource <managed_resource_definition>` is one instance of
+:ref:`Managed resource type <managed_resource_type_definition>` in a topology
+with particular properties and dependencies on other
+:ref:`Managed resources <managed_resource_definition>` (relationships).
+
+For example, a :ref:`Managed resource <managed_resource_definition>` can be one
+virtual machine (i.e., an :ref:`instance <instance_definition>`) hosted on a
+:ref:`compute node <compute_node_definition>` and connected to another virtual
+machine through a network link (represented also as a
+:ref:`Managed resource <managed_resource_definition>` in the
+:ref:`Cluster Data Model <cluster_data_model_definition>`).
+
+.. _managed_resource_type_definition:
+
+Managed resource type
+=====================
+
+A :ref:`Managed resource type <managed_resource_definition>` is a type of
+hardware or software element of the :ref:`Cluster <cluster_definition>` that
+the Watcher system can act on.
+
+Here are some examples of
+:ref:`Managed resource types <managed_resource_definition>`:
+
+-  `Nova Host Aggregates <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Nova::HostAggregate>`_
+-  `Nova Servers <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Nova::Server>`_
+-  `Cinder Volumes <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Cinder::Volume>`_
+-  `Neutron Routers <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Neutron::Router>`_
+-  `Neutron Networks <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Neutron::Net>`_
+-  `Neutron load-balancers <http://docs.openstack.org/developer/heat/template_guide/openstack.html#OS::Neutron::LoadBalancer>`_
+-  `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>`_.
+
+.. _efficacy_indicator_definition:
+
+Efficacy Indicator
+==================
+
+.. watcher-term:: watcher.api.controllers.v1.efficacy_indicator
+
+.. _efficacy_specification_definition:
+
+Efficacy Specification
+======================
+
+.. watcher-term:: watcher.decision_engine.goal.efficacy.base
+
+.. _efficacy_definition:
+
+Optimization Efficacy
+=====================
+
+The :ref:`Optimization Efficacy <efficacy_definition>` is the objective
+measure of how much of the :ref:`Goal <goal_definition>` has been achieved in
+respect with constraints and :ref:`SLAs <sla_definition>` defined by the
+:ref:`Customer <customer_definition>`.
+
+The way efficacy is evaluated will depend on the :ref:`Goal <goal_definition>`
+to achieve.
+
+Of course, the efficacy will be relevant only as long as the
+:ref:`Action Plan <action_plan_definition>` is relevant
+(i.e., the current state of the :ref:`Cluster <cluster_definition>`
+has not changed in a way that a new :ref:`Audit <audit_definition>` would need
+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 :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 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>`
+to objectively compare different :ref:`Strategies <strategy_definition>` for
+the same goal and same workload of the :ref:`Cluster <cluster_definition>`.
+
+.. _project_definition:
+
+Project
+=======
+
+:ref:`Projects <project_definition>` represent the base unit of “ownership”
+in OpenStack, in that all :ref:`resources <managed_resource_definition>` in
+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>`_.
+
+.. _scoring_engine_definition:
+
+Scoring Engine
+==============
+
+.. watcher-term::  watcher.api.controllers.v1.scoring_engine
+
+.. _sla_definition:
+
+SLA
+===
+
+:ref:`SLA <sla_definition>` means Service Level Agreement.
+
+The resources are negotiated between the :ref:`Customer <customer_definition>`
+and the Cloud Provider in a contract.
+
+Most of the time, this contract is composed of two documents:
+
+-  :ref:`SLA <sla_definition>` : Service Level Agreement
+-  :ref:`SLO <slo_definition>` : Service Level Objectives
+
+Note that the :ref:`SLA <sla_definition>` is more general than the
+:ref:`SLO <slo_definition>` in the sense that the former specifies what service
+is to be provided, how it is supported, times, locations, costs, performance,
+and responsibilities of the parties involved while the
+:ref:`SLO <slo_definition>` focuses on more measurable characteristics such as
+availability, throughput, frequency, response time or quality.
+
+You can also read `the Wikipedia page for SLA <https://en.wikipedia.org/wiki/Service-level_agreement>`_
+which provides a good definition.
+
+.. _sla_violation_definition:
+
+SLA violation
+=============
+
+A :ref:`SLA violation <sla_violation_definition>` happens when a
+:ref:`SLA <sla_definition>` defined with a given
+:ref:`Customer <customer_definition>` could not be respected by the
+cloud provider within the timeframe defined by the official contract document.
+
+.. _slo_definition:
+
+SLO
+===
+
+A Service Level Objective (SLO) is a key element of a
+:ref:`SLA <sla_definition>` between a service provider and a
+:ref:`Customer <customer_definition>`. SLOs are agreed as a means of measuring
+the performance of the Service Provider and are outlined as a way of avoiding
+disputes between the two parties based on misunderstanding.
+
+You can also read `the Wikipedia page for SLO <https://en.wikipedia.org/wiki/Service_level_objective>`_
+which provides a good definition.
+
+.. _solution_definition:
+
+Solution
+========
+
+.. watcher-term:: watcher.decision_engine.solution.base
+
+.. _strategy_definition:
+
+Strategy
+========
+
+.. watcher-term::  watcher.api.controllers.v1.strategy
+
+.. _watcher_applier_definition:
+
+Watcher Applier
+===============
+
+.. watcher-term:: watcher.applier.base
+
+.. _watcher_database_definition:
+
+Watcher Database
+================
+
+This database stores all the Watcher domain objects which can be requested
+by the Watcher API or the Watcher CLI:
+
+-  Audit templates
+-  Audits
+-  Action plans
+-  Actions
+-  Goals
+
+The Watcher domain being here "*optimization of some resources provided by an
+OpenStack system*".
+
+See :doc:`architecture` for more details on this component.
+
+.. _watcher_decision_engine_definition:
+
+Watcher Decision Engine
+=======================
+
+.. watcher-term::  watcher.decision_engine.manager
+
+.. _watcher_planner_definition:
+
+Watcher Planner
+===============
+
+.. watcher-term:: watcher.decision_engine.planner.base

doc/source/image_src/plantuml/README.rst

@@ -0,0 +1,14 @@
+plantuml
+========
+
+
+To build an image from a source file, you have to upload the plantuml JAR file
+available on  http://plantuml.com/download.html.
+After, just run this command to build your image:
+
+.. code-block:: shell
+
+    $ cd doc/source/images
+    $ java -jar /path/to/plantuml.jar doc/source/image_src/plantuml/my_image.txt
+    $ ls doc/source/images/
+    my_image.png

doc/source/image_src/plantuml/action_plan_state_machine.txt

@@ -0,0 +1,16 @@
+@startuml
+
+[*] --> RECOMMENDED: The Watcher Planner\ncreates the Action Plan
+RECOMMENDED --> PENDING: Adminisrator launches\nthe Action Plan
+PENDING --> ONGOING: The Watcher Applier receives the request\nto launch the Action Plan
+ONGOING --> FAILED: Something failed while executing\nthe Action Plan in the Watcher Applier
+ONGOING --> SUCCEEDED: The Watcher Applier executed\nthe Action Plan successfully
+FAILED --> DELETED : Administrator removes\nAction Plan
+SUCCEEDED --> DELETED : Administrator removes\nAction Plan
+ONGOING --> CANCELLED : Administrator cancels\nAction Plan
+RECOMMENDED --> CANCELLED : Administrator cancels\nAction Plan
+PENDING --> CANCELLED : Administrator cancels\nAction Plan
+CANCELLED --> DELETED
+DELETED --> [*]
+
+@enduml

doc/source/image_src/plantuml/audit_state_machine.txt

@@ -0,0 +1,14 @@
+@startuml
+
+[*] --> PENDING: Audit requested by Administrator
+PENDING --> ONGOING: Audit request is received\nby the Watcher Decision Engine
+ONGOING --> FAILED: Audit fails\n(no solution found, technical error, ...)
+ONGOING --> SUCCEEDED: The Watcher Decision Engine\ncould find at least one Solution
+FAILED --> DELETED : Administrator wants to\narchive/delete the Audit
+SUCCEEDED --> DELETED : Administrator wants to\narchive/delete the Audit
+PENDING --> CANCELLED : Administrator cancels\nthe Audit
+ONGOING --> CANCELLED : Administrator cancels\nthe Audit
+CANCELLED --> DELETED : Administrator wants to\narchive/delete the Audit
+DELETED --> [*]
+
+@enduml

doc/source/image_src/plantuml/sequence_architecture_cdmc_sync.txt

@@ -0,0 +1,41 @@
+@startuml
+skinparam maxMessageSize 100
+
+actor "Administrator"
+
+== Initialization ==
+
+"Administrator" -> "Decision Engine" : Start all services
+"Decision Engine" -> "Background Task Scheduler" : Start
+
+activate "Background Task Scheduler"
+"Background Task Scheduler" -> "Cluster Model Collector Loader"\
+: List available cluster data models
+"Cluster Model Collector Loader" --> "Background Task Scheduler"\
+: list of BaseClusterModelCollector instances
+
+loop for every available cluster data model collector
+    "Background Task Scheduler" -> "Background Task Scheduler"\
+    : add periodic synchronization job
+    create "Jobs Pool"
+    "Background Task Scheduler" -> "Jobs Pool" : Create sync job
+end
+deactivate "Background Task Scheduler"
+
+hnote over "Background Task Scheduler" : Idle
+
+== Job workflow ==
+
+"Background Task Scheduler" -> "Jobs Pool" : Trigger synchronization job
+"Jobs Pool" -> "Nova Cluster Data Model Collector" : synchronize
+
+activate "Nova Cluster Data Model Collector"
+    "Nova Cluster Data Model Collector" -> "Nova API"\
+    : Fetch needed data to build the cluster data model
+    "Nova API" --> "Nova Cluster Data Model Collector" : Needed data
+    "Nova Cluster Data Model Collector" -> "Nova Cluster Data Model Collector"\
+    : Build an in-memory cluster data model
+    ]o<-- "Nova Cluster Data Model Collector" : Done
+deactivate "Nova Cluster Data Model Collector"
+
+@enduml

doc/source/image_src/plantuml/sequence_create_and_launch_audit.txt

@@ -0,0 +1,24 @@
+@startuml
+
+
+actor Administrator
+
+Administrator -> "Watcher CLI" : watcher audit create -a <audit_template>
+
+"Watcher CLI" -> "Watcher API" : POST audit(parameters)
+"Watcher API" -> "Watcher Database" : create new audit in database (status=PENDING)
+
+"Watcher API" <-- "Watcher Database" : new audit uuid
+"Watcher CLI" <-- "Watcher API" : return new audit URL
+
+Administrator <-- "Watcher CLI" : new audit uuid
+
+"Watcher API" -> "AMQP Bus" : trigger_audit(new_audit.uuid)
+"AMQP Bus" -> "Watcher Decision Engine" : trigger_audit(new_audit.uuid) (status=ONGOING)
+
+ref over "Watcher Decision Engine"
+  Trigger audit in the
+  Watcher Decision Engine
+end ref
+
+@enduml

doc/source/image_src/plantuml/sequence_create_audit_template.txt

@@ -0,0 +1,22 @@
+@startuml
+
+actor Administrator
+
+Administrator -> "Watcher CLI" : watcher audittemplate create <name> <goal> \
+[--strategy-uuid <strategy>]
+"Watcher CLI" -> "Watcher API" : POST audit_template(parameters)
+
+"Watcher API" -> "Watcher Database" : Request if goal exists in database
+"Watcher API" <-- "Watcher Database" : OK
+
+"Watcher API" -> "Watcher Database" : Request if strategy exists in database (if provided)
+"Watcher API" <-- "Watcher Database" : OK
+
+"Watcher API" -> "Watcher Database" : Create new audit_template in database
+"Watcher API" <-- "Watcher Database" : New audit template UUID
+
+"Watcher CLI" <-- "Watcher API" : Return new audit template URL in HTTP Location Header
+Administrator <-- "Watcher CLI" : New audit template UUID
+
+@enduml
+

doc/source/image_src/plantuml/sequence_from_audit_execution_to_actionplan_creation.txt

@@ -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

doc/source/image_src/plantuml/sequence_launch_action_plan.txt

@@ -0,0 +1,23 @@
+@startuml
+
+actor Administrator
+
+Administrator -> "Watcher CLI" : watcher actionplan start <action_plan_uuid>
+
+"Watcher CLI" -> "Watcher API" : PATCH action_plan(state=PENDING)
+"Watcher API" -> "Watcher Database" : action_plan.state=PENDING
+
+"Watcher CLI" <-- "Watcher API" : HTTP 200
+
+Administrator <-- "Watcher CLI" : OK
+
+"Watcher API" -> "AMQP Bus" : launch_action_plan(action_plan.uuid)
+"AMQP Bus" -> "Watcher Applier" : launch_action_plan(action_plan.uuid)
+
+ref over "Watcher Applier"
+  Launch Action Plan in the
+  Watcher Applier
+end ref
+
+@enduml
+

doc/source/image_src/plantuml/sequence_launch_action_plan_in_applier.txt

@@ -0,0 +1,31 @@
+@startuml
+
+"AMQP Bus" -> "Watcher Applier" : launch_action_plan(action_plan.uuid)
+"Watcher Applier" -> "Watcher Database" : action_plan.state=ONGOING
+"Watcher Applier" -[#blue]> "AMQP Bus" : notify action plan state = ONGOING
+"Watcher Applier" -> "Watcher Database" : get_action_list(action_plan.uuid)
+"Watcher Applier" <-- "Watcher Database" : actions
+loop for each action of the action flow
+create Action
+"Watcher Applier" -> Action : instantiate Action object with target resource id\n and input parameters
+"Watcher Applier" -> Action : validate_parameters()
+"Watcher Applier" <-- Action : OK
+"Watcher Applier" -[#blue]> "AMQP Bus" : notify action state = ONGOING
+"Watcher Applier" -> Action : preconditions()
+"Watcher Applier" <-- Action : OK
+"Watcher Applier" -> Action : execute()
+alt action is "migrate instance"
+Action -> "Nova API" : migrate(instance_id, dest_host_id)
+Action <-- "Nova API" : OK
+else action is "disable hypervisor"
+Action -> "Nova API" : host-update(host_id, maintenance=true)
+Action <-- "Nova API" : OK
+end
+"Watcher Applier" <-- Action : OK
+"Watcher Applier" -> "Watcher Database" : action.state=SUCCEEDED
+"Watcher Applier" -[#blue]> "AMQP Bus" : notify action state = SUCCEEDED
+end
+"Watcher Applier" -> "Watcher Database" : action_plan.state=SUCCEEDED
+"Watcher Applier" -[#blue]> "AMQP Bus" : notify action plan state = SUCCEEDED
+
+@enduml

doc/source/image_src/plantuml/sequence_overview_watcher_usage.txt

@@ -0,0 +1,37 @@
+@startuml
+
+actor Administrator
+
+== Create some Audit settings ==
+
+Administrator -> Watcher : create new Audit Template (i.e. Audit settings : goal, scope, deadline,...)
+Watcher -> Watcher : save Audit Template in database
+Administrator <-- Watcher : Audit Template UUID
+
+== Launch a new Audit ==
+
+Administrator -> Watcher : launch new Audit of the Openstack infrastructure resources\nwith a previously created Audit Template
+Administrator <-- Watcher : Audit UUID
+Administrator -> Watcher : get the Audit state
+Administrator <-- Watcher : ONGOING
+Watcher -> Watcher : compute a solution to achieve optimization goal
+Administrator -> Watcher : get the Audit state
+Administrator <-- Watcher : SUCCEEDED
+
+== Get the result of the Audit ==
+
+Administrator -> Watcher : get Action Plan
+Administrator <-- Watcher : recommended Action Plan and estimated efficacy
+Administrator -> Administrator : verify the recommended actions\nand evaluate the estimated gain vs aggressiveness of the solution
+
+== Launch the recommended Action Plan ==
+
+Administrator -> Watcher : launch the Action Plan
+Administrator <-- Watcher : Action Plan has been launched
+Watcher -> Watcher : trigger Actions on Openstack services
+Administrator -> Watcher : get the Action Plan state
+Administrator <-- Watcher : ONGOING
+Administrator -> Watcher : get the Action Plan state
+Administrator <-- Watcher : SUCCEEDED
+
+@enduml

doc/source/image_src/plantuml/sequence_trigger_audit_in_decision_engine.txt

@@ -0,0 +1,50 @@
+@startuml
+
+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
+"Decision Engine" -> "Strategy" : execute strategy
+activate "Strategy"
+    "Strategy" -> "Cluster Data Model Collector" : get cluster data model
+    "Cluster Data Model Collector" --> "Strategy"\
+    : copy of the in-memory cluster data model
+    loop while enough history data for the strategy
+        "Strategy" -> "Ceilometer API" : get necessary metrics
+        "Strategy" <-- "Ceilometer API" : aggregated metrics
+    end
+    "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 (unordered actions, efficacy indicators and global efficacy)
+deactivate "Strategy"
+
+create "Planner"
+"Decision Engine" -> "Planner" : load actions scheduler
+"Planner" --> "Decision Engine" : planner plugin
+"Decision Engine" -> "Planner" : schedule actions
+activate "Planner"
+    "Planner" -> "Planner"\
+    : schedule actions according to scheduling rules/policies
+    "Decision Engine" <-- "Planner" : new action plan
+deactivate "Planner"
+"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"
+
+hnote over "Decision Engine" : Idle
+
+@enduml

doc/source/image_src/plantuml/watcher_db_schema_diagram.txt

@@ -0,0 +1,144 @@
+@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(goals) {
+    primary_key(id: Integer)
+    uuid : String[36]
+    name : String[63]
+    display_name : String[63]
+    efficacy_specification : JSONEncodedList, nullable
+
+    created_at : DateTime
+    updated_at : DateTime
+    deleted_at : DateTime
+    deleted : Integer
+}
+
+
+table(strategies) {
+    primary_key(id: Integer)
+    foreign_key(goal_id : Integer)
+    uuid : String[36]
+    name : String[63]
+    display_name : String[63]
+    parameters_spec : JSONEncodedDict, nullable
+
+    created_at : DateTime
+    updated_at : DateTime
+    deleted_at : DateTime
+    deleted : Integer
+}
+
+
+table(audit_templates) {
+    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(audits) {
+    primary_key(id: Integer)
+    foreign_key("goal_id : Integer")
+    foreign_key("strategy_id : Integer, nullable")
+    uuid : String[36]
+    audit_type : String[20]
+    state : String[20], nullable
+    deadline : DateTime, nullable
+    interval : Integer, nullable
+    parameters : JSONEncodedDict, nullable
+    host_aggregate : Integer, nullable
+
+    created_at : DateTime
+    updated_at : DateTime
+    deleted_at : DateTime
+    deleted : Integer
+}
+
+
+table(action_plans) {
+    primary_key(id: Integer)
+    foreign_key("audit_id : Integer, nullable")
+    foreign_key("strategy_id : Integer")
+    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(actions) {
+    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_indicators) {
+    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
+}
+
+table(scoring_engines) {
+    primary_key(id: Integer)
+    uuid : String[36]
+    name : String[63]
+    description : String[255], nullable
+    metainfo : Text, nullable
+
+    created_at : DateTime
+    updated_at : DateTime
+    deleted_at : DateTime
+    deleted : Integer
+}
+
+ "goals" <.. "strategies" : Foreign Key
+ "goals" <.. "audit_templates" : Foreign Key
+ "strategies" <.. "audit_templates" : Foreign Key
+ "goals" <.. "audits" : Foreign Key
+ "strategies" <.. "audits" : Foreign Key
+ "action_plans" <.. "actions" : Foreign Key
+ "action_plans" <.. "efficacy_indicators" : Foreign Key
+ "strategies" <.. "action_plans" : Foreign Key
+ "audits" <.. "action_plans" : Foreign Key
+
+@enduml

doc/source/images/architecture.svg

@@ -0,0 +1,302 @@
+<?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="60cm" height="27cm" viewBox="-181 -239 1196 535" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+  <g>
+    <rect style="fill: #b3d6c6" x="-169.614" y="-237" width="1173" height="532"/>
+    <path style="fill: #b3d6c6" d="M -169.614,-237 A 10,10 0 0 0 -179.614,-227 L -169.614,-227 z"/>
+    <path style="fill: #b3d6c6" d="M 1013.39,-227 A 10,10 0 0 0 1003.39,-237 L 1003.39,-227 z"/>
+    <rect style="fill: #b3d6c6" x="-179.614" y="-227" width="1193" height="512"/>
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+    <path style="fill: #b3d6c6" d="M 1003.39,295 A 10,10 0 0 0 1013.39,285 L 1003.39,285 z"/>
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+  <use xlink:href="#glyph0-28" x="294.019531" y="484.054688"/>
+  <use xlink:href="#glyph0-16" x="311.871094" y="484.054688"/>
+  <use xlink:href="#glyph0-12" x="321.363281" y="484.054688"/>
+  <use xlink:href="#glyph0-16" x="332.164062" y="484.054688"/>
+  <use xlink:href="#glyph0-26" x="341.65625" y="484.054688"/>
+  <use xlink:href="#glyph0-6" x="352.085938" y="484.054688"/>
+  <use xlink:href="#glyph0-29" x="357.652344" y="484.054688"/>
+  <use xlink:href="#glyph0-14" x="363.609375" y="484.054688"/>
+  <use xlink:href="#glyph0-3" x="374.996094" y="484.054688"/>
+  <use xlink:href="#glyph0-4" x="386.441406" y="484.054688"/>
+  <use xlink:href="#glyph0-16" x="391.929688" y="484.054688"/>
+  <use xlink:href="#glyph0-12" x="401.421875" y="484.054688"/>
+  <use xlink:href="#glyph0-5" x="412.222656" y="484.054688"/>
+  <use xlink:href="#glyph0-22" x="419.878906" y="484.054688"/>
+  <use xlink:href="#glyph0-20" x="430.875" y="484.054688"/>
+</g>
+</g>
+</svg>

doc/source/index.rst

@@ -1,17 +1,37 @@
-============================================
-Welcome to Watcher's developer documentation
-============================================
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
 
-Mission
-=======
+          https://creativecommons.org/licenses/by/3.0/
 
-Provide an auditing service for OpenStack to improve workload placement
-on-the-go.
+================================
+Welcome to Watcher documentation
+================================
 
-The developer documentation provided here is continually kept up-to-date based
+OpenStack Watcher provides a flexible and scalable resource optimization
+service for multi-tenant OpenStack-based clouds.
+Watcher provides a complete optimization loop—including everything from a
+metrics receiver, complex event processor and profiler, optimization processor
+and an action plan applier. This provides a robust framework to realize a wide
+range of cloud optimization goals, including the reduction of data center
+operating costs, increased system performance via intelligent virtual machine
+migration, increased energy efficiency—and more!
+
+Watcher project consists of several source code repositories:
+
+* `watcher`_ - is the main repository. It contains code for Watcher API server,
+  Watcher Decision Engine and Watcher Applier.
+* `python-watcherclient`_ - Client library and CLI client for Watcher.
+* `watcher-dashboard`_ - Watcher Horizon plugin.
+
+The documentation provided here is continually kept up-to-date based
 on the latest code, and may not represent the state of the project at any
 specific prior release.
 
+.. _watcher: https://git.openstack.org/cgit/openstack/watcher/
+.. _python-watcherclient: https://git.openstack.org/cgit/openstack/python-watcherclient/
+.. _watcher-dashboard: https://git.openstack.org/cgit/openstack/watcher-dashboard/
+
 Developer Guide
 ===============
 
@@ -21,13 +41,24 @@ Introduction
 .. toctree::
   :maxdepth: 1
 
-  dev/glossary
-  dev/architecture
-  dev/environment
+  glossary
+  architecture
   dev/contributing
-  dev/plugins
 
 
+Getting Started
+---------------
+
+.. toctree::
+  :maxdepth: 1
+
+  dev/environment
+  dev/devstack
+  deploy/configuration
+  deploy/conf-files
+  dev/testing
+  dev/rally_link
+
 API References
 --------------
 
@@ -36,25 +67,53 @@ API References
 
   webapi/v1
 
+Plugins
+-------
+
+.. toctree::
+  :maxdepth: 1
+
+  dev/plugin/base-setup
+  dev/plugin/goal-plugin
+  dev/plugin/scoring-engine-plugin
+  dev/plugin/strategy-plugin
+  dev/plugin/cdmc-plugin
+  dev/plugin/action-plugin
+  dev/plugin/planner-plugin
+  dev/plugins
+
+
 Admin Guide
 ===========
 
-Overview
---------
+Introduction
+------------
 
 .. toctree::
   :maxdepth: 1
 
-  deploy/user-guide
   deploy/installation
+  deploy/user-guide
+  deploy/policy
+  deploy/gmr
 
-Commands
---------
+Watcher Manual Pages
+====================
 
 .. toctree::
-  :maxdepth: 1
+   :glob:
+   :maxdepth: 1
 
-  cmds/watcher-db-manage
+   man/*
+
+.. # NOTE(mriedem): This is the section where we hide things that we don't
+   # actually want in the table of contents but sphinx build would fail if
+   # they aren't in the toctree somewhere. For example, we hide api/autoindex
+   # since that's already covered with modindex below.
+.. toctree::
+   :hidden:
+
+   api/autoindex
 
 
 Indices and tables

doc/source/man/footer.rst

@@ -0,0 +1,5 @@
+BUGS
+====
+
+* Watcher bugs are tracked in Launchpad at `OpenStack Watcher
+  <http://bugs.launchpad.net/watcher>`__

doc/source/man/general-options.rst

@@ -0,0 +1,66 @@
+  **-h, --help**
+        Show the help message and exit
+
+  **--version**
+        Print the version number and exit
+
+  **-v, --verbose**
+        Print more verbose output
+
+  **--noverbose**
+        Disable verbose output
+
+  **-d, --debug**
+        Print debugging output (set logging level to DEBUG instead of
+        default WARNING level)
+
+  **--nodebug**
+        Disable debugging output
+
+  **--use-syslog**
+        Use syslog for logging
+
+  **--nouse-syslog**
+        Disable the use of syslog for logging
+
+  **--syslog-log-facility SYSLOG_LOG_FACILITY**
+        syslog facility to receive log lines
+
+  **--config-dir DIR**
+        Path to a config directory to pull \*.conf files from. This
+        file set is sorted, to provide a predictable parse order
+        if individual options are over-ridden. The set is parsed after
+        the file(s) specified via previous --config-file, arguments hence
+        over-ridden options in the directory take precedence. This means
+        that configuration from files in a specified config-dir will
+        always take precedence over configuration from files specified
+        by --config-file, regardless to argument order.
+
+  **--config-file PATH**
+        Path to a config file to use. Multiple config files can be
+        specified by using this flag multiple times, for example,
+        --config-file <file1> --config-file <file2>. Values in latter
+        files take precedence.
+
+  **--log-config-append PATH** **--log-config PATH**
+        The name of logging configuration file. It does not
+        disable existing loggers, but just appends specified
+        logging configuration to any other existing logging
+        options. Please see the Python logging module documentation
+        for details on logging configuration files. The log-config
+        name for this option is depcrecated.
+
+  **--log-format FORMAT**
+        A logging.Formatter log message format string which may use any
+        of the available logging.LogRecord attributes. Default: None
+
+  **--log-date-format DATE_FORMAT**
+        Format string for %(asctime)s in log records. Default: None
+
+  **--log-file PATH, --logfile PATH**
+        (Optional) Name of log file to output to. If not set, logging
+        will go to stdout.
+
+  **--log-dir LOG_DIR, --logdir LOG_DIR**
+        (Optional) The directory to keep log files in (will be prepended
+        to --log-file)

doc/source/man/watcher-api.rst

@@ -0,0 +1,39 @@
+===========
+watcher-api
+===========
+
+---------------------------
+Service for the Watcher API
+---------------------------
+
+:Author: openstack@lists.launchpad.net
+:Date:
+:Copyright: OpenStack Foundation
+:Version:
+:Manual section: 1
+:Manual group: cloud computing
+
+SYNOPSIS
+========
+
+watcher-api [options]
+
+DESCRIPTION
+===========
+
+watcher-api is a server daemon that serves the Watcher API
+
+OPTIONS
+=======
+
+  **General options**
+
+  .. include:: general-options.rst
+
+FILES
+=====
+
+  **/etc/watcher/watcher.conf**
+        Default configuration file for Watcher API
+
+.. include:: footer.rst

doc/source/man/watcher-applier.rst

@@ -0,0 +1,39 @@
+===============
+watcher-applier
+===============
+
+-------------------------------
+Service for the Watcher Applier
+-------------------------------
+
+:Author: openstack@lists.launchpad.net
+:Date:
+:Copyright: OpenStack Foundation
+:Version:
+:Manual section: 1
+:Manual group: cloud computing
+
+SYNOPSIS
+========
+
+watcher-applier [options]
+
+DESCRIPTION
+===========
+
+:ref:`Watcher Applier <watcher_applier_definition>`
+
+OPTIONS
+=======
+
+  **General options**
+
+  .. include:: general-options.rst
+
+FILES
+=====
+
+  **/etc/watcher/watcher.conf**
+        Default configuration file for Watcher Applier
+
+.. include:: footer.rst

doc/source/man/watcher-db-manage.rst

@@ -1,8 +1,14 @@
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
 .. _watcher-db-manage:
 
-=============
+=================
 watcher-db-manage
-=============
+=================
 
 The :command:`watcher-db-manage` utility is used to create the database schema
 tables that the watcher services will use for storage. It can also be used to
@@ -46,7 +52,7 @@ run the following::
 
   Show the program's version number and exit.
 
-.. option:: upgrade, downgrade, stamp, revision, version, create_schema
+.. option:: upgrade, downgrade, stamp, revision, version, create_schema, purge
 
   The :ref:`command <db-manage_cmds>` to run.
 
@@ -54,7 +60,8 @@ Usage
 =====
 
 Options for the various :ref:`commands <db-manage_cmds>` for
-:command:`watcher-db-manage` are listed when the :option:`-h` or :option:`--help`
+:command:`watcher-db-manage` are listed when the :option:`-h` or
+:option:`--help`
 option is used after the command.
 
 For example::
@@ -81,8 +88,9 @@ If no configuration file is specified with the :option:`--config-file` option,
 Command Options
 ===============
 
-:command:`watcher-db-manage` is given a command that tells the utility what actions
-to perform. These commands can take arguments. Several commands are available:
+:command:`watcher-db-manage` is given a command that tells the utility
+what actions to perform.
+These commands can take arguments. Several commands are available:
 
 .. _create_schema:
 
@@ -211,3 +219,42 @@ version
   Show help for version and exit.
 
 This command will output the current database version.
+
+purge
+-----
+
+.. program:: purge
+
+.. option:: -h, --help
+
+  Show help for purge and exit.
+
+.. option:: -d, --age-in-days
+
+  The number of days (starting from today) before which we consider soft
+  deleted objects as expired and should hence be erased. By default, all
+  objects soft deleted are considered expired. This can be useful as removing
+  a significant amount of objects may cause a performance issues.
+
+.. option:: -n, --max-number
+
+  The maximum number of database objects we expect to be deleted. If exceeded,
+  this will prevent any deletion.
+
+.. option:: -t, --audit-template
+
+  Either the UUID or name of the soft deleted audit template to purge. This
+  will also include any related objects with it.
+
+.. option:: -e, --exclude-orphans
+
+  This is a flag to indicate when we want to exclude orphan objects from
+  deletion.
+
+.. option:: --dry-run
+
+  This is a flag to indicate when we want to perform a dry run. This will show
+  the objects that would be deleted instead of actually deleting them.
+
+This command will purge the current database by removing both its soft deleted
+and orphan objects.

doc/source/man/watcher-decision-engine.rst

@@ -0,0 +1,39 @@
+=======================
+watcher-decision-engine
+=======================
+
+---------------------------------------
+Service for the Watcher Decision Engine
+---------------------------------------
+
+:Author: openstack@lists.launchpad.net
+:Date:
+:Copyright: OpenStack Foundation
+:Version:
+:Manual section: 1
+:Manual group: cloud computing
+
+SYNOPSIS
+========
+
+watcher-decision-engine [options]
+
+DESCRIPTION
+===========
+
+:ref:`Watcher Decision Engine <watcher_decision_engine_definition>`
+
+OPTIONS
+=======
+
+  **General options**
+
+  .. include:: general-options.rst
+
+FILES
+=====
+
+  **/etc/watcher/watcher.conf**
+        Default configuration file for Watcher Decision Engine
+
+.. include:: footer.rst

doc/source/readme.rst

@@ -1 +0,0 @@
-.. include:: ../../README.rst

doc/source/usage.rst

@@ -1,7 +0,0 @@
-========
-Usage
-========
-
-To use watcher in a project::
-
-    import watcher

doc/source/webapi/v1.rst

@@ -1,12 +1,31 @@
-=====================
- RESTful Web API (v1)
-=====================
+..
+      Except where otherwise noted, this document is licensed under Creative
+      Commons Attribution 3.0 License.  You can view the license at:
+
+          https://creativecommons.org/licenses/by/3.0/
+
+====================
+RESTful Web API (v1)
+====================
+
+Goals
+=====
+
+.. rest-controller:: watcher.api.controllers.v1.goal:GoalsController
+   :webprefix: /v1/goal
+
+.. autotype:: watcher.api.controllers.v1.goal.GoalCollection
+   :members:
+
+.. autotype:: watcher.api.controllers.v1.goal.Goal
+   :members:
+
 
 Audit Templates
 ===============
 
 .. rest-controller:: watcher.api.controllers.v1.audit_template:AuditTemplatesController
-   :webprefix: /v1/audit_template
+   :webprefix: /v1/audit_templates
 
 .. autotype:: watcher.api.controllers.v1.audit_template.AuditTemplateCollection
    :members:
@@ -14,7 +33,6 @@ Audit Templates
 .. autotype:: watcher.api.controllers.v1.audit_template.AuditTemplate
    :members:
 
-
 Audits
 ======
 
@@ -27,24 +45,22 @@ Audits
 .. autotype:: watcher.api.controllers.v1.audit.Audit
    :members:
 
-
 Links
 =====
 
 .. autotype:: watcher.api.controllers.link.Link
    :members:
 
-
-ActionPlans
-===========
+Action Plans
+============
 
 .. rest-controller:: watcher.api.controllers.v1.action_plan:ActionPlansController
    :webprefix: /v1/action_plans
 
-.. autotype:: watcher.api.controllers.v1.action_plan.ActionPlan
+.. autotype:: watcher.api.controllers.v1.action_plan.ActionPlanCollection
    :members:
 
-.. autotype:: watcher.api.controllers.v1.action_plan.ActionPlanCollection
+.. autotype:: watcher.api.controllers.v1.action_plan.ActionPlan
    :members:
 
 

etc/watcher/README-watcher.conf.txt

@@ -0,0 +1,4 @@
+To generate the sample watcher.conf file, run the following
+command from the top level of the watcher directory:
+
+tox -econfig

etc/watcher/policy.json

@@ -1,5 +1,41 @@
 {
     "admin_api": "role:admin or role:administrator",
     "show_password": "!",
-    "default": "rule:admin_api"
+    "default": "rule:admin_api",
+
+    "action:detail": "rule:default",
+    "action:get": "rule:default",
+    "action:get_all": "rule:default",
+
+    "action_plan:delete": "rule:default",
+    "action_plan:detail": "rule:default",
+    "action_plan:get": "rule:default",
+    "action_plan:get_all": "rule:default",
+    "action_plan:update": "rule:default",
+
+    "audit:create": "rule:default",
+    "audit:delete": "rule:default",
+    "audit:detail": "rule:default",
+    "audit:get": "rule:default",
+    "audit:get_all": "rule:default",
+    "audit:update": "rule:default",
+
+    "audit_template:create": "rule:default",
+    "audit_template:delete": "rule:default",
+    "audit_template:detail": "rule:default",
+    "audit_template:get": "rule:default",
+    "audit_template:get_all": "rule:default",
+    "audit_template:update": "rule:default",
+
+    "goal:detail": "rule:default",
+    "goal:get": "rule:default",
+    "goal:get_all": "rule:default",
+
+    "scoring_engine:detail": "rule:default",
+    "scoring_engine:get": "rule:default",
+    "scoring_engine:get_all": "rule:default",
+
+    "strategy:detail": "rule:default",
+    "strategy:get": "rule:default",
+    "strategy:get_all": "rule:default"
 }

etc/watcher/watcher-config-generator.conf

@@ -0,0 +1,16 @@
+[DEFAULT]
+output_file = etc/watcher/watcher.conf.sample
+wrap_width = 79
+
+namespace = watcher
+namespace = keystonemiddleware.auth_token
+namespace = oslo.cache
+namespace = oslo.concurrency
+namespace = oslo.db
+namespace = oslo.log
+namespace = oslo.messaging
+namespace = oslo.policy
+namespace = oslo.reports
+namespace = oslo.service.periodic_task
+namespace = oslo.service.service
+namespace = oslo.service.wsgi

etc/watcher/watcher.conf.sample

@@ -1,850 +0,0 @@
-[DEFAULT]
-
-#
-# From oslo.log
-#
-
-# Print debugging output (set logging level to DEBUG instead of
-# default INFO level). (boolean value)
-#debug = false
-
-# If set to false, will disable INFO logging level, making WARNING the
-# default. (boolean value)
-# This option is deprecated for removal.
-# Its value may be silently ignored in the future.
-#verbose = true
-
-# The name of a logging configuration file. This file is appended to
-# any existing logging configuration files. For details about logging
-# configuration files, see the Python logging module documentation.
-# Note that when logging configuration files are used then all logging
-# configuration is set in the configuration file and other logging
-# configuration options are ignored (for example, log_format). (string
-# value)
-# Deprecated group/name - [DEFAULT]/log_config
-#log_config_append = <None>
-
-# DEPRECATED. A logging.Formatter log message format string which may
-# use any of the available logging.LogRecord attributes. This option
-# is deprecated.  Please use logging_context_format_string and
-# logging_default_format_string instead. This option is ignored if
-# log_config_append is set. (string value)
-#log_format = <None>
-
-# Format string for %%(asctime)s in log records. Default: %(default)s
-# . This option is ignored if log_config_append is set. (string value)
-#log_date_format = %Y-%m-%d %H:%M:%S
-
-# (Optional) Name of log file to output to. If no default is set,
-# logging will go to stdout. This option is ignored if
-# log_config_append is set. (string value)
-# Deprecated group/name - [DEFAULT]/logfile
-#log_file = <None>
-
-# (Optional) The base directory used for relative --log-file paths.
-# This option is ignored if log_config_append is set. (string value)
-# Deprecated group/name - [DEFAULT]/logdir
-#log_dir = <None>
-
-# (Optional) Uses logging handler designed to watch file system. When
-# log file is moved or removed this handler will open a new log file
-# with specified path instantaneously. It makes sense only if log-file
-# option is specified and Linux platform is used. This option is
-# ignored if log_config_append is set. (boolean value)
-#watch_log_file = false
-
-# Use syslog for logging. Existing syslog format is DEPRECATED and
-# will be changed later to honor RFC5424. This option is ignored if
-# log_config_append is set. (boolean value)
-#use_syslog = false
-
-# (Optional) Enables or disables syslog rfc5424 format for logging. If
-# enabled, prefixes the MSG part of the syslog message with APP-NAME
-# (RFC5424). The format without the APP-NAME is deprecated in Kilo,
-# and will be removed in Mitaka, along with this option. This option
-# is ignored if log_config_append is set. (boolean value)
-# This option is deprecated for removal.
-# Its value may be silently ignored in the future.
-#use_syslog_rfc_format = true
-
-# Syslog facility to receive log lines. This option is ignored if
-# log_config_append is set. (string value)
-#syslog_log_facility = LOG_USER
-
-# Log output to standard error. This option is ignored if
-# log_config_append is set. (boolean value)
-#use_stderr = true
-
-# Format string to use for log messages with context. (string value)
-#logging_context_format_string = %(asctime)s.%(msecs)03d %(process)d %(levelname)s %(name)s [%(request_id)s %(user_identity)s] %(instance)s%(message)s
-
-# Format string to use for log messages without context. (string
-# value)
-#logging_default_format_string = %(asctime)s.%(msecs)03d %(process)d %(levelname)s %(name)s [-] %(instance)s%(message)s
-
-# Data to append to log format when level is DEBUG. (string value)
-#logging_debug_format_suffix = %(funcName)s %(pathname)s:%(lineno)d
-
-# Prefix each line of exception output with this format. (string
-# value)
-#logging_exception_prefix = %(asctime)s.%(msecs)03d %(process)d ERROR %(name)s %(instance)s
-
-# List of logger=LEVEL pairs. This option is ignored if
-# log_config_append is set. (list value)
-#default_log_levels = amqp=WARN,amqplib=WARN,boto=WARN,qpid=WARN,sqlalchemy=WARN,suds=INFO,oslo.messaging=INFO,iso8601=WARN,requests.packages.urllib3.connectionpool=WARN,urllib3.connectionpool=WARN,websocket=WARN,requests.packages.urllib3.util.retry=WARN,urllib3.util.retry=WARN,keystonemiddleware=WARN,routes.middleware=WARN,stevedore=WARN,taskflow=WARN
-
-# Enables or disables publication of error events. (boolean value)
-#publish_errors = false
-
-# The format for an instance that is passed with the log message.
-# (string value)
-#instance_format = "[instance: %(uuid)s] "
-
-# The format for an instance UUID that is passed with the log message.
-# (string value)
-#instance_uuid_format = "[instance: %(uuid)s] "
-
-# Format string for user_identity field of the
-# logging_context_format_string (string value)
-#logging_user_identity_format = %(user)s %(tenant)s %(domain)s %(user_domain)s %(project_domain)s
-
-# Enables or disables fatal status of deprecations. (boolean value)
-#fatal_deprecations = false
-
-#
-# From oslo.messaging
-#
-
-# Size of RPC connection pool. (integer value)
-# Deprecated group/name - [DEFAULT]/rpc_conn_pool_size
-#rpc_conn_pool_size = 30
-
-# ZeroMQ bind address. Should be a wildcard (*), an ethernet
-# interface, or IP. The "host" option should point or resolve to this
-# address. (string value)
-#rpc_zmq_bind_address = *
-
-# MatchMaker driver. (string value)
-#rpc_zmq_matchmaker = redis
-
-# Use REQ/REP pattern for all methods CALL/CAST/FANOUT. (boolean
-# value)
-#rpc_zmq_all_req_rep = true
-
-# Type of concurrency used. Either "native" or "eventlet" (string
-# value)
-#rpc_zmq_concurrency = eventlet
-
-# Number of ZeroMQ contexts, defaults to 1. (integer value)
-#rpc_zmq_contexts = 1
-
-# Maximum number of ingress messages to locally buffer per topic.
-# Default is unlimited. (integer value)
-#rpc_zmq_topic_backlog = <None>
-
-# Directory for holding IPC sockets. (string value)
-#rpc_zmq_ipc_dir = /var/run/openstack
-
-# Name of this node. Must be a valid hostname, FQDN, or IP address.
-# Must match "host" option, if running Nova. (string value)
-#rpc_zmq_host = localhost
-
-# Seconds to wait before a cast expires (TTL). Only supported by
-# impl_zmq. (integer value)
-#rpc_cast_timeout = 30
-
-# The default number of seconds that poll should wait. Poll raises
-# timeout exception when timeout expired. (integer value)
-#rpc_poll_timeout = 1
-
-# Shows whether zmq-messaging uses broker or not. (boolean value)
-#zmq_use_broker = true
-
-# Minimal port number for random ports range. (integer value)
-#rpc_zmq_min_port = 49152
-
-# Maximal port number for random ports range. (integer value)
-#rpc_zmq_max_port = 65536
-
-# Number of retries to find free port number before fail with
-# ZMQBindError. (integer value)
-#rpc_zmq_bind_port_retries = 100
-
-# Host to locate redis. (string value)
-#host = 127.0.0.1
-
-# Use this port to connect to redis host. (integer value)
-#port = 6379
-
-# Password for Redis server (optional). (string value)
-#password =
-
-# Size of executor thread pool. (integer value)
-# Deprecated group/name - [DEFAULT]/rpc_thread_pool_size
-#executor_thread_pool_size = 64
-
-# The Drivers(s) to handle sending notifications. Possible values are
-# messaging, messagingv2, routing, log, test, noop (multi valued)
-#notification_driver =
-
-# A URL representing the messaging driver to use for notifications. If
-# not set, we fall back to the same configuration used for RPC.
-# (string value)
-#notification_transport_url = <None>
-
-# AMQP topic used for OpenStack notifications. (list value)
-# Deprecated group/name - [rpc_notifier2]/topics
-#notification_topics = notifications
-
-# Seconds to wait for a response from a call. (integer value)
-#rpc_response_timeout = 60
-
-# A URL representing the messaging driver to use and its full
-# configuration. If not set, we fall back to the rpc_backend option
-# and driver specific configuration. (string value)
-#transport_url = <None>
-
-# The messaging driver to use, defaults to rabbit. Other drivers
-# include qpid and zmq. (string value)
-#rpc_backend = rabbit
-
-# The default exchange under which topics are scoped. May be
-# overridden by an exchange name specified in the transport_url
-# option. (string value)
-#control_exchange = openstack
-
-
-[api]
-
-#
-# From watcher
-#
-
-# The port for the watcher API server (integer value)
-#port = 9322
-
-# The listen IP for the watcher API server (string value)
-#host = 0.0.0.0
-
-# The maximum number of items returned in a single response from a
-# collection resource. (integer value)
-#max_limit = 1000
-
-
-[database]
-
-#
-# From oslo.db
-#
-
-# The file name to use with SQLite. (string value)
-# Deprecated group/name - [DEFAULT]/sqlite_db
-#sqlite_db = oslo.sqlite
-
-# If True, SQLite uses synchronous mode. (boolean value)
-# Deprecated group/name - [DEFAULT]/sqlite_synchronous
-#sqlite_synchronous = true
-
-# The back end to use for the database. (string value)
-# Deprecated group/name - [DEFAULT]/db_backend
-#backend = sqlalchemy
-
-# The SQLAlchemy connection string to use to connect to the database.
-# (string value)
-# Deprecated group/name - [DEFAULT]/sql_connection
-# Deprecated group/name - [DATABASE]/sql_connection
-# Deprecated group/name - [sql]/connection
-#connection = <None>
-
-# The SQLAlchemy connection string to use to connect to the slave
-# database. (string value)
-#slave_connection = <None>
-
-# The SQL mode to be used for MySQL sessions. This option, including
-# the default, overrides any server-set SQL mode. To use whatever SQL
-# mode is set by the server configuration, set this to no value.
-# Example: mysql_sql_mode= (string value)
-#mysql_sql_mode = TRADITIONAL
-
-# Timeout before idle SQL connections are reaped. (integer value)
-# Deprecated group/name - [DEFAULT]/sql_idle_timeout
-# Deprecated group/name - [DATABASE]/sql_idle_timeout
-# Deprecated group/name - [sql]/idle_timeout
-#idle_timeout = 3600
-
-# Minimum number of SQL connections to keep open in a pool. (integer
-# value)
-# Deprecated group/name - [DEFAULT]/sql_min_pool_size
-# Deprecated group/name - [DATABASE]/sql_min_pool_size
-#min_pool_size = 1
-
-# Maximum number of SQL connections to keep open in a pool. (integer
-# value)
-# Deprecated group/name - [DEFAULT]/sql_max_pool_size
-# Deprecated group/name - [DATABASE]/sql_max_pool_size
-#max_pool_size = <None>
-
-# Maximum number of database connection retries during startup. Set to
-# -1 to specify an infinite retry count. (integer value)
-# Deprecated group/name - [DEFAULT]/sql_max_retries
-# Deprecated group/name - [DATABASE]/sql_max_retries
-#max_retries = 10
-
-# Interval between retries of opening a SQL connection. (integer
-# value)
-# Deprecated group/name - [DEFAULT]/sql_retry_interval
-# Deprecated group/name - [DATABASE]/reconnect_interval
-#retry_interval = 10
-
-# If set, use this value for max_overflow with SQLAlchemy. (integer
-# value)
-# Deprecated group/name - [DEFAULT]/sql_max_overflow
-# Deprecated group/name - [DATABASE]/sqlalchemy_max_overflow
-#max_overflow = <None>
-
-# Verbosity of SQL debugging information: 0=None, 100=Everything.
-# (integer value)
-# Deprecated group/name - [DEFAULT]/sql_connection_debug
-#connection_debug = 0
-
-# Add Python stack traces to SQL as comment strings. (boolean value)
-# Deprecated group/name - [DEFAULT]/sql_connection_trace
-#connection_trace = false
-
-# If set, use this value for pool_timeout with SQLAlchemy. (integer
-# value)
-# Deprecated group/name - [DATABASE]/sqlalchemy_pool_timeout
-#pool_timeout = <None>
-
-# Enable the experimental use of database reconnect on connection
-# lost. (boolean value)
-#use_db_reconnect = false
-
-# Seconds between retries of a database transaction. (integer value)
-#db_retry_interval = 1
-
-# If True, increases the interval between retries of a database
-# operation up to db_max_retry_interval. (boolean value)
-#db_inc_retry_interval = true
-
-# If db_inc_retry_interval is set, the maximum seconds between retries
-# of a database operation. (integer value)
-#db_max_retry_interval = 10
-
-# Maximum retries in case of connection error or deadlock error before
-# error is raised. Set to -1 to specify an infinite retry count.
-# (integer value)
-#db_max_retries = 20
-
-
-[keystone_authtoken]
-
-#
-# From keystonemiddleware.auth_token
-#
-
-# Complete public Identity API endpoint. (string value)
-#auth_uri = <None>
-
-# API version of the admin Identity API endpoint. (string value)
-#auth_version = <None>
-
-# Do not handle authorization requests within the middleware, but
-# delegate the authorization decision to downstream WSGI components.
-# (boolean value)
-#delay_auth_decision = false
-
-# Request timeout value for communicating with Identity API server.
-# (integer value)
-#http_connect_timeout = <None>
-
-# How many times are we trying to reconnect when communicating with
-# Identity API Server. (integer value)
-#http_request_max_retries = 3
-
-# Env key for the swift cache. (string value)
-#cache = <None>
-
-# Required if identity server requires client certificate (string
-# value)
-#certfile = <None>
-
-# Required if identity server requires client certificate (string
-# value)
-#keyfile = <None>
-
-# A PEM encoded Certificate Authority to use when verifying HTTPs
-# connections. Defaults to system CAs. (string value)
-#cafile = <None>
-
-# Verify HTTPS connections. (boolean value)
-#insecure = false
-
-# The region in which the identity server can be found. (string value)
-#region_name = <None>
-
-# Directory used to cache files related to PKI tokens. (string value)
-#signing_dir = <None>
-
-# Optionally specify a list of memcached server(s) to use for caching.
-# If left undefined, tokens will instead be cached in-process. (list
-# value)
-# Deprecated group/name - [DEFAULT]/memcache_servers
-#memcached_servers = <None>
-
-# In order to prevent excessive effort spent validating tokens, the
-# middleware caches previously-seen tokens for a configurable duration
-# (in seconds). Set to -1 to disable caching completely. (integer
-# value)
-#token_cache_time = 300
-
-# Determines the frequency at which the list of revoked tokens is
-# retrieved from the Identity service (in seconds). A high number of
-# revocation events combined with a low cache duration may
-# significantly reduce performance. (integer value)
-#revocation_cache_time = 10
-
-# (Optional) If defined, indicate whether token data should be
-# authenticated or authenticated and encrypted. Acceptable values are
-# MAC or ENCRYPT.  If MAC, token data is authenticated (with HMAC) in
-# the cache. If ENCRYPT, token data is encrypted and authenticated in
-# the cache. If the value is not one of these options or empty,
-# auth_token will raise an exception on initialization. (string value)
-#memcache_security_strategy = <None>
-
-# (Optional, mandatory if memcache_security_strategy is defined) This
-# string is used for key derivation. (string value)
-#memcache_secret_key = <None>
-
-# (Optional) Number of seconds memcached server is considered dead
-# before it is tried again. (integer value)
-#memcache_pool_dead_retry = 300
-
-# (Optional) Maximum total number of open connections to every
-# memcached server. (integer value)
-#memcache_pool_maxsize = 10
-
-# (Optional) Socket timeout in seconds for communicating with a
-# memcached server. (integer value)
-#memcache_pool_socket_timeout = 3
-
-# (Optional) Number of seconds a connection to memcached is held
-# unused in the pool before it is closed. (integer value)
-#memcache_pool_unused_timeout = 60
-
-# (Optional) Number of seconds that an operation will wait to get a
-# memcached client connection from the pool. (integer value)
-#memcache_pool_conn_get_timeout = 10
-
-# (Optional) Use the advanced (eventlet safe) memcached client pool.
-# The advanced pool will only work under python 2.x. (boolean value)
-#memcache_use_advanced_pool = false
-
-# (Optional) Indicate whether to set the X-Service-Catalog header. If
-# False, middleware will not ask for service catalog on token
-# validation and will not set the X-Service-Catalog header. (boolean
-# value)
-#include_service_catalog = true
-
-# Used to control the use and type of token binding. Can be set to:
-# "disabled" to not check token binding. "permissive" (default) to
-# validate binding information if the bind type is of a form known to
-# the server and ignore it if not. "strict" like "permissive" but if
-# the bind type is unknown the token will be rejected. "required" any
-# form of token binding is needed to be allowed. Finally the name of a
-# binding method that must be present in tokens. (string value)
-#enforce_token_bind = permissive
-
-# If true, the revocation list will be checked for cached tokens. This
-# requires that PKI tokens are configured on the identity server.
-# (boolean value)
-#check_revocations_for_cached = false
-
-# Hash algorithms to use for hashing PKI tokens. This may be a single
-# algorithm or multiple. The algorithms are those supported by Python
-# standard hashlib.new(). The hashes will be tried in the order given,
-# so put the preferred one first for performance. The result of the
-# first hash will be stored in the cache. This will typically be set
-# to multiple values only while migrating from a less secure algorithm
-# to a more secure one. Once all the old tokens are expired this
-# option should be set to a single value for better performance. (list
-# value)
-#hash_algorithms = md5
-
-# Prefix to prepend at the beginning of the path. Deprecated, use
-# identity_uri. (string value)
-#auth_admin_prefix =
-
-# Host providing the admin Identity API endpoint. Deprecated, use
-# identity_uri. (string value)
-#auth_host = 127.0.0.1
-
-# Port of the admin Identity API endpoint. Deprecated, use
-# identity_uri. (integer value)
-#auth_port = 35357
-
-# Protocol of the admin Identity API endpoint (http or https).
-# Deprecated, use identity_uri. (string value)
-#auth_protocol = https
-
-# Complete admin Identity API endpoint. This should specify the
-# unversioned root endpoint e.g. https://localhost:35357/ (string
-# value)
-#identity_uri = <None>
-
-# This option is deprecated and may be removed in a future release.
-# Single shared secret with the Keystone configuration used for
-# bootstrapping a Keystone installation, or otherwise bypassing the
-# normal authentication process. This option should not be used, use
-# `admin_user` and `admin_password` instead. (string value)
-#admin_token = <None>
-
-# Service username. (string value)
-#admin_user = <None>
-
-# Service user password. (string value)
-#admin_password = <None>
-
-# Service tenant name. (string value)
-#admin_tenant_name = admin
-
-
-[matchmaker_redis]
-
-#
-# From oslo.messaging
-#
-
-# Host to locate redis. (string value)
-#host = 127.0.0.1
-
-# Use this port to connect to redis host. (integer value)
-#port = 6379
-
-# Password for Redis server (optional). (string value)
-#password =
-
-
-[oslo_messaging_amqp]
-
-#
-# From oslo.messaging
-#
-
-# address prefix used when sending to a specific server (string value)
-# Deprecated group/name - [amqp1]/server_request_prefix
-#server_request_prefix = exclusive
-
-# address prefix used when broadcasting to all servers (string value)
-# Deprecated group/name - [amqp1]/broadcast_prefix
-#broadcast_prefix = broadcast
-
-# address prefix when sending to any server in group (string value)
-# Deprecated group/name - [amqp1]/group_request_prefix
-#group_request_prefix = unicast
-
-# Name for the AMQP container (string value)
-# Deprecated group/name - [amqp1]/container_name
-#container_name = <None>
-
-# Timeout for inactive connections (in seconds) (integer value)
-# Deprecated group/name - [amqp1]/idle_timeout
-#idle_timeout = 0
-
-# Debug: dump AMQP frames to stdout (boolean value)
-# Deprecated group/name - [amqp1]/trace
-#trace = false
-
-# CA certificate PEM file to verify server certificate (string value)
-# Deprecated group/name - [amqp1]/ssl_ca_file
-#ssl_ca_file =
-
-# Identifying certificate PEM file to present to clients (string
-# value)
-# Deprecated group/name - [amqp1]/ssl_cert_file
-#ssl_cert_file =
-
-# Private key PEM file used to sign cert_file certificate (string
-# value)
-# Deprecated group/name - [amqp1]/ssl_key_file
-#ssl_key_file =
-
-# Password for decrypting ssl_key_file (if encrypted) (string value)
-# Deprecated group/name - [amqp1]/ssl_key_password
-#ssl_key_password = <None>
-
-# Accept clients using either SSL or plain TCP (boolean value)
-# Deprecated group/name - [amqp1]/allow_insecure_clients
-#allow_insecure_clients = false
-
-# Space separated list of acceptable SASL mechanisms (string value)
-# Deprecated group/name - [amqp1]/sasl_mechanisms
-#sasl_mechanisms =
-
-# Path to directory that contains the SASL configuration (string
-# value)
-# Deprecated group/name - [amqp1]/sasl_config_dir
-#sasl_config_dir =
-
-# Name of configuration file (without .conf suffix) (string value)
-# Deprecated group/name - [amqp1]/sasl_config_name
-#sasl_config_name =
-
-# User name for message broker authentication (string value)
-# Deprecated group/name - [amqp1]/username
-#username =
-
-# Password for message broker authentication (string value)
-# Deprecated group/name - [amqp1]/password
-#password =
-
-
-[oslo_messaging_qpid]
-
-#
-# From oslo.messaging
-#
-
-# Use durable queues in AMQP. (boolean value)
-# Deprecated group/name - [DEFAULT]/amqp_durable_queues
-# Deprecated group/name - [DEFAULT]/rabbit_durable_queues
-#amqp_durable_queues = false
-
-# Auto-delete queues in AMQP. (boolean value)
-# Deprecated group/name - [DEFAULT]/amqp_auto_delete
-#amqp_auto_delete = false
-
-# Send a single AMQP reply to call message. The current behaviour
-# since oslo-incubator is to send two AMQP replies - first one with
-# the payload, a second one to ensure the other have finish to send
-# the payload. We are going to remove it in the N release, but we must
-# keep backward compatible at the same time. This option provides such
-# compatibility - it defaults to False in Liberty and can be turned on
-# for early adopters with a new installations or for testing. Please
-# note, that this option will be removed in the Mitaka release.
-# (boolean value)
-#send_single_reply = false
-
-# Qpid broker hostname. (string value)
-# Deprecated group/name - [DEFAULT]/qpid_hostname
-#qpid_hostname = localhost
-
-# Qpid broker port. (integer value)
-# Deprecated group/name - [DEFAULT]/qpid_port
-#qpid_port = 5672
-
-# Qpid HA cluster host:port pairs. (list value)
-# Deprecated group/name - [DEFAULT]/qpid_hosts
-#qpid_hosts = $qpid_hostname:$qpid_port
-
-# Username for Qpid connection. (string value)
-# Deprecated group/name - [DEFAULT]/qpid_username
-#qpid_username =
-
-# Password for Qpid connection. (string value)
-# Deprecated group/name - [DEFAULT]/qpid_password
-#qpid_password =
-
-# Space separated list of SASL mechanisms to use for auth. (string
-# value)
-# Deprecated group/name - [DEFAULT]/qpid_sasl_mechanisms
-#qpid_sasl_mechanisms =
-
-# Seconds between connection keepalive heartbeats. (integer value)
-# Deprecated group/name - [DEFAULT]/qpid_heartbeat
-#qpid_heartbeat = 60
-
-# Transport to use, either 'tcp' or 'ssl'. (string value)
-# Deprecated group/name - [DEFAULT]/qpid_protocol
-#qpid_protocol = tcp
-
-# Whether to disable the Nagle algorithm. (boolean value)
-# Deprecated group/name - [DEFAULT]/qpid_tcp_nodelay
-#qpid_tcp_nodelay = true
-
-# The number of prefetched messages held by receiver. (integer value)
-# Deprecated group/name - [DEFAULT]/qpid_receiver_capacity
-#qpid_receiver_capacity = 1
-
-# The qpid topology version to use.  Version 1 is what was originally
-# used by impl_qpid.  Version 2 includes some backwards-incompatible
-# changes that allow broker federation to work.  Users should update
-# to version 2 when they are able to take everything down, as it
-# requires a clean break. (integer value)
-# Deprecated group/name - [DEFAULT]/qpid_topology_version
-#qpid_topology_version = 1
-
-
-[oslo_messaging_rabbit]
-
-#
-# From oslo.messaging
-#
-
-# Use durable queues in AMQP. (boolean value)
-# Deprecated group/name - [DEFAULT]/amqp_durable_queues
-# Deprecated group/name - [DEFAULT]/rabbit_durable_queues
-#amqp_durable_queues = false
-
-# Auto-delete queues in AMQP. (boolean value)
-# Deprecated group/name - [DEFAULT]/amqp_auto_delete
-#amqp_auto_delete = false
-
-# Send a single AMQP reply to call message. The current behaviour
-# since oslo-incubator is to send two AMQP replies - first one with
-# the payload, a second one to ensure the other have finish to send
-# the payload. We are going to remove it in the N release, but we must
-# keep backward compatible at the same time. This option provides such
-# compatibility - it defaults to False in Liberty and can be turned on
-# for early adopters with a new installations or for testing. Please
-# note, that this option will be removed in the Mitaka release.
-# (boolean value)
-#send_single_reply = false
-
-# SSL version to use (valid only if SSL enabled). Valid values are
-# TLSv1 and SSLv23. SSLv2, SSLv3, TLSv1_1, and TLSv1_2 may be
-# available on some distributions. (string value)
-# Deprecated group/name - [DEFAULT]/kombu_ssl_version
-#kombu_ssl_version =
-
-# SSL key file (valid only if SSL enabled). (string value)
-# Deprecated group/name - [DEFAULT]/kombu_ssl_keyfile
-#kombu_ssl_keyfile =
-
-# SSL cert file (valid only if SSL enabled). (string value)
-# Deprecated group/name - [DEFAULT]/kombu_ssl_certfile
-#kombu_ssl_certfile =
-
-# SSL certification authority file (valid only if SSL enabled).
-# (string value)
-# Deprecated group/name - [DEFAULT]/kombu_ssl_ca_certs
-#kombu_ssl_ca_certs =
-
-# How long to wait before reconnecting in response to an AMQP consumer
-# cancel notification. (floating point value)
-# Deprecated group/name - [DEFAULT]/kombu_reconnect_delay
-#kombu_reconnect_delay = 1.0
-
-# How long to wait before considering a reconnect attempt to have
-# failed. This value should not be longer than rpc_response_timeout.
-# (integer value)
-#kombu_reconnect_timeout = 60
-
-# The RabbitMQ broker address where a single node is used. (string
-# value)
-# Deprecated group/name - [DEFAULT]/rabbit_host
-#rabbit_host = localhost
-
-# The RabbitMQ broker port where a single node is used. (integer
-# value)
-# Deprecated group/name - [DEFAULT]/rabbit_port
-#rabbit_port = 5672
-
-# RabbitMQ HA cluster host:port pairs. (list value)
-# Deprecated group/name - [DEFAULT]/rabbit_hosts
-#rabbit_hosts = $rabbit_host:$rabbit_port
-
-# Connect over SSL for RabbitMQ. (boolean value)
-# Deprecated group/name - [DEFAULT]/rabbit_use_ssl
-#rabbit_use_ssl = false
-
-# The RabbitMQ userid. (string value)
-# Deprecated group/name - [DEFAULT]/rabbit_userid
-#rabbit_userid = guest
-
-# The RabbitMQ password. (string value)
-# Deprecated group/name - [DEFAULT]/rabbit_password
-#rabbit_password = guest
-
-# The RabbitMQ login method. (string value)
-# Deprecated group/name - [DEFAULT]/rabbit_login_method
-#rabbit_login_method = AMQPLAIN
-
-# The RabbitMQ virtual host. (string value)
-# Deprecated group/name - [DEFAULT]/rabbit_virtual_host
-#rabbit_virtual_host = /
-
-# How frequently to retry connecting with RabbitMQ. (integer value)
-#rabbit_retry_interval = 1
-
-# How long to backoff for between retries when connecting to RabbitMQ.
-# (integer value)
-# Deprecated group/name - [DEFAULT]/rabbit_retry_backoff
-#rabbit_retry_backoff = 2
-
-# Maximum number of RabbitMQ connection retries. Default is 0
-# (infinite retry count). (integer value)
-# Deprecated group/name - [DEFAULT]/rabbit_max_retries
-#rabbit_max_retries = 0
-
-# Use HA queues in RabbitMQ (x-ha-policy: all). If you change this
-# option, you must wipe the RabbitMQ database. (boolean value)
-# Deprecated group/name - [DEFAULT]/rabbit_ha_queues
-#rabbit_ha_queues = false
-
-# Number of seconds after which the Rabbit broker is considered down
-# if heartbeat's keep-alive fails (0 disable the heartbeat).
-# EXPERIMENTAL (integer value)
-#heartbeat_timeout_threshold = 60
-
-# How often times during the heartbeat_timeout_threshold we check the
-# heartbeat. (integer value)
-#heartbeat_rate = 2
-
-# Deprecated, use rpc_backend=kombu+memory or rpc_backend=fake
-# (boolean value)
-# Deprecated group/name - [DEFAULT]/fake_rabbit
-#fake_rabbit = false
-
-
-[watcher_applier]
-
-#
-# From watcher
-#
-
-# The number of worker (integer value)
-#applier_worker = 1
-
-# The topic name used forcontrol events, this topic used for rpc call
-# (string value)
-#topic_control = watcher.applier.control
-
-# The topic name used for status events, this topic is used so as to
-# notifythe others components of the system (string value)
-#topic_status = watcher.applier.status
-
-# The identifier used by watcher module on the message broker (string
-# value)
-#publisher_id = watcher.applier.api
-
-
-[watcher_decision_engine]
-
-#
-# From watcher
-#
-
-# The topic name used forcontrol events, this topic used for rpc call
-# (string value)
-#topic_control = watcher.decision.control
-
-# The topic name used for status events, this topic is used so as to
-# notifythe others components of the system (string value)
-#topic_status = watcher.decision.status
-
-# The identifier used by watcher module on the message broker (string
-# value)
-#publisher_id = watcher.decision.api
-
-
-[watcher_goals]
-
-#
-# From watcher
-#
-
-# Goals used for the optimization. Maps each goal to an associated
-# strategy (for example: BASIC_CONSOLIDATION:basic,
-# MY_GOAL:my_strategy_1) (dict value)
-#goals = DUMMY:dummy

rally-jobs/README.rst

@@ -0,0 +1,42 @@
+Rally job
+=========
+
+We provide, with Watcher, a Rally plugin you can use to benchmark the optimization service.
+
+To launch this task with configured Rally you just need to run:
+
+::
+
+  rally task start watcher/rally-jobs/watcher.yaml
+
+Structure
+---------
+
+* plugins - directory where you can add rally plugins. Almost everything in
+  Rally is a plugin. Benchmark context, Benchmark scenario, SLA checks, Generic
+  cleanup resources, ....
+
+* extra - all files from this directory will be copy pasted to gates, so you
+  are able to use absolute paths in rally tasks.
+  Files will be located in ~/.rally/extra/*
+
+* watcher.yaml is a task that is run in gates against OpenStack
+  deployed by DevStack
+
+
+Useful links
+------------
+
+* How to install: http://docs.openstack.org/developer/rally/install.html
+
+* How to set Rally up and launch your first scenario:  https://rally.readthedocs.io/en/latest/tutorial/step_1_setting_up_env_and_running_benchmark_from_samples.html
+
+* More about Rally: https://rally.readthedocs.org/en/latest/
+
+* Rally release notes: https://rally.readthedocs.org/en/latest/release_notes.html
+
+* How to add rally-gates: https://rally.readthedocs.org/en/latest/gates.html
+
+* About plugins:  https://rally.readthedocs.org/en/latest/plugins.html
+
+* Plugin samples: https://github.com/openstack/rally/tree/master/samples/plugins

rally-jobs/watcher-watcher.yaml

@@ -0,0 +1,67 @@
+---
+  Watcher.create_audit_and_delete:
+    -
+      runner:
+        type: "constant"
+        times: 10
+        concurrency: 2
+      context:
+        users:
+          tenants: 2
+          users_per_tenant: 2
+        audit_templates:
+          audit_templates_per_admin: 5
+          fill_strategy: "round_robin"
+          params:
+            - goal:
+                  name: "dummy"
+              strategy:
+                  name: "dummy"
+              extra: {}
+      sla:
+        failure_rate:
+          max: 0
+
+  Watcher.create_audit_template_and_delete:
+    -
+      args:
+        goal:
+          name: "dummy"
+        strategy:
+          name: "dummy"
+        extra: {}
+      runner:
+        type: "constant"
+        times: 10
+        concurrency: 2
+      sla:
+        failure_rate:
+          max: 0
+
+  Watcher.list_audit_templates:
+    -
+      runner:
+        type: "constant"
+        times: 10
+        concurrency: 2
+      context:
+        users:
+          tenants: 2
+          users_per_tenant: 2
+        audit_templates:
+          audit_templates_per_admin: 5
+          fill_strategy: "random"
+          params:
+            - goal:
+                  name: "workload_balancing"
+              strategy:
+                  name: "workload_stabilization"
+              extra: {}
+            - goal:
+                  name: "dummy"
+              strategy:
+                  name: "dummy"
+              extra: {}
+      sla:
+        failure_rate:
+          max: 0

releasenotes/notes/add-plugins-parameters-376eb6b0b8978b44.yaml

@@ -0,0 +1,8 @@
+---
+features:
+  - Added a standard way to both declare and fetch
+    configuration options so that whenever the
+    administrator generates the Watcher
+    configuration sample file, it contains the
+    configuration options of the plugins that are
+    currently available.

releasenotes/notes/add-scoring-module-fa00d013ed2d614e.yaml

@@ -0,0 +1,7 @@
+---
+features:
+  - Added a generic scoring engine module, which
+    will standarize interactions with scoring engines
+    through the common API. It is possible to use the
+    scoring engine by different Strategies, which
+    improve the code and data model re-use.

releasenotes/notes/cluster-model-objects-wrapper-9c799ea262c56a5b.yaml

@@ -0,0 +1,6 @@
+---
+features:
+  - Added an in-memory cache of the cluster model
+    built up and kept fresh via notifications from
+    services of interest in addition to periodic
+    syncing logic.

releasenotes/notes/configurable-weights-default-planner-3746b33160bc7347.yaml

@@ -0,0 +1,4 @@
+---
+features:
+  - Added a way to add a new action without having to
+    amend the source code of the default planner.

releasenotes/notes/continuously-optimization-35364f4d2c0b81fc.yaml

@@ -0,0 +1,4 @@
+---
+features:
+  - Added a way to create periodic audit to be able to
+    optimize continuously the cloud infrastructure.

releasenotes/notes/efficacy-indicator-95380ad7b84e3be2.yaml

@@ -0,0 +1,4 @@
+---
+features:
+  - Added a way to compare the efficacy of different
+    strategies for a give optimization goal.

releasenotes/notes/get-goal-from-strategy-396c9b13a38bb650.yaml

@@ -0,0 +1,5 @@
+---
+features:
+  - Added a way to return the of available goals depending
+    on which strategies have been deployed on the node
+    where the decison engine is running.

releasenotes/notes/optimization-threshold-21ad38f0470d0e1a.yaml

@@ -0,0 +1,5 @@
+---
+features:
+  - Allow decision engine to pass strategy parameters,
+    like optimization threshold, to selected strategy,
+    also strategy to provide parameters info to end user.

releasenotes/notes/persistent-audit-parameters-ae41dd7252ba9672.yaml

@@ -0,0 +1,6 @@
+---
+features:
+  - Copy all audit templates parameters into
+    audit instead of having a reference to the
+    audit template.
+

releasenotes/notes/standard-deviation-strategy-cd1d0c443fdfde9c.yaml

@@ -0,0 +1,7 @@
+---
+features:
+  - Added a strategy that monitors if there is a higher
+    load on some hosts compared to other hosts in the
+    cluster and re-balances the work across hosts to
+    minimize the standard deviation of the loads in
+    the cluster.

releasenotes/notes/uniform-airflow-strategy-68cdba1419c3f770.yaml

@@ -0,0 +1,5 @@
+---
+features:
+  - Added a new strategy based on the airflow
+    of servers. This strategy makes decisions
+    to migrate VMs to make the airflow uniform.

releasenotes/notes/watcher-policies-1e86a30f0f11c6fa.yaml

@@ -0,0 +1,4 @@
+---
+features:
+  - Added policies to handle user rights
+    to access Watcher API.

releasenotes/notes/workload-balance-migration-strategy-a0b05148a57815c0.yaml

@@ -0,0 +1,7 @@
+---
+features:
+  - Added a strategy based on the VM workloads of
+    hypervisors. This strategy makes decisions to
+    migrate workloads to make the total VM workloads
+    of each hypervisor balanced, when the total VM
+    workloads of hypervisor reaches threshold.

releasenotes/source/conf.py

@@ -0,0 +1,244 @@
+# -*- coding: utf-8 -*-
+#
+# watcher documentation build configuration file, created by
+# sphinx-quickstart on Fri Jun  3 11:37:52 2016.
+#
+# This file is execfile()d with the current directory set to its containing dir
+#
+# Note that not all possible configuration values are present in this
+# autogenerated file.
+#
+# All configuration values have a default; values that are commented out
+# serve to show the default.
+
+import sys, os
+from watcher import version as watcher_version
+
+# If extensions (or modules to document with autodoc) are in another directory,
+# add these directories to sys.path here. If the directory is relative to the
+# documentation root, use os.path.abspath to make it absolute, like shown here.
+#sys.path.insert(0, os.path.abspath('.'))
+
+# -- General configuration ----------------------------------------------------
+
+# If your documentation needs a minimal Sphinx version, state it here.
+#needs_sphinx = '1.0'
+
+# Add any Sphinx extension module names here, as strings. They can be
+# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
+extensions = ['reno.sphinxext',
+              'oslosphinx']
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ['_templates']
+
+# The suffix of source filenames.
+source_suffix = '.rst'
+
+# The encoding of source files.
+#source_encoding = 'utf-8-sig'
+
+# The master toctree document.
+master_doc = 'index'
+
+# General information about the project.
+project = u'watcher'
+copyright = u'2016, Watcher developers'
+
+# The version info for the project you're documenting, acts as replacement for
+# |version| and |release|, also used in various other places throughout the
+# built documents.
+#
+# The short X.Y version.
+version = watcher_version.version_info.release_string()
+# The full version, including alpha/beta/rc tags.
+release = watcher_version.version_info.version_string()
+
+# The language for content autogenerated by Sphinx. Refer to documentation
+# for a list of supported languages.
+#language = None
+
+# There are two options for replacing |today|: either, you set today to some
+# non-false value, then it is used:
+#today = ''
+# Else, today_fmt is used as the format for a strftime call.
+#today_fmt = '%B %d, %Y'
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+exclude_patterns = ['_build']
+
+# The reST default role (used for this markup: `text`) to use for all documents
+#default_role = None
+
+# If true, '()' will be appended to :func: etc. cross-reference text.
+#add_function_parentheses = True
+
+# If true, the current module name will be prepended to all description
+# unit titles (such as .. function::).
+#add_module_names = True
+
+# If true, sectionauthor and moduleauthor directives will be shown in the
+# output. They are ignored by default.
+#show_authors = False
+
+# The name of the Pygments (syntax highlighting) style to use.
+pygments_style = 'sphinx'
+
+# A list of ignored prefixes for module index sorting.
+#modindex_common_prefix = []
+
+
+# -- Options for HTML output --------------------------------------------------
+
+# The theme to use for HTML and HTML Help pages.  See the documentation for
+# a list of builtin themes.
+html_theme = 'default'
+
+# Theme options are theme-specific and customize the look and feel of a theme
+# further.  For a list of options available for each theme, see the
+# documentation.
+#html_theme_options = {}
+
+# Add any paths that contain custom themes here, relative to this directory.
+#html_theme_path = []
+
+# The name for this set of Sphinx documents.  If None, it defaults to
+# "<project> v<release> documentation".
+#html_title = None
+
+# A shorter title for the navigation bar.  Default is the same as html_title.
+#html_short_title = None
+
+# The name of an image file (relative to this directory) to place at the top
+# of the sidebar.
+#html_logo = None
+
+# The name of an image file (within the static path) to use as favicon of the
+# docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
+# pixels large.
+#html_favicon = None
+
+# Add any paths that contain custom static files (such as style sheets) here,
+# relative to this directory. They are copied after the builtin static files,
+# so a file named "default.css" will overwrite the builtin "default.css".
+html_static_path = ['_static']
+
+# If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
+# using the given strftime format.
+#html_last_updated_fmt = '%b %d, %Y'
+
+# If true, SmartyPants will be used to convert quotes and dashes to
+# typographically correct entities.
+#html_use_smartypants = True
+
+# Custom sidebar templates, maps document names to template names.
+#html_sidebars = {}
+
+# Additional templates that should be rendered to pages, maps page names to
+# template names.
+#html_additional_pages = {}
+
+# If false, no module index is generated.
+#html_domain_indices = True
+
+# If false, no index is generated.
+#html_use_index = True
+
+# If true, the index is split into individual pages for each letter.
+#html_split_index = False
+
+# If true, links to the reST sources are added to the pages.
+#html_show_sourcelink = True
+
+# If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
+#html_show_sphinx = True
+
+# If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
+#html_show_copyright = True
+
+# If true, an OpenSearch description file will be output, and all pages will
+# contain a <link> tag referring to it.  The value of this option must be the
+# base URL from which the finished HTML is served.
+#html_use_opensearch = ''
+
+# This is the file name suffix for HTML files (e.g. ".xhtml").
+#html_file_suffix = None
+
+# Output file base name for HTML help builder.
+htmlhelp_basename = 'watcherdoc'
+
+
+# -- Options for LaTeX output -------------------------------------------------
+
+latex_elements = {
+# The paper size ('letterpaper' or 'a4paper').
+#'papersize': 'letterpaper',
+
+# The font size ('10pt', '11pt' or '12pt').
+#'pointsize': '10pt',
+
+# Additional stuff for the LaTeX preamble.
+#'preamble': '',
+}
+
+# Grouping the document tree into LaTeX files. List of tuples
+# (source start file, target name, title, author, documentclass [howto/manual])
+latex_documents = [
+  ('index', 'watcher.tex', u'Watcher Documentation',
+   u'Watcher developers', 'manual'),
+]
+
+# The name of an image file (relative to this directory) to place at the top of
+# the title page.
+#latex_logo = None
+
+# For "manual" documents, if this is true, then toplevel headings are parts,
+# not chapters.
+#latex_use_parts = False
+
+# If true, show page references after internal links.
+#latex_show_pagerefs = False
+
+# If true, show URL addresses after external links.
+#latex_show_urls = False
+
+# Documents to append as an appendix to all manuals.
+#latex_appendices = []
+
+# If false, no module index is generated.
+#latex_domain_indices = True
+
+
+# -- Options for manual page output -------------------------------------------
+
+# One entry per manual page. List of tuples
+# (source start file, name, description, authors, manual section).
+man_pages = [
+    ('index', 'watcher', u'Watcher Documentation',
+     [u'Watcher developers'], 1)
+]
+
+# If true, show URL addresses after external links.
+#man_show_urls = False
+
+
+# -- Options for Texinfo output -----------------------------------------------
+
+# Grouping the document tree into Texinfo files. List of tuples
+# (source start file, target name, title, author,
+#  dir menu entry, description, category)
+texinfo_documents = [
+  ('index', 'watcher', u'Watcher Documentation',
+   u'Watcher developers', 'watcher', 'One line description of project.',
+   'Miscellaneous'),
+]
+
+# Documents to append as an appendix to all manuals.
+#texinfo_appendices = []
+
+# If false, no module index is generated.
+#texinfo_domain_indices = True
+
+# How to display URL addresses: 'footnote', 'no', or 'inline'.
+#texinfo_show_urls = 'footnote'

releasenotes/source/index.rst

@@ -0,0 +1,10 @@
+Welcome to watcher's Release Notes documentation!
+=================================================
+
+Contents:
+
+.. toctree::
+   :maxdepth: 1
+
+   unreleased.rst
+

releasenotes/source/unreleased.rst

@@ -0,0 +1,5 @@
+==============================
+ Current Series Release Notes
+==============================
+
+.. release-notes::

requirements.txt

@@ -2,28 +2,40 @@
 # of appearance. Changing the order has an impact on the overall integration
 # process, which may cause wedges in the gate later.
 
-enum34;python_version=='2.7' or python_version=='2.6'
-jsonpatch>=1.1
-keystonemiddleware>=2.0.0,!=2.4.0
-oslo.config>=2.3.0  # Apache-2.0
-oslo.db>=2.4.1      # Apache-2.0
-oslo.i18n>=1.5.0    # Apache-2.0
-oslo.log>=1.8.0     # Apache-2.0
-oslo.messaging>=1.16.0,!=1.17.0,!=1.17.1,!=2.6.0,!=2.6.1 # Apache-2.0
-oslo.policy>=0.5.0  # Apache-2.0
-oslo.service>=0.7.0 # Apache-2.0
-oslo.utils>=2.0.0,!=2.6.0  # Apache-2.0
-PasteDeploy>=1.5.0
-pbr>=1.6
-pecan>=1.0.0
-python-ceilometerclient>=1.5.0
-python-cinderclient>=1.3.1
-python-glanceclient>=0.18.0
-python-keystoneclient>=1.6.0,!=1.8.0
-python-neutronclient>=2.6.0
-python-novaclient>=2.28.1,!=2.33.0
-python-openstackclient>=1.5.0
-six>=1.9.0
-SQLAlchemy>=0.9.9,<1.1.0
-stevedore>=1.5.0    # Apache-2.0
-WSME>=0.7
+apscheduler # MIT License
+enum34;python_version=='2.7' or python_version=='2.6' or python_version=='3.3' # BSD
+jsonpatch>=1.1 # BSD
+keystoneauth1>=2.10.0 # Apache-2.0
+keystonemiddleware!=4.1.0,!=4.5.0,>=4.0.0 # Apache-2.0
+lxml>=2.3 # BSD
+oslo.concurrency>=3.8.0 # Apache-2.0
+oslo.cache>=1.5.0 # Apache-2.0
+oslo.config>=3.14.0 # Apache-2.0
+oslo.context>=2.9.0 # Apache-2.0
+oslo.db!=4.13.1,!=4.13.2,>=4.10.0 # Apache-2.0
+oslo.i18n>=2.1.0 # Apache-2.0
+oslo.log>=1.14.0 # Apache-2.0
+oslo.messaging>=5.2.0 # Apache-2.0
+oslo.policy>=1.9.0 # Apache-2.0
+oslo.reports>=0.6.0 # Apache-2.0
+oslo.serialization>=1.10.0 # Apache-2.0
+oslo.service>=1.10.0 # Apache-2.0
+oslo.utils>=3.16.0 # Apache-2.0
+PasteDeploy>=1.5.0 # MIT
+pbr>=1.6 # Apache-2.0
+pecan!=1.0.2,!=1.0.3,!=1.0.4,>=1.0.0 # BSD
+PrettyTable<0.8,>=0.7 # BSD
+voluptuous>=0.8.9 # BSD License
+python-ceilometerclient>=2.5.0 # Apache-2.0
+python-cinderclient!=1.7.0,!=1.7.1,>=1.6.0 # Apache-2.0
+python-glanceclient!=2.4.0,>=2.3.0 # Apache-2.0
+python-keystoneclient!=2.1.0,>=2.0.0 # Apache-2.0
+python-neutronclient>=5.1.0 # Apache-2.0
+python-novaclient!=2.33.0,>=2.29.0 # Apache-2.0
+python-openstackclient>=2.1.0 # Apache-2.0
+six>=1.9.0 # MIT
+SQLAlchemy<1.1.0,>=1.0.10 # MIT
+stevedore>=1.16.0 # Apache-2.0
+taskflow>=1.26.0 # Apache-2.0
+WebOb>=1.2.3 # MIT
+WSME>=0.8 # MIT

setup.cfg

@@ -5,7 +5,7 @@ description-file =
     README.rst
 author = OpenStack
 author-email = openstack-dev@lists.openstack.org
-home-page = http://www.openstack.org/
+home-page = http://docs.openstack.org/developer/watcher/
 classifier =
     Environment :: OpenStack
     Intended Audience :: Information Technology
@@ -16,12 +16,13 @@ classifier =
     Programming Language :: Python :: 2
     Programming Language :: Python :: 2.7
     Programming Language :: Python :: 3
-    Programming Language :: Python :: 3.3
     Programming Language :: Python :: 3.4
+    Programming Language :: Python :: 3.5
 
 [files]
 packages =
     watcher
+    watcher_tempest_plugin
 data_files =
     etc/ = etc/*
 
@@ -38,17 +39,68 @@ console_scripts =
     watcher-db-manage = watcher.cmd.dbmanage:main
     watcher-decision-engine = watcher.cmd.decisionengine:main
     watcher-applier = watcher.cmd.applier:main
+    watcher-sync = watcher.cmd.sync:main
+
+tempest.test_plugins =
+    watcher_tests = watcher_tempest_plugin.plugin:WatcherTempestPlugin
 
 watcher.database.migration_backend =
     sqlalchemy = watcher.db.sqlalchemy.migration
 
+watcher_goals =
+    unclassified = watcher.decision_engine.goal.goals:Unclassified
+    dummy = watcher.decision_engine.goal.goals:Dummy
+    server_consolidation = watcher.decision_engine.goal.goals:ServerConsolidation
+    thermal_optimization = watcher.decision_engine.goal.goals:ThermalOptimization
+    workload_balancing = watcher.decision_engine.goal.goals:WorkloadBalancing
+    airflow_optimization = watcher.decision_engine.goal.goals:AirflowOptimization
+
+watcher_scoring_engines =
+    dummy_scorer = watcher.decision_engine.scoring.dummy_scorer:DummyScorer
+
+watcher_scoring_engine_containers =
+    dummy_scoring_container = watcher.decision_engine.scoring.dummy_scoring_container:DummyScoringContainer
+
 watcher_strategies =
-    dummy = watcher.decision_engine.strategy.dummy_strategy:DummyStrategy
-    basic = watcher.decision_engine.strategy.basic_consolidation:BasicConsolidation
+    dummy = watcher.decision_engine.strategy.strategies.dummy_strategy:DummyStrategy
+    dummy_with_scorer = watcher.decision_engine.strategy.strategies.dummy_with_scorer:DummyWithScorer
+    basic = watcher.decision_engine.strategy.strategies.basic_consolidation:BasicConsolidation
+    outlet_temperature = watcher.decision_engine.strategy.strategies.outlet_temp_control:OutletTempControl
+    vm_workload_consolidation = watcher.decision_engine.strategy.strategies.vm_workload_consolidation:VMWorkloadConsolidation
+    workload_stabilization = watcher.decision_engine.strategy.strategies.workload_stabilization:WorkloadStabilization
+    workload_balance = watcher.decision_engine.strategy.strategies.workload_balance:WorkloadBalance
+    uniform_airflow = watcher.decision_engine.strategy.strategies.uniform_airflow:UniformAirflow
+
+watcher_actions =
+    migrate = watcher.applier.actions.migration:Migrate
+    nop = watcher.applier.actions.nop:Nop
+    sleep = watcher.applier.actions.sleep:Sleep
+    change_nova_service_state = watcher.applier.actions.change_nova_service_state:ChangeNovaServiceState
+
+watcher_workflow_engines =
+    taskflow = watcher.applier.workflow_engine.default:DefaultWorkFlowEngine
+
+watcher_planners =
+    default  = watcher.decision_engine.planner.default:DefaultPlanner
+
+watcher_cluster_data_model_collectors =
+    compute = watcher.decision_engine.model.collector.nova:NovaClusterDataModelCollector
+
+[pbr]
+warnerrors = true
+autodoc_index_modules = true
+autodoc_exclude_modules =
+    watcher.db.sqlalchemy.alembic.env
+    watcher.db.sqlalchemy.alembic.versions.*
+    watcher.tests.*
+    watcher_tempest_plugin.*
+    watcher.doc
+
 
 [build_sphinx]
 source-dir = doc/source
 build-dir = doc/build
+fresh_env = 1
 all_files = 1
 
 [upload_sphinx]
@@ -65,6 +117,6 @@ output_dir = watcher/locale
 input_file = watcher/locale/watcher.pot
 
 [extract_messages]
-keywords = _ gettext ngettext l_ lazy_gettext
+keywords = _ gettext ngettext l_ lazy_gettext _LI _LW _LE _LC
 mapping_file = babel.cfg
 output_file = watcher/locale/watcher.pot

setup.py

@@ -1,4 +1,3 @@
-#!/usr/bin/env python
 # Copyright (c) 2013 Hewlett-Packard Development Company, L.P.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -26,5 +25,5 @@ except ImportError:
     pass
 
 setuptools.setup(
-    setup_requires=['pbr'],
+    setup_requires=['pbr>=1.8'],
     pbr=True)

test-requirements.txt

@@ -2,20 +2,25 @@
 # of appearance. Changing the order has an impact on the overall integration
 # process, which may cause wedges in the gate later.
 
-hacking<0.11,>=0.10
-coverage>=3.6
-discover
-python-subunit>=0.0.18
-oslotest>=1.10.0  # Apache-2.0
-testrepository>=0.0.18
-testscenarios>=0.4
-testtools>=1.4.0
-mock>=1.2
+coverage>=3.6 # Apache-2.0
+doc8 # Apache-2.0
+freezegun # Apache-2.0
+hacking<0.11,>=0.10.2
+mock>=2.0 # BSD
+oslotest>=1.10.0 # Apache-2.0
+os-testr>=0.7.0 # Apache-2.0
+python-subunit>=0.0.18 # Apache-2.0/BSD
+testrepository>=0.0.18 # Apache-2.0/BSD
+testscenarios>=0.4 # Apache-2.0/BSD
+testtools>=1.4.0 # MIT
 
 # Doc requirements
-sphinx>=1.1.2,!=1.2.0,!=1.3b1,<1.3
-oslosphinx>=2.5.0  # Apache-2.0
-sphinxcontrib-pecanwsme>=0.8
+oslosphinx!=3.4.0,>=2.5.0 # Apache-2.0
+sphinx!=1.3b1,<1.3,>=1.2.1 # BSD
+sphinxcontrib-pecanwsme>=0.8 # Apache-2.0
 
-# For PyPI distribution
-twine
+# releasenotes
+reno>=1.8.0 # Apache2
+
+# bandit
+bandit>=1.1.0 # Apache-2.0