Text updates to firstapp tutorial
-Updated wording for clarity. -Updated section description links to be consistent in each section of the tutorial. Change-Id: I59a0d4cabc653f8c52e15d504059ba7905f7857f
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@ -20,26 +20,14 @@ What you will learn
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Deploying applications in a cloud environment can be very different from
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deploying them in a traditional IT environment. This guide teaches you how to
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deploy applications on OpenStack and some best practices for cloud application
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development. Overall, this guide describes:
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* :doc:`/section1`: How to manage resources to develop a basic cloud application
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* :doc:`/section2`: The architecture of a sample cloud-based application
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* :doc:`/section3`: The importance of message queues
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* :doc:`/section4`: How to scale up and down in response to changes in
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application load
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* :doc:`/section5`: How to use object or block storage to create persistence
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* :doc:`/section6`: How to orchestrate your cloud for better control of the
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environment
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* :doc:`/section7`: Networking choices and actions to help relieve
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potential congestion
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* :doc:`/section8`: Advice for developers who are new to operations
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* :doc:`/section9`: How to distribute your application across multiple regions or clouds
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development.
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A general overview
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~~~~~~~~~~~~~~~~~~
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This tutorial shows two applications. The first application is a simple
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fractal generator that uses mathematical equations to generate images. We show
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fractal generator that uses mathematical equations to generate beautiful
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`fractal images <http://en.wikipedia.org/wiki/Fractal>`_ . We show
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you this application in its entirety so that you can compare it to the second,
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more robust, application.
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@ -50,10 +38,10 @@ The second application is an OpenStack application that enables you to:
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* Make cloud-related architecture decisions such as turning
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functions into micro-services and modularizing them.
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* Scale available resources up and down.
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* Use object and block storage for file and database persistence.
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* Use Object and Block storage for file and database persistence.
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* Use Orchestration services to automatically adjust to the environment.
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* Customize networking for better performance and segregation.
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* Learn some crazy things that you might not think to do ;)
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* Explore and apply advanced OpenStack cloud features.
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Choose your OpenStack SDK
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~~~~~~~~~~~~~~~~~~~~~~~~~
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@ -185,7 +173,7 @@ How you'll interact with OpenStack
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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In this tutorial, you interact with your OpenStack cloud through one of the
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SDKs listed in "Choosing your OpenStack SDK." The code snippets in this
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SDKs listed in "Choose your OpenStack SDK." The code snippets in this
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initial version of the guide assume that you're using Libcloud.
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.. only:: fog
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@ -619,14 +607,16 @@ Don't worry if these concepts are not yet completely clear. In
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* :doc:`/section8`: Get advice about operations
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* :doc:`/section9`: Learn some crazy things that you might not think to do ;)
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Full example code
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~~~~~~~~~~~~~~~~~
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.. todo:: List the next sections here or simply reference section2.
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The following file contains all the code snippets that this tutorial
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describes. This comprehensive code sample lets you see and run the code
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snippets in context.
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Complete code sample
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~~~~~~~~~~~~~~~~~~~~
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Before you run this program, confirm that you have set your authentication
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The following file contains all of the code from this section of the
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tutorial. This comprehensive code sample lets you view and run the code
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as a single script.
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Before you run this script, confirm that you have set your authentication
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information, the flavor ID, and image ID.
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.. only:: libcloud
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@ -2,14 +2,6 @@
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Introduction to the fractals application architecture
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=====================================================
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This tutorial works with a scalable cloud application that generates
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`fractals <http://en.wikipedia.org/wiki/Fractal>`_ - beautiful images made
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using only mathematics, like the following image.
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.. figure:: images/fractal-example.png
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:scale: 50%
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:align: left
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This section introduces the application architecture and explains how it was
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designed to take advantage of cloud features in general and OpenStack in
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particular. It also describes some commands in the previous section.
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@ -45,8 +37,12 @@ particular. It also describes some commands in the previous section.
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Cloud application architecture principles
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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Cloud applications typically share several design principles. These principles
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influenced many Fractals application design decisions.
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Cloud applications typically share several design principles.
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These principles influenced the design of the Fractals application.
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.. todo:: Do you want to state the core design priniciples or assume
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the reader can follow below.
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Modularity and micro-services
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-----------------------------
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@ -142,7 +138,7 @@ logical application functions, we can change this easily.
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.. graphviz:: images/architecture.dot
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Message queues are used to facilitate communication between the
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Fractal application services. The Fractal application uses a so-called `work queue
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Fractal application services. The Fractal application uses a `work queue
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<https://www.rabbitmq.com/tutorials/tutorial-two-python.html>`_ (or
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task queue) to distribute tasks to the worker services.
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@ -152,8 +148,8 @@ multiple clerks. The message queue in our application provides a feed
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of work requests that can be taken one-at-a-time by worker services,
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whether there is a single worker service or hundreds of them.
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This is a `useful pattern <https://msdn.microsoft.com/en-us/library/dn568101.aspx>`_ for many
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cloud applications that have long lists of requests coming in and a
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This is a `useful pattern <https://msdn.microsoft.com/en-us/library/dn568101.aspx>`_
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for many cloud applications that have long lists of requests coming in and a
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pool of resources from which to service them. This also means that a
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worker may crash and the tasks will be processed by other workers.
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@ -554,7 +550,7 @@ with :code:`faafo get --help`, :code:`faafo list --help`, and
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.. note:: The application stores the generated fractal images directly
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in the database used by the API service instance. Storing
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image files in database is not good practice. We're doing it
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image files in a database is not good practice. We're doing it
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here as an example only as an easy way to allow multiple
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instances to have access to the data. For best practice, we
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recommend storing objects in Object Storage, which is
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@ -564,37 +560,36 @@ Next steps
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~~~~~~~~~~
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You should now have a basic understanding of the architecture of
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cloud-based applications. In addition, you now have had practice
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cloud-based applications. In addition, you have had practice
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starting new instances, automatically configuring them at boot, and
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even modularizing an application so that you may use multiple
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instances to run it. These are the basic steps for requesting and
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using compute resources in order to run your application on an
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OpenStack cloud.
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From here, you should go to :doc:`/section3` to learn how to scale the
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application further. Alternately, you may jump to any of these
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From here, you should go to :doc:`/section3` to learn how to scale your
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application further. Alternatively, you may jump to any of these
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sections:
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* :doc:`/section4`: to learn how to make your application more durable
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using Object Storage
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* :doc:`/section5`: to migrate the database to block storage, or use
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the database-as-as-service component
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* :doc:`/section6`: to automatically orchestrate the application
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* :doc:`/section7`: to learn about more complex networking
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* :doc:`/section8`: for advice for developers new to operations
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* :doc:`/section4`: Learn how to use Object Storage to make your application more durable
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* :doc:`/section5`: Migrate the database to block storage, or use
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the database-as-a-service component
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* :doc:`/section6`: Automatically orchestrate the application
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* :doc:`/section7`: Learn about more complex networking
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* :doc:`/section8`: Get advice about operations
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* :doc:`/section9`: Learn some crazy things that you might not think to do ;)
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Full example code
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~~~~~~~~~~~~~~~~~
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Complete code sample
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~~~~~~~~~~~~~~~~~~~~
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Here's every code snippet into a single file, in case you want to run
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it all in one, or you are so experienced you don't need instruction ;)
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If you are going to use this, don't forget to set your authentication
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information and the flavor and image ID.
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The following file contains all of the code from this section of the tutorial.
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This comprehensive code sample lets you view and run the code as a single script.
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Before you run this script, confirm that you have set your authentication
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information, the flavor ID, and image ID.
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.. only:: libcloud
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.. literalinclude:: ../../samples/libcloud/section2.py
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:language: python
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@ -11,8 +11,8 @@ Scaling out
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One of the most-often cited reasons for designing applications using
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cloud patterns is the ability to **scale out**. That is: to add
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additional resources as required. This is in contrast to the previous
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mentality of increasing capacity by scaling the size of existing
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resources up. In order for scale out to be feasible, you'll need to
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strategy of increasing capacity by scaling up the size of existing
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resources. In order for scale out to be feasible, you'll need to
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do two things:
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* Architect your application to make use of additional resources.
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@ -60,14 +60,15 @@ will be clear that we need more resources.
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Generate load
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~~~~~~~~~~~~~
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You can test for yourself what happens when the Fractals app is under
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loaded by:
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You can test for yourself what happens when the Fractals application is under
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load by:
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* maxing out the CPU of the existing worker instances (loading the worker)
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* generating a lot of API requests (load up the API)
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Generate a lot of worker load
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-----------------------------
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Create a greater number of tasks
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--------------------------------
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Use SSH to login to the controller instance, :code:`app-controller`,
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using the previous added SSH keypair.
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@ -80,7 +81,7 @@ using the previous added SSH keypair.
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controller instance and USERNAME to the appropriate
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username.
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Call the Fractal app's command line interface (:code:`faafo`) to
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Call the Fractal application's command line interface (:code:`faafo`) to
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request the generation of 5 large fractals.
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::
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@ -99,8 +100,9 @@ of more than 1 means we are at capacity.
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.. note:: Replace :code:`IP_WORKER` with the IP address of the worker
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instance and USERNAME to the appropriate username.
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Generate a lot of API load
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--------------------------
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Create a greater number of API service requests
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-----------------------------------------------
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API load is a slightly different problem to the previous one regarding
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capacity to work. We can simulate many requests to the API as follows:
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@ -116,7 +118,7 @@ using the previous added SSH keypair.
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controller instance and USERNAME to the appropriate
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username.
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Call the Fractal app's command line interface (:code:`faafo`) in a for
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Call the Fractal application's command line interface (:code:`faafo`) in a for
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loop to send many requests to the API. The following command will
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request a random set of fractals, 500 times:
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@ -150,9 +152,8 @@ Remove the old app
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------------------
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Go ahead and delete the existing instances and security groups you
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created in previous sections. Remember; when components in the cloud
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aren't doing what you want them to do, just remove them and re-create
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something new.
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created in previous sections. Remember, when instances in the cloud
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are no longer working, remove them and re-create something new.
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.. only:: libcloud
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@ -177,8 +178,8 @@ required security groups.
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A Floating IP helper function
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-----------------------------
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Define a short function to locate unused or allocate a new floating
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IP. This saves a few lines of boring code and prevents you from
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Define a short function to locate unused IPs or allocate a new floating
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IP. This saves a few lines of code and prevents you from
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reaching your Floating IP quota too quickly.
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.. only:: libcloud
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@ -190,10 +191,11 @@ reaching your Floating IP quota too quickly.
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Splitting off the database and message queue
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--------------------------------------------
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Prior to scaling out our application services like the API service or
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the workers we have to add a central database and messaging instance,
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called :code:`app-services`, that will be used to track the state of
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the fractals and to coordinate the communication between the services.
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Prior to scaling out our application services, like the API service or
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the workers, we have to add a central database and messaging instance,
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called :code:`app-services`. The database and messaging queue will be used
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to track the state of the fractals and to coordinate the communication
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between the services.
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.. only:: libcloud
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@ -235,7 +237,6 @@ explain in :doc:`/section7`.
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load simulation.
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Scaling the workers
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-------------------
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@ -277,7 +278,7 @@ You will see that the Fractals app has a few new features.
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.. note:: Replace :code:`IP_API_1` with the IP address of the first
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API instance and USERNAME to the appropriate username.
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Use the Fractal app's command line interface to generate fractals
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Use the Fractal application's command line interface to generate fractals
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:code:`faafo create`. Watch the progress of fractal generation with
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the :code:`faafo list`. Use :code:`faafo UUID` to examine some of the
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fractals. The generated_by field will show which worker created the
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@ -339,7 +340,7 @@ redundant web services. If one dies, the others can be used.
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corresponding Floating IPs. Replace FRACTAL_UUID the UUID
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of an existing fractal.
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Go ahead and test the fault tolerance. Start killing workers and API
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Go ahead and test the fault tolerance. Start destroying workers and API
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instances. As long as you have one of each, your application should
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be fine. There is one weak point though. The database contains the
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fractals and fractal metadata. If you lose that instance, the
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@ -364,36 +365,38 @@ and autoscaling capabilities to do steps like this automatically.
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Next steps
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~~~~~~~~~~
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You should now be fairly confident about starting new instance, and
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about segregating services of an application between them.
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You should be fairly confident now about starting new instances, and
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distributing services from an application amongst the instances.
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As mentioned in :doc:`/section2` the generated fractals images will be
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As mentioned in :doc:`/section2` the generated fractal images will be
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saved on the local filesystem of the API service instances. Because we
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now have multiple API instances up and running the generated fractal
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images will be spreaded accross multiple API services, stored on local
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instance filesystems. This ends in a lot of :code:`IOError: [Errno 2]
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No such file or directory` exceptions when trying to download a
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now have multiple API instances up and running, the fractal
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images will be spread across multiple API services. This results in a number of
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:code:`IOError: [Errno 2] No such file or directory` exceptions when trying to download a
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fractal image from an API service instance not holding the fractal
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image on its local filesystem.
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From here, you should go to :doc:`/section4` to learn how to use
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Object Storage to solve this problem in a elegant way. Alternately,
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Object Storage to solve this problem in a elegant way. Alternatively,
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you may jump to any of these sections:
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* :doc:`/section5`: to migrate the database to block storage, or use
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the database-as-as-service component
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* :doc:`/section6`: to automatically orchestrate the application
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* :doc:`/section7`: to learn about more complex networking
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* :doc:`/section8`: for advice for developers new to operations
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* :doc:`/section5`: Migrate the database to block storage, or use
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the database-as-a-service component
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* :doc:`/section6`: Automatically orchestrate your application
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* :doc:`/section7`: Learn about complex networking
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* :doc:`/section8`: Get advice about operations
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* :doc:`/section9`: Learn some crazy things that you might not think to do ;)
|
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|
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|
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Full example code
|
||||
~~~~~~~~~~~~~~~~~
|
||||
Complete code sample
|
||||
~~~~~~~~~~~~~~~~~~~~
|
||||
|
||||
Here's every code snippet into a single file, in case you want to run
|
||||
it all in one, or you are so experienced you don't need instruction ;)
|
||||
If you are going to use this, don't forget to set your authentication
|
||||
information and the flavor and image ID.
|
||||
The following file contains all of the code from this
|
||||
section of the tutorial. This comprehensive code sample lets you view
|
||||
and run the code as a single script.
|
||||
|
||||
Before you run this script, confirm that you have set your authentication
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||||
information, the flavor ID, and image ID.
|
||||
|
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.. only:: libcloud
|
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|
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|
@ -1,6 +1,6 @@
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==========================
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Section Six: Orchestration
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==========================
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=============
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Orchestration
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=============
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.. todo:: Needs to be restructured so that the fractals app is used as the example for the explanatory material.
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