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Autonomic Provisioning and Application Mapping on Spot Cloud Resources

Dubois, Daniel J.; Casale, Giuliano


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    <dct:title>Autonomic Provisioning and Application Mapping on Spot Cloud Resources</dct:title>
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    <dct:description>&lt;p&gt;1. Attached files:&amp;nbsp;&amp;nbsp; &amp;nbsp;&amp;nbsp;&amp;nbsp; &amp;nbsp;&lt;/p&gt; &lt;p&gt;500_100_fmincon_0.95_1.mat&amp;nbsp;&amp;nbsp; &amp;nbsp;&lt;br /&gt; Experiment with 500 users, 100ms max response time, 95% availability, exact algorithm.&lt;/p&gt; &lt;p&gt;500_100_heuristic_0.95_1.mat&lt;br /&gt; Experiment with 500 users, 100ms max response time, 95% availability, our algorithm.&lt;/p&gt; &lt;p&gt;2000_70_fmincon_0.95_1.mat&lt;br /&gt; Experiment with 2000 users, 70ms max response time, 95% availability, exact algorithm.&lt;/p&gt; &lt;p&gt;2000_70_heuristic_0.95_1.mat&lt;br /&gt; Experiment with 2000 users, 70ms max response time, 95% availability, our algorithm.&lt;/p&gt; &lt;p&gt;2000_100_fmincon_0.9_1.mat&lt;br /&gt; Experiment with 2000 users, 100ms max response time, 90% availability, exact algorithm.&lt;/p&gt; &lt;p&gt;2000_100_heuristic_0.9_1.mat &amp;nbsp; &amp;nbsp;&lt;br /&gt; Experiment with 2000 users, 100ms max response time, 90% availability, our algorithm.&lt;/p&gt; &lt;p&gt;2000_100_fmincon_0.95_1.mat &amp;nbsp; &amp;nbsp;&amp;nbsp;&lt;br /&gt; Experiment with 2000 users, 100ms max response time, 95% availability, exact algorithm.&lt;/p&gt; &lt;p&gt;2000_100_heuristic_0.95_1.mat &amp;nbsp;&amp;nbsp;&lt;br /&gt; Experiment with 2000 users, 100ms max response time, 95% availability, our algorithm.&lt;/p&gt; &lt;p&gt;2000_100_fmincon_0.999_1.mat &amp;nbsp; &amp;nbsp;&lt;br /&gt; Experiment with 2000 users, 100ms max response time, 99.9% availability, exact algorithm.&lt;/p&gt; &lt;p&gt;2000_100_heuristic_0.999_1.mat &amp;nbsp;&lt;br /&gt; Experiment with 2000 users, 100ms max response time, 99.9% availability, our algorithm.&lt;/p&gt; &lt;p&gt;2000_300_fmincon_0.95_1.mat &amp;nbsp; &amp;nbsp;&amp;nbsp;&lt;br /&gt; Experiment with 2000 users, 300ms max response time, 95% availability, exact algorithm.&lt;/p&gt; &lt;p&gt;2000_300_heuristic_0.95_1.mat&amp;nbsp;&lt;br /&gt; Experiment with 2000 users, 300ms max response time, 95% availability, our algorithm.&lt;/p&gt; &lt;p&gt;10000_100_fmincon_0.95_1.mat &amp;nbsp; &amp;nbsp;&lt;br /&gt; Experiment with 10000 users, 100ms max response time, 95% availability, exact algorithm.&lt;/p&gt; &lt;p&gt;10000_100_heuristic_0.95_1.mat &amp;nbsp;&lt;br /&gt; Experiment with 10000 users, 100ms max response time, 95% availability, our algorithm.&lt;/p&gt; &lt;p&gt;2. Data format:&lt;/p&gt; &lt;p&gt;MATLAB data format, can be load from MATLAB using the following command:&lt;/p&gt; &lt;p&gt;results = load(filename);&lt;/p&gt; &lt;p&gt;results is defined as a structure with the following fields:&lt;/p&gt; &lt;p&gt;results.cost&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;Type:&amp;nbsp;&amp;nbsp; &amp;nbsp;scalar, positive real number.&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;Desc:&amp;nbsp;&amp;nbsp; &amp;nbsp;hourly cost in US dollars.&lt;/p&gt; &lt;p&gt;&amp;nbsp;&amp;nbsp; &amp;nbsp;&amp;nbsp;&amp;nbsp; &amp;nbsp;&lt;br /&gt; results.time&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;Type:&amp;nbsp;&amp;nbsp; &amp;nbsp;scalar, positive real number.&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;Desc:&amp;nbsp;&amp;nbsp; &amp;nbsp;total time (in seconds) needed by the algorithm to compute the solution.&lt;/p&gt; &lt;p&gt;results.evaluations&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;Type:&amp;nbsp;&amp;nbsp; &amp;nbsp;scalar, positive integer number.&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;Desc:&amp;nbsp;&amp;nbsp; &amp;nbsp;number of constraints evaluations needed by the algorithm to compute the&amp;nbsp;&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;&amp;nbsp;&amp;nbsp; &amp;nbsp;solution.&lt;/p&gt; &lt;p&gt;&lt;br /&gt; results.d&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;Type:&amp;nbsp;&amp;nbsp; &amp;nbsp;matrix, non negative positive real number.&amp;nbsp;&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;Desc:&amp;nbsp;&amp;nbsp; &amp;nbsp;association matrix between rented resources (columns) and application&amp;nbsp;&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;&amp;nbsp;&amp;nbsp; &amp;nbsp;components (rows). The sum of all the elements of this matrix is equal to&lt;br /&gt; &amp;nbsp;&amp;nbsp; &amp;nbsp;&amp;nbsp;&amp;nbsp; &amp;nbsp;the ECUs used by the application.&lt;/p&gt;</dct:description>
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