233x Filetype PPTX File size 0.86 MB Source: www.cs.ucf.edu
Contents Energy use and ecological impact of data centers Service Level Agreements Software licensing Basic architecture of cloud platforms Open-source platforms for cloud computing Eucalyptus Nebula Nimbus Cloud applications Challenges Existing and new applications Coordination and the Zookeeper The Map-Reduce programming model The GrepTheWeb application Clouds in science and engineering 09/10/2022 UTFSM - May-June 2012 2 The ratio of the costs for medium size (with around 1,000 systems) versus large (with more than 50,000 systems) data centers. The costs for the computing and communication infrastructure for medium and large data centers: (a) networking - in dollars per Mbit/sec/month; (b) storage - dollars per GByte/month; and (c) system administrators. 09/10/2022 UTFSM - May-June 2012 3 09/10/2022 UTFSM - May-June 2012 4 AWS – Amazon Web Services 09/10/2022 UTFSM - May-June 2012 5 Energy use; ecological impact of data centers A 2010 report shows that a typical Google cluster spends most of its time within the 10-50% CPU utilization range. The operating efficiency of a system is captured by performance per Watt of power. Imbalance between the rates, for example, during the period 1998-2007, the performance of supercomputers has increased 7000% while their operating efficiency has increased only 2000%!! In an ideal world, the energy consumed by an idle system should be near zero and should grow linearly with the system load. In real life, even machines whose power requirements scale linearly when idle use more than half the power they use at full load. An energy-proportional system consumes no power when idle, very little power under a light load and, gradually, more power as the load increases. By definition, an ideal energy-proportional system is always operating at 100% efficiency. Humans are a good approximation of an ideal energy proportional system; the human energy consumption is about 70 W at rest, 120 W on average on a daily basis, and can go as high as 1000 - 2000 W during a strenuous, short time effort. UTFSM - May-June 2012 6
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