Ideal architecture for an image processing cluster
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Mark Lucas mlucas at imagelinks.comSat Apr 14 12:47:18 PDT 2001
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We use an 14 node cluster to serial process remote sensing imagery at ImageLinks. Essentially, we use PVM and segment the imagery for intensive CPU processing on the slave nodes. The jobs are serially staged through the master node as we have noticed severe performance hits when multiple jobs are kicked off simulaneously. One would expect some performance hit due to the overhead of managing additional processes, but not the types of degradation that we have seen. For resampling runs we can perform the work through a scheduler, but would ideally want to establish an architecture that would support adhoc work from users workstations. When the production personnel are correcting imagery the same code is run as image tiles are processed through the math and displayed to the screen. My ideal architecture would allow each workstation to be a master controlling the cluster slaves (data typically resides on the workstation). I Is this practical to pursue? Is the problem a function of PVM or something more basic? BTW, we are seeing close to linear scaling on the large production runs with the scheduling mechanism. Most of the time the cluster sits idle while the interactive work is being performed. Thanks in advance. Mark -- ********************** Mark R Lucas Chief Technical Officer ImageLinks Inc. 4450 W Eau Gallie Blvd Suite 164 Melbourne Fl 32934 321 253 0011 (work) 321 253 5559 (fax) mlucas at imagelinks.com **********************
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