Posted: October 22nd, 2022

Cse 525 | Computer Science homework help

The genome of an organism can be expresses as some number G of
“base pairs” (see http://en.wikipedia.org/wiki/Base_pair). Typical
sizes of various genomes are given in (http://en.wikipedia.org/wiki/Genome).

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String matching can be used to find particular sequences in a
genome. Several string matching algorithms are described
in (http://en.wikipedia.org/wiki/String_matching)

Consider a program to find to find if a particular sequence of
base pairs is found in a genome, and if so, where and how
many times.

Your program will run on a cluster with
the following properties:

Number of nodes – 20

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 Number of processors per node 16 2.6 GHz Xeon
 Memory per node               16 GB
 GPU – 2 (NVIDIA CUDA) per node, 1024 stream processors and 4GB RAM, running at 1.5 GHz
 local drives 1 T SATA , 6 GB/sec
 NFS drive 10TB  RAID, bandwidth limited by network
               
Switched Ethernet network
Latency               L = 20 microseconds
Bandwidth             B = 1Gb/sec == 100 Mbytes/sec for messages
  larger than 32Kbytes

You may not need all the above information. If you feel you need some other system
property, feel free to assume some reasonable value (Try Wikipedia)

Assume the genome you are exploring and the sequence you are
trying to find, are both initially files on the NFS disk.

Deliverables:

1. Parallel String Match algorithm – in MPI, OpenMP, CUDA or some
combination of these. Description in English and/or pseudocode is
sufficient. Is yoyur algorithm data parallel, task parallel or both?

Describe data transfer during computation (disk to program, process to process,
CPU – GPU and node – node). Describe how data is partitioned between processes,
shared between processes, or replicated at each process.

2. You may not need all the hardware available for your algorithm. You may use the
entire cluster or any part of it. Describe what resources your algorithm will use to
execute. Explain your choice.

3. Estimate how your algorithm would perform on the computer
system described above. Consider:
   a. Complexity; communication costs.
   b. Is there some file size (in bytes, number of elements, or both)
that is too small for your algorithm to work efficiently? Given the wide range of genome
sizes (see http://en.wikipedia.org/wiki/Genome), is there some range of size that you expect would
be best for your algorithm?
   c. How much speedup would you exepect on the given hardware as compared to running
on a single CPU? Justify your answer    

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