Question
Problem 3.( Number of Mappers and Reducers) Suppose we have a cluster with 240 rack servers, and each rack server has 4 cores. We want
Problem
3.( Number of Mappers and Reducers)
Suppose we have a cluster
with 240 rack
servers, and each rack server has 4 cores.
We want to run WordCount.jar on a text file.
Suppose the
size of the
input file is 36,853 MB. The chunk size
in the HDFS
is 64MB.
Please
answer the following questions.
1.
How many mappers
will be
created when you run
a Hadoop program on this cluster?
Answer:
2
. Can we set the number of reducers to
0.9 * 240 * 4 =
864?
If so, how many reducers will run
simultaneously?
Answer:
3.
Can we set the number of reducers to
1.7 * 240 * 4 = 1632 ? If so, how
many reducers will run
simultaneously?
Answer:
4
. Describe the differences of the two strategies for setting the number of reducers? One is 864,
the other is 1,632. Which one is better and why?
Answer:
5
. When we set the number of reducers to 864,
how many partitions are there in the program?
How about 1,632 reducers?
Answer:
6
.
Suppose we use RandomPartitioner and we set the number of reducers to 864
. Then how
many partitions do we have?
Answer
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