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When a relation is partitioned (by a technique other than round-robin), there may be a skew in the distribution of tuples, with a high percentage of tuples placed in some partitions and fewer tuples in other partitions The ways that skew may appear are classi ed as: Attribute-value skew Partition skew Attribute-value skew refers to the fact that some values appear in the partitioning attributes of many tuples All the tuples with the same value for the partitioning attribute end up in the same partition, resulting in skew Partition skew refers to the fact that there may be load imbalance in the partitioning, even when there is no attribute skew Attribute-value skew can result in skewed partitioning regardless of whether range partitioning or hash partitioning is used If the partition vector is not chosen carefully, range partitioning may result in partition skew Partition skew is less likely with hash partitioning, if a good hash function is chosen

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A resonant frequency for an input is one where = 0 Resonant frequencies can cause the system to blow up The impedance of a circuit is given by Z= R 2 + X 2 tan 1 X R

The McGraw Hill Companies, 2001

CHAPTER 14:

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As Section 1831 noted, even a small skew can result in a signi cant decrease in performance Skew becomes an increasing problem with a higher degree of parallelism For example, if a relation of 1000 tuples is divided into 10 parts, and the division is skewed, then there may be some partitions of size less than 100 and some partitions of size more than 100; if even one partition happens to be of size 200, the speedup that we would obtain by accessing the partitions in parallel is only 5, instead of the 10 for which we would have hoped If the same relation has to be partitioned into 100 parts, a partition will have 10 tuples on an average If even one partition has 40 tuples (which is possible, given the large number of partitions) the speedup that we would obtain by accessing them in parallel would be 25, rather than 100 Thus, we see that the loss of speedup due to skew increases with parallelism A balanced range-partitioning vector can be constructed by sorting: The relation is rst sorted on the partitioning attributes The relation is then scanned in sorted order After every 1/n of the relation has been read, the value of the partitioning attribute of the next tuple is added to the partition vector Here, n denotes the number of partitions to be constructed In case there are many tuples with the same value for the partitioning attribute, the technique can still result in some skew The main disadvantage of this method is the extra I/O overhead incurred in doing the initial sort The I/O overhead for constructing balanced range-partition vectors can be reduced by constructing and storing a frequency table, or histogram, of the attribute values for each attribute of each relation Figure 201 shows an example of a histogram for an integer-valued attribute that takes values in the range 1 to 25 A histogram takes up only a little space, so histograms on several different attributes can be stored in the system catalog It is straightforward to construct a balanced range-partitioning function given a histogram on the partitioning attributes If the histogram is not stored, it can be computed approximately by sampling the relation, using only tuples from a randomly chosen subset of the disk blocks of the relation.

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The McGraw Hill Companies, 2001

Given an excitation E we can describe the behavior of a circuit in terms of the transfer function H R = HE where R is the response of the circuit

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