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Critical Paths and Load Imbalance In addition to the speedup of your parallel algorithm being limited by any sequential portions, it is also limited by the length of the longest parallel part of that algorithm In effect, when there is load imbalance, the tail end of parallel computations can become serial, or less than perfectly parallel Every parallel algorithm has a critical path, which is the longest path that must be traversed before the computation is complete To achieve the scal ability you desire, it is imperative that you spend time focused on reduc ing the length of this critical path To illustrate the effect of a critical path, imagine we are on a 4-processor machine and we break apart our computation into 4 distinct pieces Each runs independently of the other, with no shared resources, and the serial portions are reduced to the overhead of fork and join You would expect this embarrassingly parallel problem to scale linearly But if the first of the 4 parallel chunks of work takes 20 percent longer than the others to com plete, you have effectively serialized that last 20 percent of the work If the execution time for a single processor is TO ), then T(4) will be ((1 02) * TO /4 + 02 * TO ) The result is that, instead of a linear 4 times speedup, you will find your speedup to be limited at 25 times That's a large difference

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This effect can be illustrated by Figure 144 This is a simple case More often than not, the parallel portions of a problem will complete at entirely different times The critical path is impor tant, but a common source of this overall issue is load imbalance With a stat ically partitioned parallel for loop, for instance, we may find that some iterations complete much faster than others As an extreme example, consider:

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Subject: Issue Payments to Employees 1 PURPOSE AND SCOPE This procedure is used by the payroll clerk to determine the locations of all employees in the company, and to issue paychecks or deposit advices to them 2 RESPONSIBILITIES PR CLERK 3 PROCEDURES 31 PR CLERK Print Payroll Checks 1 Go to the the payroll software and access the PRINT option from the PAYMENTS menu 2 Print the payroll test register and review it to ensure that all paychecks have been correctly calculated 3 Insert check stock into the printer 4 Use the TEST option to print a sample check and verify that the line spacing is correct Repeat as necessary 5 Print the entire batch of checks 6 Reset the printer and print all deposit advices for those employees using direct deposit 7 Print the check register 8 Review the file of direct deposits and export it to tape Issue Direct Deposit Data to Bank 1 Include the direct deposits tape in a courier package to the bank 2 Verify that the bank has received the tape and that there are no errors in it Distribute Payment Notifications 1 Have all checks signed by an authorized check signer 2 Stuff all paychecks and deposit advices in envelopes 3 Batch the envelopes by supervisor and deliver them to supervisors for delivery to employees Payroll Clerk

We should check that the probabilities add up to 1We nd that (using S for sum now) S = 001 + 099 001 + (099)2 001 + (099)3 001 + and so 099S = 099 001 + (099)2 001 + (099)3 001 + and subtracting one series from another we nd S 099S = 001 or 001S = 001 and so S = 1 This is also a good opportunity to use the geometric series to nd the sum, but we will have to use for the above trick in later chapters for series that are not geometric What happens if we assign arbitrary probabilities to defective items and good items This would certainly be the case with an effective production process If we let P(D) = p and P(G) = 1 p = q, then the probabilities appear as shown in Table 17 Table 17 Event D GD GGD GGGD Probability p qp q2 p q3 p

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Payroll Procedures and Controls / 41

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