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We will have little use for this formula We derived it so that we can count the number of samples that can be chosen from a population, which we do subsequently For the formula to work for any value of r, we de ne 0! = 1 We remark now that the 20 applicants to the executive faced with choosing a new assistant could appear in 20! = 24, 329, 020, 081, 766, 400, 000 different orders Selecting the best of the group by making a random choice means that the best applicant has a 1/20 = 005 chance of being selected, a fairly low probability So the executive must create a better procedure The executive can, as we will see, choose the best candidate with a probability approaching 1/3, but that is something we will discuss much later There are 52! distinct arrangements of a deck of cards This number is of the order 8 1067 It is surprising to nd, if we could produce 10, 000 distinct permutations of these per second, that it would take about 2 1056 years to enumerate all of these We usually associate impossible events with in nite sets, but this is an example of a nite set for which this event is impossible For example, suppose we have four objects (a, b, c, and d again) and that we wish to permute only two of these We have four choices for the leftmost position and three choices for the second position, giving 4 3 = 12 permutations Applying the formula we have n = 4 and r = 2, so

} Notice that I previously said the pool's default is 250 "per processor" The per processor part is changed internally So if you have a 4 processor machine and ask for the maximum worker thread count, it will return the number 1 ,000 Similarly, you must do any such math before providing a new value via the SetMaxT h r e a d s API For many programs, the defaults will suffice During performance test ing and analysis, it's common to experiment with different values based on the workload specific rate of blocking In theory, having one thread per processor will yield the best possible performance (due to less context switching and cache thrashing) But in practice, threads routinely block When a thread blocks, the thread pool needs to have another one to process other work or else an entire processor could be wasted Having too few threads can, therefore, cause low processor utilization If a thread blocks and there is work in the queue, you'd like the thread pool to quickly respond by

throwing another thread at the queue On the other hand, having too many threads can cause high context switch overhead and a large number of cache misses If threads are always compute bound, it's wasteful to have more threads than the number of processors And there's a delicate balance because when a thread blocks, who can say for how long it will remain blocked Introducing a new thread right away might be overkill The thread pool weighs many factors when creating threads, and the only way to influ ence this behavior is by changing the minimum and maximum settings Aside from just performance motivations, there are also two common issues that usually motivate a change of the default values With the new default of 250 worker threads per processor, one of them has mostly gone by the wayside

Date of Birth (month/day/year) Social Security # g):

Deadlocks Caused by a Low Maximum The first common problem is using up the maximum number of threads As described earlier, the thread pool stops creating new threads once its current count reaches the maxi mum It is possible to deadlock your program if the maximum is too low, which is why the CLR 20 SPI increased the default number of worker threads from 25 to 250 per processor More often than not, this deadlock ing represents an architectural flaw, particularly if it happens determinis tically, particularly if it occurs with the maximum set to 250 To illustrate, consider this example

4 P2

1 Thread to queues a work item wO to the thread pool 2 wO queues 32 new work items wI w32 to the thread pool 3 wO waits for wI w32 to complete, by blocking the thread pool thread Depending o n what wI w32 do when they get assigned to a thread pool thread, and the number of maximum threads, this program might deadlock If the maximum was set to 25, then all 32 work items cannot be running concurrently But maybe that' s OK: the first 24 would run; then, as some of them finish, the remaining ones would execute But what if the thirty-second work item needs to set a flag that all of the other threads read before completing This program will never finish It' s not difficult