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suspension This i s usually impossible except for very constrained circumstances This danger is why the suspension APIs in managed code have been marked as "obsolete" in the NET Framework 20, so that you will receive compiler warning messages when you use them Also, if a thread is suspended and never resumed, that thread and its resources will stay around until the process exits One of the biggest misuses of thread suspension is to use it for syn chronization This is never appropriate We'll review appropriate synchro nization mechanisms that must be used instead in the next two chapters There are of course cases in which suspension is useful We saw earlier that to capture a stack trace programmatically in managed code, the target thread must be suspended for a period of time The CLR's GC also uses thread suspension when it needs to walk stacks to find live references on the stack Thread suspension is frequently used in debuggers and pro filers For example, WinDbg and Visual Studio offer a "freeze threads" feature that uses thread suspension liberally All of these share something in common They do not invoke arbitrary program code while a thread is suspended; instead, usually a thread will be suspended for a very brief period of time, information is gathered, and then the thread is resumed In other words, the scope of the suspension is fixed, well known, and short in duration

Affinity: Preference for Running on a Particular CPU The Windows thread scheduler uses many factors when determining how to schedule threads on a multiprocessor system Each process or individual threads may be optionally confined to a subset of the CPU's using "hard" CPU affinity This guarantees that the scheduler will only run a given thread on a certain subset of the machine's processors Each thread also has something called an ideal processor When a processor is free and multiple runnable threads are available, the scheduler will prefer to pick one with an ideal processor of the one under considera tion But if this condition cannot be met, the OS will schedule a thread that has a different ideal processor Similarly, Windows tracks the last proces sor on which a thread ran previously Given a set of threads with a different ideal processor than the one being considered, Windows will prefer to pick

one that most recently ran on the processor Considering the ideal and last processor improves memory locality and helps to evenly distribute the workload across the machine Let's now review how your programs can control hard affinity and ideal processor settings, including how to use them in your programs

The strata then differ markedly in mean values, but, more importantly as we shall see, they vary considerably in variability We can capitalize on these differences and compose a sampling procedure that is unbiased but has a much smaller standard deviation than that in simple random sampling Strati ed random sampling takes these different characteristics into account It turns out that it is most ef cient to take simple random samples within each stratum The question is how to determine the sample size, or allocations, within each stratum We will show two ways to allocate the sample sizes, called proportional allocation and optimal allocation, respectively

$250, Mr Weymouth must obtain a written substantiation of the contribution from The United Way, or obtain some similar form of evidence for the IRS

.