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It's common to use isolated state as a form of cache In other words, though some state is physically isolated, it is merely a copy of some mas ter copy that is not isolated Such designs require that the master copy is periodically refreshed (if updates are made to the cache) and that caches are refreshed as the master copy changes Depending on the requirements, a more sophisticated cache coherency mechanism may be needed, to guar antee that refreshes happen in a safe and serializable way, requiring a com bination of isolation and synchronization techniques The last mechanism, enforcement by convention, requires that programs follow some strict disciplines, each of which is cause for concern because they are informal and inherently brittle It can be useful to think of state in terms of being "owned" by particular "agents" at any point in time Think ing this way allows you to very clearly articulate where ownership changes for a particular piece of data, including at what point data transitions between isolated and shared

.

employees medical insurance, 25 percent of the additional medical insurance for the families of employees, and 90 percent of employee life insurance It makes short-term, long-term, and dental insurance available to its employees, but employees must pay for these benefits Ms Emily Swankart is a single parent and has subscribed to all of these types of insurance The total amount of deductions for her is calculated: Type of Insurance Medical insurance Medical insurance, dependent Life insurance Short-term disability insurance Long-term disability insurance Dental insurance Total Total Cost $225 200 35 42 15 28 Deduction (%) 90% 25% 90% 0% 0% 0% Deduction ($) $23 150 32 42 15 28 $290

At any point in time, a particular piece of isolated data can be said to be owned by one agent in the system Ownership is used in this context to mean that the agent understands what other components or agents may concurrently access that piece of data, and what this means for the read and write safety of its own operations If, at any time, multiple agents believe they own the same piece of data, it is likely that the data is no longer truly isolated Clearly there are many kinds of ownership patterns a system might employ, including shared ownership, but let's stick to the idea of single agent ownership for a moment An agent may transfer ownership, but it must do so with care For exam ple, some agent may allocate and initialize some interesting object, but then insert it into a global shared list This is called publication Publication transfers ownership from the initializing agent to the global namespace; at some point in the future, an agent may remove the data from the shared list, at which point the ownership transfers from the global namespace to that agent This is called privatization Publication must be done such that the agent doing the transferring no longer tries to access the state as though it is the sole owner: the data is no longer confined (or isolated) within the agent Similarly, privatization must be done such that other agents do not subsequently try to access the privatized data One of the more difficult aspects of ownership is that a piece of data may move between isolation and shared status over the course of its life These publication and privatization points must be managed with care A slight misstep, such as erroneously believing an object is private and no longer shared when in reality other threads still have outstanding references to it that they might use, can introduce all of the same kinds of race condition problems noted earlier Another challenge with isolation is determining where the points of escape in the program might be Publication is not always such a clear-cut point in the program's execution This requires that agents attempting to control ownership of data only ever share references to this data with trusted agents The agent is trusting that the other agents will not pub lish the reference so that the data becomes shared, either directly or indi rectly (eg, by passing the reference along to another untrusted agent).

Now again, as we did with proportional allocation, we do not simply calculate the mean of each of these samples but instead calculate a weighted mean that re ects the differing probabilities with which the observations have been collected We weight the mean of the high school observations with a factor of 5 (the size of the stratum) while we weight the observation from the middle school stratum with its size, 3, before dividing by 8 For example, for the rst sample, the weighted mean becomes 5 (1667 + 2002 + 1493 + 1802) + 3 731 4 = 1362 25 8

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