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all messages a ected can be produced by an iterative search of the transaction log Comparison of the block or the result which was written with the correct version, to ensure that there was indeed an error, can avoid needless duplication and prune the search tree for secondary errors Since a transaction which uses internal data, in general, updates only a few records, the list of secondarily a ected transactions should be small, especially when an error is detected early If the damage is extensive, rollback restoration by replacing blocks using before-images may not be practical, and a forward restoration starting from a previous le snapshot which uses after-images may be a better procedure The decision of rollback versus forward restoration may be automated, although one should hope that the decision is not frequently required The activity thread created for le-restoration purposes not only provides the means to recreate the le, to notify users, and to correct erroneous messages but also can aid in the maintenance of le integrity, as will be discussed in Sec 13-2 11-5-3 Application of Corrections If the extent of damage is limited, a rollback process can be used The damaged portions of the le are restored by rst applying any before-images to the blocks in error and then replaying the incomplete transactions The output from these transactions is suppressed, if possible, to avoid duplicating results that have previously been sent to the users If this capability to select output does not exist, this output is marked as being due to an error-correction procedure and the user will have to determine its relevancy If the damage is great, one may have to start from a backup copy of the le and apply all after-images to it in chronological sequence, except those associated with incomplete transactions Incomplete transactions are again replayed An overview of the process is sketched in Fig 11-10 A program for the recovery process should be idempotent, that is, be able to restart itself at any stage, so that failures during recovery will not become disasters During recovery the systems tend not be stable, and failure rates higher than during routine operations If the restoration is major, it may be wise to copy the portion of the database to which corrections will be applied since restoration procedures, being rarely used, have a substantial chance of failure 11-5-4 Recovery in Distributed Systems We considered up to now program and input errors, as well as problems due to processor failures In distributed systems we also have to consider communication failures These change several assumptions made earlier Systemwide operation A part of the distributed system may have failed Transactions can still be submitted at some nodes, and some may be able to complete while others cannot Failure knowledge A block may be transmitted over a communication line for writing or a remote le The sending transaction may not know for a long time if the block has been correctly and safely stored The increased parallel activity from multiple nodes and from the longer times needed.

If you want to drive from Boston to New York City, you don t care where the trees are; you care where the exits and interchanges are located Therefore, the network of roads is what appears in the atlas Albert Einstein once said: Things should be made as simple as possible, but not any simpler A model must be faithful to those aspects of the problem domain that are relevant For example, a road map must provide accurate relative distances The distance from Boston to New York must be proportional to the actual driving distance If 1 inch represents 25 miles at the start of the trip, it must represent 25 miles throughout the trip, or the map will be unusable (Although not every map has to include a strict scale, depending on what you re using it for, but a road map needs to.

Sec 11-5

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) A good object-oriented design is an accurate model of the problem you are trying to solve Your design choices influence not only how you solve the problem, but also how you think about the problem A good design, like a good model, allows you to examine the relevant details of the problem without confusion or distraction..

Enrolled (Referencing relation)

to complete transactions increases failure risks in distributed databases A further consideration is the greatly increased use of replicated data in distributed databases (Sec 7-5-1)

We perceive the world to be composed of things. Look at your computer. You do not see various bits of plastic and glass amorphously merging with the surrounding environment. You naturally and inevitably see distinct things: a computer, a keyboard, a monitor, speakers, pens, paper. Things. More importantly, even before you decide to do it, you ve categorized these things. You immediately classify the computer on your desk as a specific instance of a type of thing: this computer is one of type computer. This particular pen in your pocket is an instance of a more general type of thing, pens. It is so natural you can t avoid it, and yet the process is so subtle, it s difficult to articulate. When I see my dog Milo, I can t help also seeing him as a dog, not just as an individual entity.

Operating an Incomplete Distributed Database A motivation for distribution is autonomy of operation in the distinct nodes Having replicated data permits some continued operation when a node has failed or if the database has been partitioned into independent parts because of communication breakdowns The independence

The theory behind object-oriented programming is that for computer programs to accurately model the world, the programs should reflect this human tendency to think about individual things and types of things. In C#, you do that by creating a class to define a type and creating an object to model a thing. A class defines a new type of thing. The class defines the common characteristics of every object of that new type. For example, you might define a class Car. Every car will share certain characteristics (wheels, brake, accelerator, and so on). Your car and my car both belong to the class of Cars; they are of type Car. An object is an individual instance of a class. Each individual car (your particular car, my particular car) is an instance of the class Car, and thus is an object. An object is just a thing.

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