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Cache Conscious Algorithm for Relational Query Processing



The speed of DRAM is working at low speed as compare to CPU speed. So for improving the speed cache memory going to be used which is consider as static RAM by today’s architectures to overcome this gap. It need less process cycle as compare to main memory. So now the CPU performance is completely depend on the speed of cache memory and its utilization. We can get more and more benefits from cache if we redesign our old algorithm query process. According to give information, as compare to old one, new algorithm runs 8% to 200% faster.


The CPU cycle time reduction can cause the improvement in VLSI technology as compare to low speed of DRAM speed. The fast static RAM, Cache memory in the access of data, disparity help in alleviation by temporal locality and exploiting the spatial. As poor access locality becomes the cause of waste many data cycle transfer and cache memory also make the performance of CPU very poor. It is very important to observe that in many relational operations algorithm design in such a way that cache memory can give more and more benefits.

So in this paper, we study to redesign the algorithm for making strong cache memory to make the performance of computer better and improved. In data base community the locality become poor due to link of many data by the query evaluation. And a wrong concept is circulating that only one time data accessed in the fast speed. We have to reduce the conventional thoughts and try to develop cache conscious algorithm which can improve the speed of processing portion of CPU in the processing of query. This is significant in the case of main memory data base system. From the recent work of Nyberg et al. the respond time of input output is going to be minimize with the help of software assisted disk strip which increase the cost of CPU in query processing.

So the speed of CPU is going to be improved which are belong to disk resident data, just because of optimization of cache memory. It is also observed that all focus is given to cache memory to getting performance sorting high. Without exploring alternate optimizing techniques they only pay attention on cache memory. We try to focus on techniques of cache that make them more useful and beneficial for the performance instead of focusing on sizes of caches. So for making better performance, tune some cache profile ported on different platform but with the same algorithm.

In general the behavior of cache memory is complicated is proper study aid required to understand the behavior of cache profiling with specific algorithm. Different issues can be study or observed related to cache as user cannot control over the hardware management of cache, it is not completely belong to disk cache and the performance of CPU cycle is not only depend on the improvement of cache because there is a difference between cache optimization and disk optimization.

Overview of Cache Memory:

Cache memory is a fast static memory in small size that uses to improve the performance by handle large amount of data. Those memory references that satisfied cache are known as hits which process at the speed of processor. And those memory references that are unsatisfied are known as misses, has to face penalty of cache miss and have to fetch from the main memory the cache block. The management of cache not control by the user. These are sometimes divided into data only and instruction only cache. On three major parameters, cache can be characterized into the following: block size, associativity and capacity. Block size describe number of contiguous bytes fetch after cache miss. Cache block identify the locality spatial through multiple contiguous words fetching or a cache block in case of any miss occurs.

The cashe profiler works on the behanviour of the casher that where are these terms needed to be placed well and it maintain the data according to the proper system it follows. There are many of the systems that uses the working of the cashier very much importantly and very much keenly as these are the tasks that are needed to be done in order to maintain the efficiency of the working complete and up to date. The main thing about this algorithm is that it makes the working efficient and super-fast so that they can work well and improve the efficiency as a must. There are many of techniques that are used in the making of algorithms strong and efficient.

In these algorithms we can concern best way to find the results best and may be made efficient as well as it completes the working process properly. This thing makes the working easy and efficient as well as it increased the number of inputs and outputs of the system There are many of the techniques used in the data mining that makes the working very much easy and efficient as these things are very much important to consider keenly and as well as they are making the work innovative as well. There are portioning placed in the techniques that makes the working very much easy and efficient because they are going to manage the tasks of the person easy and convenient.
There are many other options present in the functioning of this system that it has to handle many of the things. Those are present in it that makes the working easy and efficient. The blocking is that feature which makes the working efficient and essential in terms of making the work very much developed and the thing that is making the working effective ot the thing that is disturbing the system is then kicked out of the system and hence it is being made by the making the system free from the bad things that may affect the system well and produce best results as well which is necessary to be done. Sometimes an algorithm is restricted to be used by the authority in terms of making the data completely productive and very well-rehearsed.

There are many of the examples of the system that makes the working complete and in fine so that they can be able to work efficiently and properly. There are many of the systems present in the functioning that makes the working appropriate and complete as well as it takes the initial steps of making the system affective and informative and well managed. The most effective thing is that the new form of the system is managed by the proper processing and it handles the working criteria proper and effective. Many of the time it happens that the loops you made are very much innovative and should be made in the processing effectively so that the most effective thing is that you can make the work most easy and reliable so that it will make the working definite and properly managed.

The most important thing is that they are going to make the working efficient and effective as well as it is the way which makes the working of the system well-rehearsed and well managed. The way with which you are gpoing to work effectively in the system is that they are going to manage the working most effective and most efficient as they are going to make the working possible with the best ay of making it better for the further systems to be maintained well. The most important thing is that when people use to get the best out of it. There are loop system that deals with the looping system in the algorithm. The way system works properly is something that needs to be maintained properly and as well as they are going to manage the working of the most important and the most efficient working in terms of making the lives of the people connected with this that we are going to manage the working in the system efficiently.

The management went to the system working properly and well, rehearsed in a way that it deals with the best possible solutions and with the best efficient way of working them appropriately and properly. The most important thing is that the way in which we are having a deal with the other people in a way that it deals with them. The management must be very much efficient in its working that they remain all the time active and efficient in its working that they should handle all the tasks assigned to it on time and do whatever they should on time and with best efforts so that any kind of problem or issues can be resolved on the right time right after it occurred in the organization. The management is actually responsible for every type of working in the organization to make it smooth and effective. If the management of the organization is not very active then it became dangerous for the working nature of that organization.

The management is responsible for managing every task of the organization because it is their foremost responsibility to handle all the functions effectively and takes care of that department of the organization. The overall functions of the organization should be managed properly and efficiently in order to get the best possible outcome of the issues and the solutions that do not affect positively on the working of the organization by the true means in the term they should be implemented well. The organization should take care of the management employees so that they can work well in the organization and give best positive results. The most important of that is the achievement of targets with the achievement of that on the specified time.

There are two main and the most efficient departments in every organization that should be considered very much efficiently and effectively to consider them keenly in the working premises of the organization. These departments are cost and finance department of the organization. The cost department is that department that deals with the management of the expenses of the organization in the product making of the organization in which that organization deals in. If these expenses cannot be properly maintained in the organization then they cannot give the best results to the organization and as well as they stop the working of the organization then they do not get the efficient results in terms of achieving the required target from the organization’s workings. The organization always focuses on the achievement of targets so that it can get the real success among competitors in the market where it is serving. Because the real strength of the organization is that it can beat its rivals well, and take a good place in the market. So that no one can beat it and that organization remain on the best place in the market.

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