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2-5-6 Status of Specialized Database Architectures A number of specialized database machines are now available, and they provide some part of the advantages described in this section It remains di cult for hardware solutions to keep up with advanced algorithms rapidly implemented in software, so that it is di cult to beat the performance of well designed software systems For instance, associative access is also provided, at only somewhat higher cost, by index and hash mechanisms The software, while complex, tends to deal better with problems of varying elds, variable le sizes, and long records We hence nd associative technology used in only highly specialized systems We note also that associative access is logically equivalent to the key-based software methods to access records described throughout this book The use of specialized hardware typically increases performance but reduces exibility and capacity To obtain high productivity from systems which include specialized hardware, the loads on the various components must be balanced carefully so that no unit is consistently a bottleneck for all others Di erent transactions will, of course, have di erent patterns of component usage, so that excessive optimization by hardware is apt to be futile for the breadth of requirements posed by practical applications .net upc-a reader . NET Barcode Reader Library | C# & VB. NET UPC-A Recognition ...
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