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Floating Point vs. Integer Calculations: Performance Considerations in Modern Hardware
The debate over whether floating point or integer calculations offer better performance on modern hardware has been ongoing for years. In the early days of computing, floating point operations were significantly slower than integer operations due to the lack of dedicated floating point processors. As a result, it was common practice to perform floating point calculations using integer approximations, even for problems that inherently involved floating point values.
Today, however, with the advent of powerful multi-core CPUs and dedicated floating point units, the performance gap between floating point and integer calculations has narrowed significantly. While integer calculations may still have an edge in certain specialized scenarios, such as low-level bit manipulation, for most applications the performance difference is negligible.
To illustrate this, consider the following benchmarks run on several modern CPUs:
CPU | Type | Add/Subtract | Multiply/Divide |
---|---|---|---|
Intel Xeon X5550 @ 2.67GHz | short | 1.005460 | 3.926543 |
AMD Opteron(tm) Processor 265 @ 1.81GHz | short | 0.553863 | 12.509163 |
Intel Xeon X5550 @ 2.67GHz | float | 0.993583 | 1.821565 |
AMD Opteron(tm) Processor 265 @ 1.81GHz | float | 2.688253 | 4.683886 |
As can be seen, the performance of floating point operations is comparable to that of integer operations. In fact, for some operations, such as addition and subtraction, floating point calculations may even be slightly faster.
Therefore, unless there is a compelling reason to use integer approximations, it is generally advisable to use floating point calculations for problems that inherently involve floating point values. Floating point calculations are more accurate and provide a wider range of values than integer approximations. Additionally, they are easier to implement and maintain, which can lead to significant productivity benefits.
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