Câu hỏi phỏng vấn Python
Câu hỏi

What is the difference between range and xrange ? How has this changed over time?

Câu trả lời

The difference between range() and xrange() in Python primarily revolves around memory usage and performance, particularly in different versions of Python.

Python 2: range() vs xrange()

In Python 2, range() and xrange() are both used to generate a sequence of numbers, but they do so in different ways:

  • range() generates a list of all the numbers in the specified range and stores them in memory. This can lead to significant memory usage, especially for large ranges[1][3][4][5][9].
  • xrange(), on the other hand, generates the numbers on demand (lazy evaluation) and returns an xrange object. It does not store the entire list in memory, making it more memory-efficient. This is particularly useful for large ranges or when iterating over the numbers generated is done only once[1][3][4][5][9].

Python 3: Changes in range()

With the transition to Python 3, xrange() was removed and range() was redesigned to behave more like xrange() from Python 2. In Python 3, range() now:

  • Returns a range object that generates the numbers on demand, similar to the xrange() object in Python 2. This change means that range() in Python 3 is more memory-efficient than range() in Python 2, as it does not generate a static list at runtime[2][5][6][10].

Performance Considerations

  • Memory Usage: As mentioned, xrange() (Python 2) and range() (Python 3) are more memory-efficient as they generate numbers on demand and do not store the entire list in memory[1][3][4][5].
  • Speed: When iterating over the same sequence multiple times, range() in Python 2 might perform better since it does not need to regenerate the integer objects. However, for a single iteration, especially over large ranges, xrange() is generally faster due to its on-demand generation of n...
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