First, generator definition
By generating an expression from a list, we can create a list directly. However, with memory limitations, the list capacity is certainly limited. So, if the list element can be calculated according to an algorithm, can we continue to calculate the subsequent elements in the process of the loop? This eliminates the need to create a complete list, which saves a lot of space. In Python, this side loop computes the mechanism, called the generator: Generator.
1 for in range (ten)]2 >>> l3 [0, 1, 4, 9, +,- C8>4 for in range5 >>> g6 < Generator Object <genexpr> at 0x1013e0780>
Second, Expression Builder
The difference between the creation and the L is g only the outermost [] and (), L is a list, and g it is a generator. Each element of L can be printed directly, and the next () function is required to print out each element of G.
1>>> g = (x * x forXinchRange (10))2>>>g3<generator Object <genexpr> at 0x1013e0780>4>>>Next (g)5 06>>>Next (g)718>>>Next (g)94Ten>>>Next (g) One9 A>>>Next (g) -16 ->>>Next (g) the25 ->>>Next (g) -36 ->>>Next (g) +49 ->>>Next (g) +64 A>>>Next (g) at81 ->>>Next (g) - Traceback (most recent): -File"<stdin>", Line 1,inch<module> -Stopiteration
Generator saves the algorithm, each time it is called next(g) , computes g the value of the next element until it is calculated to the last element, no more elements are thrown when the StopIteration error occurs.
1>>> g = (x * x forXinchRange (10))2>>> forNinchg:3...Print(n)4 ... 5 0617489916Ten25 One36 A49 -64 -81
First, generator is an iterative object, so you can iterate through it using the for in loop. the nature of the traversal is that the for in loop internally calls the next () function to get each element, and captures the stopiteration exception, ending the traversal.
Third, Function generator
The Fibonacci sequence is not written in list generation, but it is easy to print it out using a function.
1>>>deffib (max):2... n, a, b = 0, 0, 13... whileN <Max:4...yieldb5... a, B = B, A +b6... n + = 17...RaiseStopiteration (' Done')8 ... 9>>> FIB (6)Ten<generator Object fib at 0x1013e0780> One>>> forIinchFIB (6): A...Print(i) - ... -1 the1 -2 -3 -5 +8 ->>> g = fib (6) +>>> whileTrue: A...Try: at ... next (g) -...exceptstopiteration as E: -...Print(E.value) -... Break - ... -1 in1 -2 to3 +5 -8 theDone
Python Generator generator