why do we initialize any vector or matrices with zero.
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before doing any operation with matrices which we want as output, we define a matrix and initialize with zero. why do we do it? what if we don't initialize it? and what if we initialize with other no.
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回答(3 个)
Voss
2023-7-8
1 个评论
Walter Roberson
2023-7-8
Internally, initializing with zero is faster than initializing with anything else. But you can initialize with ones() or false() or true() or NaN() or inf() or whatever makes sense in context
John D'Errico
2023-7-8
编辑:John D'Errico
2023-7-8
You can preallocate with ANY number. Feel free to preallocate with pi, using say, repmat. Personally, I like to preallocate with NaNs, or maybe the number 17. This way, when I test the code out, I can tell if I screwed up with the size. (What, me screw up? Surely not.)
Other arrays need not be preallocated.
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James Tursa
2023-7-9
编辑:James Tursa
2023-7-9
If you know you will be filling in the variable elements downstream anyway, it would be faster to just allocate the memory and not spend the time filling the values with anything. That being said, MATLAB must have some type of optimizations going on in the background for the zeros( ) function because the timings rival a mex routine that allocates but does not initialize:
R2021a PCWIN:
>> N = 1024*1024*1024/8 % 1 GB variable
N =
134217728
>> timeit(@()nan(N,1))
ans =
0.4622
>> timeit(@()inf(N,1))
ans =
0.4729
>> timeit(@()ones(N,1))
ans =
0.4645
>> timeit(@()zeros(N,1))
ans =
0.0134
>> timeit(@()uninit(N,1)) % mex routine that allocates but does not initialize
ans =
0.0135
I would point out that this was not the case in earlier versions of MATLAB, where uninit( ) used to handily beat the zeros( ) function.
3 个评论
Walter Roberson
2023-7-9
In some recent releases (I do not know about the latest release), initializing an array with zeros() was special. If you use zeros() to preallocate an array large enough that you are running close to your memory limits, then zeros() can succeed and appear to give you memory, only to be told that you have run out of memory as soon as you assign into the array. But you can keep the zeros() array around as long as you leave it as pure zeros.
I cannot seem to replicate this at the moment, so it might have changed.
Bruno Luong
2023-7-9
Yes I confirm have seen what James and Walter observes.
The Execution Engine can delay the effectve (zeros) allocation later, when the array is effectively used.
Measuring the allocation time alone doesn't not reflect the real speed.
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