is float16 supported in matlab?

给你一囗甜甜゛ 提交于 2019-12-22 08:38:39

问题


Does MATLAB support float16 operations? If so, how to convert a double matrix to float16? I am doing an arithmetic operation on a large matrix where 16-bit floating representation is sufficient for my representation. Representing by a double datatype takes 4 times more memory.


回答1:


Is your matrix full? Otherwise, try sparse -- saves a lot of memory if there's lots of zero-valued elements.

AFAIK, float16 is not supported. Lowest you can go in float-datatype is with single, which is a 32-bit datatype:

A = single( rand(50) );

You could multiply by a constant and cast to int16, but you'd lose precision.




回答2:


The numeric classes, which Matlab supports out of the box are the following:

int8
int16
int32
int64
uint8
uint16
uint32
uint64
single (32-bit float)
double (64-bit float)

plus the complex data type. So no 16-bit floats, unfortunately.

On Mathworks file exchange, there seems to be a half-precision float library. It requires MEX, however.




回答3:


This might be an old question, but I found it in search for a similiar problem (half precision in matlab).

Things seemed to have changed in time: https://www.mathworks.com/help/fixedpoint/ref/half.html

Half-precision seems to be supported nativeley by matlab now.



来源:https://stackoverflow.com/questions/12170950/is-float16-supported-in-matlab

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