Using FP16 data in MATLAB

59 views (last 30 days)
Tony
Tony on 6 Aug 2020
Edited: James Tursa on 7 Aug 2020
I have an embedded application that generates half precision (fp16) output that I would like to import and use in MATLAB. Would someone please advise me the easiest way to do that?
  2 Comments
Tony
Tony on 6 Aug 2020
I should clarify, I'm storing the out put in binary file format, and reading them into MATLAB using fread (which doesn't support "half" as a precision. I can't seem to cast the binary data into a floating point number.
James Tursa
James Tursa on 7 Aug 2020
What version of MATLAB are you using?

Sign in to comment.

Accepted Answer

James Tursa
James Tursa on 7 Aug 2020
Edited: James Tursa on 7 Aug 2020
If you have R2018b or later, you can fread as uint16 and then typecast into half type. E.g.,
% Generate some sample data
>> d = [-inf -pi 0 pi inf nan]
d =
-Inf -3.1416 0 3.1416 Inf NaN
>> h = half(d)
h =
1×6 half row vector
-Inf -3.1406 0 3.1406 Inf NaN
>> u = storedInteger(h)
u =
1×6 uint16 row vector
64512 49736 0 16968 31744 65024
% Convert the uint16 values to half precision
>> H = half.typecast(u)
H =
1×6 half row vector
-Inf -3.1406 0 3.1406 Inf NaN
If you don't have R2018b or later, then the half type is not availalbe and you will be stuck with converting the values to single or double precision if you want to work with them in MATLAB. In that case, use fread as uint16 and then use the following FEX submission to turn the values into single or double:
E.g.,
>> S = halfprecision(u,'single')
S =
1×6 single row vector
-Inf -3.1406 0 3.1406 Inf NaN

More Answers (0)

Products

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!