Mapreduce with tall array in matrix multiplication

5 Ansichten (letzte 30 Tage)
chen zhe
chen zhe am 26 Jun. 2024
Kommentiert: chen zhe am 26 Jun. 2024
Hi,
I am processing huge dataset (billions rows), so I used tall array in my code. While I found the tall array are not support general matrix multiplication. The '*' only works in a limited conditions.
I am wondering if we can combine mapreduce to perform matrix multiplication with tall arrays ? Below is a example shows the error.
A = tall(ones(200,2));
B = tall(ones(2,3));
values = A*B;
gather(values)
Error using tall/mtimes>iVerifyAtLeastOneScalar
Matrix multiplication of two tall arrays requires one of them to be scalar.
Learn more about errors encountered during GATHER.
Error in * (line 31)
[X,Y] = iVerifyAtLeastOneScalar(X,Y,"MATLAB:bigdata:array:MtimesBothTall");

Antworten (1)

Torsten
Torsten am 26 Jun. 2024
Bearbeitet: Torsten am 26 Jun. 2024
Would this work for you ?
B = ones(2,3);
A = tall(ones(200,2));
values = A*B;
gather(values)
Evaluating tall expression using the Local MATLAB Session: - Pass 1 of 1: 0% complete - Pass 1 of 1: Completed in 0.21 sec Evaluation completed in 0.37 sec
ans = 200x3
2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
<mw-icon class=""></mw-icon>
<mw-icon class=""></mw-icon>
  1 Kommentar
chen zhe
chen zhe am 26 Jun. 2024
Unfortunately no. Actually, A and B ate both tall arrays obtained by some processings.
Your method is equivalent to gather(B),then multiply A and B. Finally need to gather(values) again. (2 gather() in total)

Melden Sie sich an, um zu kommentieren.

Produkte

Community Treasure Hunt

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

Start Hunting!

Translated by