Table 2.
Speed performance of GLM with and without using block matrix multiplication strategy
No. of covariates | Time (s) |
|
---|---|---|
Without using block matrix multiplication strategy | With using block matrix multiplication strategy | |
0 | 1012 | 597 |
3 | 2853 | 614 |
5 | 4908 | 623 |
10 | 10,837 | 681 |
Note: 0, 3, 5, and 10 covariates are added in both PLINK v1.9 and rMVP for testing speed of GLM with and without using block matrix multiplication strategy, respectively. A dataset including 16,000 samples with 1,600,000 SNPs is generated by PLINK software and used for test. All tests are performed using single thread. GLM, general linear model.