When running the following kmeans script, adding the --vec flag increases the runtime of the program by a bit more than 50%.
kmeans.daphne
Same script can be found in `test/api/cli/algorithms/kmeans.daphne`
```
// K-means clustering.
// Arguments:
// - r ... number of records
// - c ... number of centroids
// - f ... number of features
// - i ... number of iterations
// Data generation.
X = rand($r, $f, 0.0, 1.0, 1, -1);
C = rand($c, $f, 0.0, 1.0, 1, -1);
// K-means clustering (decisive part).
for(i in 1:$i) {
D = (X @ t(C)) * -2 + t(sum(C ^ 2, 0));
minD = aggMin(D, 0);
P = D <= minD;
P = P / sum(P, 0);
P_denom = sum(P, 1);
C = (t(P) @ X) / t(P_denom);
}
// Result output.
print(C);
```
cli command to run kmeans.daphne
`time bin/daphne test/api/cli/algorithms/kmeans.daphne r=1000000 f=100 c=50 i=10`
`time bin/daphne --vec test/api/cli/algorithms/kmeans.daphne r=1000000 f=100 c=50 i=10`
time output
`bin/daphne test/api/cli/algorithms/kmeans.daphne r=1000000 f=100 c=50 i=10 115.16s user 136.03s system 1109% cpu 22.634 total`
`bin/daphne --vec test/api/cli/algorithms/kmeans.daphne r=1000000 f=100 c=50 461.03s user 821.06s system 3718% cpu 34.477 total`
When running the following kmeans script, adding the
--vecflag increases the runtime of the program by a bit more than50%.kmeans.daphne
Same script can be found in `test/api/cli/algorithms/kmeans.daphne` ``` // K-means clustering. // Arguments: // - r ... number of records // - c ... number of centroids // - f ... number of features // - i ... number of iterations // Data generation. X = rand($r, $f, 0.0, 1.0, 1, -1); C = rand($c, $f, 0.0, 1.0, 1, -1); // K-means clustering (decisive part). for(i in 1:$i) { D = (X @ t(C)) * -2 + t(sum(C ^ 2, 0)); minD = aggMin(D, 0); P = D <= minD; P = P / sum(P, 0); P_denom = sum(P, 1); C = (t(P) @ X) / t(P_denom); } // Result output. print(C); ```cli command to run kmeans.daphne
`time bin/daphne test/api/cli/algorithms/kmeans.daphne r=1000000 f=100 c=50 i=10` `time bin/daphne --vec test/api/cli/algorithms/kmeans.daphne r=1000000 f=100 c=50 i=10`time output
`bin/daphne test/api/cli/algorithms/kmeans.daphne r=1000000 f=100 c=50 i=10 115.16s user 136.03s system 1109% cpu 22.634 total` `bin/daphne --vec test/api/cli/algorithms/kmeans.daphne r=1000000 f=100 c=50 461.03s user 821.06s system 3718% cpu 34.477 total`