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sm00thix / ikpls / 29293361446
94%

Build:
DEFAULT BRANCH: main
Ran 13 Jul 2026 11:33PM UTC
Jobs 20
Files 13
Run time 1min
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13 Jul 2026 11:32PM UTC coverage: 94.449% (+0.02%) from 94.432%
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Optimize R rotation for the first two components (6.1.1) (#50)

Step 3 of the shared Improved Kernel PLS inner loop now special-cases the first
two components -- r_1 = w_1 (copy) and r_2 = w_2 - (p_1^T w_2) r_1 (a vectorized
rank-1 update) -- using the general matrix form only from a >= 3. This avoids the
empty-(0,K)-slice matmuls at a=1 and the dispatch-heavy (K,1)@(1,1) matmul at a=2,
so the improved R is no longer slower than the original sequential recurrence for
small A (previously up to ~2x slower at K=10000). Output is identical;
performance-only. JAX backends already use the matmul form under lax.scan and are
unaffected.

1242 of 1315 relevant lines covered (94.45%)

11.86 hits per line

Jobs
ID Job ID Ran Files Coverage
1 ubuntu-latest-python-3.13-numpy-only - 29293361446.1 13 Jul 2026 11:33PM UTC 13
25.17
GitHub Action Run
2 windows-latest-python-3.13-jax - 29293361446.2 14 Jul 2026 12:23AM UTC 13
93.54
GitHub Action Run
3 windows-latest-python-3.13-numpy-only - 29293361446.3 13 Jul 2026 11:34PM UTC 13
25.17
GitHub Action Run
4 windows-latest-python-3.11-numpy-only - 29293361446.4 13 Jul 2026 11:34PM UTC 13
24.94
GitHub Action Run
5 windows-latest-python-3.12-numpy-only - 29293361446.5 13 Jul 2026 11:34PM UTC 13
24.94
GitHub Action Run
6 ubuntu-latest-python-3.13-jax - 29293361446.6 14 Jul 2026 12:11AM UTC 13
93.54
GitHub Action Run
7 ubuntu-latest-python-3.10-numpy-only - 29293361446.7 13 Jul 2026 11:33PM UTC 13
24.94
GitHub Action Run
8 ubuntu-latest-python-3.12-numpy-only - 29293361446.8 13 Jul 2026 11:33PM UTC 13
24.94
GitHub Action Run
9 windows-latest-python-3.10-numpy-only - 29293361446.9 13 Jul 2026 11:33PM UTC 13
24.94
GitHub Action Run
10 windows-latest-python-3.10-jax - 29293361446.10 14 Jul 2026 01:19AM UTC 13
93.54
GitHub Action Run
11 windows-latest-python-3.14-jax - 29293361446.11 14 Jul 2026 12:11AM UTC 13
93.54
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12 windows-latest-python-3.14-numpy-only - 29293361446.12 13 Jul 2026 11:34PM UTC 13
25.17
GitHub Action Run
13 windows-latest-python-3.11-jax - 29293361446.13 14 Jul 2026 12:28AM UTC 13
93.54
GitHub Action Run
14 ubuntu-latest-python-3.14-numpy-only - 29293361446.14 13 Jul 2026 11:33PM UTC 13
25.17
GitHub Action Run
15 ubuntu-latest-python-3.10-jax - 29293361446.15 14 Jul 2026 12:53AM UTC 13
93.54
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16 windows-latest-python-3.12-jax - 29293361446.16 14 Jul 2026 12:21AM UTC 13
93.54
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17 ubuntu-latest-python-3.14-jax - 29293361446.17 14 Jul 2026 12:00AM UTC 13
93.54
GitHub Action Run
18 ubuntu-latest-python-3.11-jax - 29293361446.18 13 Jul 2026 11:59PM UTC 13
93.54
GitHub Action Run
19 ubuntu-latest-python-3.12-jax - 29293361446.19 14 Jul 2026 12:13AM UTC 13
93.54
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20 ubuntu-latest-python-3.11-numpy-only - 29293361446.20 13 Jul 2026 11:33PM UTC 13
24.94
GitHub Action Run
Source Files on build 29293361446
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