Nice work :-)
Here is the results for the numpy benchmark on a 12900k with DDR5 memory using MKL
Results
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| datagen | 0.327 |
| special | 0.077 |
| stats | 0.871 |
| matmul | 0.283 |
| vecmul | 0.007 |
| svd | 0.278 |
| cholesky | 0.085 |
| eigendecomp | 3.107 |