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500k x 5k AnnData benchmark with an AMD 5950x
Axis= 0
Intel_kernel = 223 ms
new = 223 ms
Axis= 1
Intel_kernel = 3.35 s
new = 203 ms
This implementation has better memory access for axis= 1.