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perf: replace per-spike dict loop with numpy unit grouping

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Vectorize per-channel PCA transform in run_for_all_spikes #4488

perf: replace per-spike dict loop with numpy unit grouping
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Test on ubuntu-latest OS
succeeded Apr 1, 2026 in 11s