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⚡ Bolt: Optimize distance calculations in topological clustering#143

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bolt-optimize-clustering-dist-3324966427508775332
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⚡ Bolt: Optimize distance calculations in topological clustering#143
teerthsharma wants to merge 1 commit into
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bolt-optimize-clustering-dist-3324966427508775332

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💡 What: Replaced exact Euclidean distance calls in auto_k_selection and DBSCAN::region_query with inline squared distance calculation loops containing early exits, and fixed an epsilon control law bug in GeometricGovernor.
🎯 Why: In topological clustering, only neighborhood membership (d < epsilon) is required, not exact distance values. Computing libm::sqrt and iterating over all dimensions for distant points introduces unnecessary overhead on critical hot paths. The governor bug fix ensures the adaptive threshold controller properly handles high load.
📊 Impact: Significant reduction in computational overhead for high-dimensional clustering by bypassing expensive sqrt calls and redundant dimension summations for non-neighbors.
🔬 Measurement: Verify using cargo test -p aether-core and running profiling traces.


PR created automatically by Jules for task 3324966427508775332 started by @teerthsharma

Co-authored-by: teerthsharma <78080953+teerthsharma@users.noreply.github.com>
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