Performance without accuracy holds no value, and AutoKernel maintains rigorous standards in this domain. Every candidate kernel undergoes five verification stages before performance recording. Initial testing rapidly identifies compilation errors and dimensional mismatches. Secondary evaluation scans multiple input configurations and three data types to detect size-related issues. Third-phase testing examines numerical stability under challenging inputs. Fourth-stage verification confirms deterministic outputs through repeated execution, identifying parallel processing inconsistencies. Final testing employs unconventional dimensions to reveal masking and partitioning flaws.
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