Ascend operator benchmark
Benchmarking AI-assisted operator optimization on Ascend
AscendArena compares how different AI methods improve Ascend operator performance across repositories, workload cases, and reproducible benchmark runs.
Speedup = baseline duration ÷ optimized duration. Values above 1.0× indicate faster execution.
A local, reproducible snapshot of optimization results. Explore the overview, inspect individual operators, and review the code changes behind each result.
Top operator speedups
Derived ranking from the visible original weighted speedup values.
Speedup distribution
Original bucketed distribution by method.
Attempts Yield
Cumulative successful operators within 50 evaluation attempts.
Operator overview
Filter the original benchmark results by repository, category, and method.
Scroll horizontally to compare methods and vertically to browse operators. Click a speedup heading to sort. Double-click an operator or press Enter for details.
Latest updates
Product and benchmark snapshot history.
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Benchmark snapshot loaded
Results are read from the original AscendArena dataset without modifying its contents.