Benchmarks

45 tasks accelerated, across 9 domains

Every result is measured against the upstream baseline on frozen inputs, with output concordance and peak memory verified. Pick a domain for methods, datasets, and per-run timings.

Optimization catalog by field

Click a field to see all methods, baseline-to-optimized timings, and per-dataset runs

28 tasks

Single-cell genomics

scRNA-seq, deconvolution, trajectory, cell-cell communication

16.7× median 1482.3× peak

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6 tasks

Bulk genomics & enrichment

pathway enrichment, networks

66.4× median 90.8× peak

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2 tasks

Molecular & structural biology

molecular dynamics, protein structure

180.7× median 180.7× peak

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2 tasks

Statistics & survival

regression, survival analysis, mixed models

25.2× median 25.2× peak

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1 task

Biomedical imaging

cell phenotyping, diffusion MRI

6.6× median 6.6× peak

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1 task

Ecology

community ecology, PERMANOVA

239.1× median 239.1× peak

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3 tasks

Earth & atmospheric sciences

climate, seismology, radar

26.5× median 918.2× peak

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1 task

Astronomy

transit-search periodograms

6.7× median 6.7× peak

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1 task

Physics & chemistry

PDE solvers

34.5× median 34.5× peak

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