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Benchmarks

This section provides comprehensive performance benchmarks comparing SLAF against traditional and modern single-cell data formats and dataloaders.

Comprehensive Benchmarks

  • For Bioinformaticians - Detailed benchmarks for common bioinformatics operations including cell/gene filtering, expression queries, and preprocessing pipelines
  • For ML Engineers - Performance analysis for machine learning workflows, dataloader throughput, and GPU training preparation

Format Comparisons

  • SLAF vs h5ad - Performance comparison against the traditional AnnData format
  • SLAF vs TileDB - Comparison with modern cloud-native storage alternatives.

Ready to see SLAF in action? Start with the bioinformatics benchmarks for analysis workflows or ML benchmarks for training pipelines.