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Code to run RNA analysis benchmarks

  • rna-timing/marker-genes:
    • Calculate Wilcoxon marker genes
    • Requires: datasets/rna-process
    • Produces:
      • {DATA_ROOT}/rna/marker-genes: Marker gene outputs
      • {RESULTS_ROOT}/raw/rna-timing/marker-genes: Raw timing outputs
      • {RESULTS_ROOT}/data_tables/rna-timing/marker-genes
    • Figures: Fig S1d
    • Task summary: 140/155 completed. Total time: 1 day, 14:22:26
      • high_mem_tasks: 10/25 completed. Total time: 0:00:09
  • rna-timing/matrix-transpose:
    • Measure the time to swap the storage order of a matrix from cell-major to gene-major
    • Requires: datasets/rna-process
    • Produces:
      • {RESULTS_ROOT}/raw/rna-timing/matrix-transpose: Raw timing outputs
      • {RESULTS_ROOT}/data_tables/rna-timing/matrix-transpose.tsv
    • Figures: Fig S3b
    • Task summary: 100/135 completed. Total time: 5:30:02
  • rna-timing/pca-benchmark:
    • Run Normalization + PCA benchmarks
    • Requires: datasets/rna-process
    • Produces:
      • {DATA_ROOT}/rna/pca: PCA coordinate outputs
      • {RESULTS_ROOT}/raw/rna-timing/pca-benchmark: Raw timing outputs
      • {RESULTS_ROOT}/data_tables/rna-timing/pca-benchmark
    • Figures: Fig 1b-d, Fig S1a-c
    • Task summary: 732/850 completed. Total time: 9 days, 12:35:03
      • high_mem_tasks: 25/100 completed. Total time: 3:18:42