Performance Test

Running Time and Memory Usage

Recommendation: pyscenic building transcription factor and gene co-expression networks requires random forest algorithms. When the number of cells increases, running time and memory increase exponentially. It is recommended to filter target cells first before analysis.

  • Running time and memory are proportional to the number of cells, the more cells, the higher resource requirements

  • It is recommended to filter target cell subpopulations first before analysis

  • Reference performance (n_cpus=24)

Sample
Cell Count
Running Time(h)
Memory(G)

sample1

20629

7.8

23

sample2

21500

13.7

29

sample3

81843

23

79

sample4

84510

37.5

108

sample5

321856

>96

>200

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