Scanpy
基于 Python 的可扩展单细胞分析工具包，使用 AnnData 数据结构高效处理大规模单细胞数据。 该工具提供完整的分析流程，支持 GPU 加速，与 scverse 生态深度集成。
| Property | Value |
|---|---|
| Purpose | 可扩展的单细胞数据分析 |
| Time Complexity | O(c * g) |
| Space Complexity | O(c * g) |
| Year | 2018 |
| Category | Single-Cell Genomics |
Complexity Analysis
- Time Complexity:
O(c * g) - Space Complexity:
O(c * g)
Performance Insight: The time complexity of this algorithm is polynomial.
Note: Complexity analysis is based on theoretical models. Actual runtime is affected by input scale, hardware, and implementation optimizations. Benchmark for your specific workload.
Literature & Implementation
Related Tools
Seurat · scVI · AnnData