fqzcomp
专门针对 FASTQ 质量分数设计的压缩算法,通过对质量值进行上下文建模和算术编码实现高效压缩。 该方法支持流式处理,在保持解码速度的同时能将质量分数压缩至原始大小的极小比例,是 FASTQ 压缩领域的经典工具。
| Property | Value |
|---|---|
| Purpose | FASTQ 质量分数的高效无损压缩 |
| Time Complexity | O(n) |
| Space Complexity | O(1) |
| Year | 2014 |
| Difficulty | Intermediate |
| Languages | C |
| Category | Data Compression |
Complexity Analysis
- Time Complexity:
O(n) - Space Complexity:
O(1)
Performance Insight: The time complexity of this algorithm is linear (O(n)), scales linearly to TB-scale data and is suitable for streaming pipelines. Space overhead is minimal, making it suitable for memory-constrained or streaming environments.
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
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