引言
- 算法优化与系统加速的关系
- 多层级优化的重要性
- 实际应用场景示例（如高性能计算、大数据处理、实时系统等）
算法层优化
时间复杂度与空间复杂度分析
- 常见算法复杂度对比（如排序、搜索算法）
- 渐进分析与实际性能的关系
数据结构选择
- 不同数据结构的适用场景（哈希表、树、图等）
- 缓存友好数据结构的优化（如B树 vs. 二叉树）
算法改进策略
- 分治法、动态规划、贪心算法的优化技巧
- 并行化与分布式算法的设计思路
代码层优化
编译器优化
- 编译器标志（如GCC的
-O3、LLVM优化） - 内联函数与循环展开
低级优化技巧
- 减少分支预测失败（避免if-else嵌套）
- 内存访问优化（缓存命中率提升）
- SIMD指令集的使用（如AVX、NEON）
语言特性与性能
- C++的移动语义与零成本抽象
- Python中NumPy的向量化操作
- JIT编译（如PyPy、Java的HotSpot）
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