基于SW26010P多核处理器的SpMV算法的实现和优化,并以BCSR格式存储.
Mengfei Ma1, Xianqing Huang2,3, Jiali Xu1,4
1Information Research Department, Qingdao Marine Science and Technology Center, Qingdao, China.
Scientific reports
|July 17, 2024
概括
这项研究优化了SW26010P多核处理器上的稀疏矩阵向量乘法 (SpMV). 新的策略显著加速了SpMV计算,达到38倍的速度.
科学领域:
- 高性能计算的高性能计算.
- 平行处理是平行处理.
- 计算科学是一种计算科学.
背景情况:
- 不规则的稀疏矩阵分布阻碍了像SW26010P这样的多核架构上的数据访问效率.
- 实施稀疏矩阵向量乘法 (SpMV) 有效地提出了由于处理器架构的重大挑战.
研究的目的:
- 在SW26010P多核处理器上开发和评估SPMV的优化策略.
- 为解决由于不规则的稀疏矩阵结构造成的数据访问效率低的问题.
主要方法:
- 实施了记忆数据存储转换策略,将CSR转换为块压缩散列列 (BCSR) 格式.
- 引入了动态任务调度,用于跨slave核心的负载平衡.
- 优化局部数据内存 (LDM) 和奴隶核心双缓存策略.
主要成果:
- 与来自Matrix Market的众多稀疏矩阵进行了测试.
- 在各种矩阵大小的稀疏矩阵处理中显著加快速度.
- 实现了高达38倍的主-奴隶加速度比.
结论:
- 拟议的优化方案有效地提高了SW26010P处理器上的SpMV性能.
- 这些策略为在复杂应用中加速稀疏矩阵计算提供了可行的解决方案.
- 这项工作对优化SW26010P多核系统上的其他计算任务具有广泛的影响.
相关概念视频
Parallel Processing
150
The brain processes sensory information rapidly due to parallel processing, which involves sending data across multiple neural pathways at the same time. This method allows the brain to manage various sensory qualities, such as shapes, colors, movements, and locations, all concurrently. For instance, when observing a forest landscape, the brain simultaneously processes the movement of leaves, the shapes of trees, the depth between them, and the various shades of green. This enables a quick and...
150
Simplified Synchronous Machine Model
207
The Synchronous Machine Model is a fundamental tool in analyzing and ensuring the transient stability of power systems. This model simplifies the representation of a synchronous machine under balanced three-phase positive-sequence conditions, assuming constant excitation and ignoring losses and saturation. The model is pivotal for understanding the behavior of synchronous generators connected to a power grid, particularly during transient events.
In this model, each generator is connected to a...
In this model, each generator is connected to a...
207
Block Diagram Reduction
194
The process of deriving the transfer function of a control system often involves reducing its block diagram to a single block. This simplification can be achieved through a series of strategic operations, including relocating branch points and comparators. These operations preserve the overall function of the system while allowing for easier manipulation and combination of blocks.
The first step in this process is the identification and relocation of a branch point. A branch point, where a...
The first step in this process is the identification and relocation of a branch point. A branch point, where a...
194
Semiconductors
678
There is variation in the electrical conductivity of materials - metals, semiconductors, and insulators that are showcased with the help of the energy band diagrams.
Metals such as copper (Cu), zinc (Zn), or lead (Pb) have low resistivity and feature conduction bands that are either not fully occupied or overlap with the valence band, making a bandgap non-existent. This allows electrons in the highest energy levels of the valence band to easily transition to the conduction band upon gaining...
Metals such as copper (Cu), zinc (Zn), or lead (Pb) have low resistivity and feature conduction bands that are either not fully occupied or overlap with the valence band, making a bandgap non-existent. This allows electrons in the highest energy levels of the valence band to easily transition to the conduction band upon gaining...
678
Fast Decoupled and DC Powerflow
182
The fast decoupled power flow method addresses contingencies in power system operations, such as generator outages or transmission line failures. This method provides quick power flow solutions, essential for real-time system adjustments. Fast decoupled power flow algorithms simplify the Jacobian matrix by neglecting certain elements, leading to two sets of decoupled equations:
182
Ampere-Maxwell's Law: Problem-Solving
609
A parallel-plate capacitor with capacitance C, whose plates have area A and separation distance d, is connected to a resistor R and a battery of voltage V. The current starts to flow at t = 0. What is the displacement current between the capacitor plates at time t? From the properties of the capacitor, what is the corresponding real current?
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
609


