PHD OPPORTUNITY · BOOKUNI
博士研究生岗位 F/M:面向百亿亿次计算系统高性能求解器的网格划分
法国国家信息与自动化研究所Inria
巴黎 · 法国
01项目概览
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This PhD project focuses on developing advanced methods for partitioning computational meshes in parallel finite element simulations, addressing issues such as inter-process communication costs in high-performance computing systems. The candidate will design and implement algorithms that improve load balancing and scalability of FEM computations for supercomputers.
02研究内容
任务:
有限元网格(FEM)模拟在现实应用中的使用需要并行计算。在这种情况下,作为第一步,计算网格必须被分配到多台计算机之间。网格划分的一个重要目标是在实现负载均衡的同时,降低进程间通信的开销。如果无法做到这一点,则会导致无法扩展的并行 FEM 模拟。当前最先进且主流的方法将网格划分视为图或超图划分问题,然后利用成熟的库来解决该问题。这些库的共同目标就是最小化进程间通信的总量。 然而,这并未准确反映当前系统中的进程间通信成本。这种差异在当今具有高度可变进程间通信成本的强层次化 HPC 拓扑结构中尤为明显。当前的网格划分算法需要重大改进,以在其底层优化过程中融入正确的目标,从而能够在当前及未来的超级计算机上实现可扩展的有限元计算。本博士研究将致力于开发一种新的网格/图/超图划分方法,通过采用真正能够反映实际通信开销的优化目标来实现这一目标。
主要工作内容:
该博士将设计、分析并实施网格划分算法,并与项目合作伙伴合作,在开源 FEniCS 框架中应用该算法 [会员链接]。
03申请条件
技能:
技术技能:
编程能力:精通 C++ 和 Python;具备并行编程模型(MPI、OpenMP 或 GPU 加速)经验者将更具优势。
图/超图划分:具备 METIS、ParMETIS、SCOTCH、KaHIP 或 Zoltan 等工具库的相关知识,将视为加分项。
FEM 框架:熟悉 FEniCS 或 deal.II 是加分项。
具备超计算环境相关经验。
合作能力:能够在多机构、跨学科团队中工作(包括学术界与研究实验室)。
沟通能力:清晰的技术写作与演讲能力(适用于论文、报告及开源文档)。
成功的关键:
对用于求解偏微分方程(PDEs)的有限元方法(FEM)的理解。
能够开发并分析针对网格、图及超图的新型算法。
熟悉现代高性能计算(HPC)架构(分布式内存、共享内存、GPU)。
愿意与国际合作伙伴合作,并将解决方案整合到开源框架中。
04资助与待遇
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Benefits package:
Subsidized meals
Partial reimbursement of public transport costs
Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.)
Possibility of teleworking (90 days / year) and flexible organization of working hours
Social, cultural and sports events and activities
Access to vocational training
Social security coverage
Remuneration:
1st, 2nd and 3rd year: 2300 euros gross salary /month
Apply for this position
05申请材料与流程
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Instruction to apply:
Applications must be submitted online via the Inria website. Processing of applications submitted via other channels is not guaranteed.
Defence Security : This position is likely to be situated in a restricted area (ZRR), as defined in Decree No. 2011-1425 relating to the protection of national scientific and technical potential (PPST).Authorisation to enter an area is granted by the director of the unit, following a favourable Ministerial decision, as defined in the decree of 3 July 2012 relating to the PPST. An unfavourable Ministerial decision in respect of a position situated in a ZRR would result in the cancellation of the appointment.
Recruitment Policy : As part of its diversity policy, all Inria positions are accessible to people with disabilities.