Halide: A Language and Compiler for Optimizing Parallelism,Locality, and Recomputation in Image Processing Pipelines dl.acm.org/doi/pdf/10.1 sisi:Decoupling algorithms from the organization of computation for high performance image processing Author Jonathan Ragan-Kelley, Connelly Barnes, Andrew Adams, ...
Barnes, et al., "Halide: a language and compiler for optimizing parallelism, locality, and recomputation in image processing pipelines," in Proc. 34th ACM Conf. on Programming language design and implementation, Seattle, USA, 2013.Jonathan Ragan-Kelley , Connelly Barnes , Andrew Adams , Sylvain...
We built TVM, a compiler that takes a high-level specification of a deep learning program from existing frameworks and generates low-level optimized code for a diverse set of hardware back-ends. 吸引用户的前提条件是:TVM可以获得和manually optimized operator libraries相当的性能。要达到这样的目的需要...
根据目标硬件后端的不同,需要不同的策略。 Figure 8: TVM virtual thread lowering transforms a virtual thread-parallel program to a single instruction stream; the stream contains explicit low-level synchronizations that the hardware can interpret to recover the pipeline parallelism required to hide memory...
COFFEE: An optimizing compiler for finite element local assembly. arXiv:1407.0904.Fabio Luporini, Ana Lucia Varbanescu, Florian Rathgeber, Gheorghe-Teodor Bercea, J. Ra- manujam, David A. Ham, and Paul H. J. Kelly. COFFEE: an optimizing compiler for finite element local assembly. In ...
Chapter 1 - Compiler Challenges for High-Performance Architectures Chapter 2 - Dependence: Theory and Practice Chapter 3 - Dependence Testing Chapter 4 - Preliminary Transformations Chapter 5 - Enhancing Fine-Grained Parallelism ··· (更多) 原文摘录 ··· On the DLX with this implementation, ...
Our compiler captures the inherent parallelism and data reuse in the application code being analyzed us- ing a novel representation called the locality-parallelism graph, or LPG for short. It then executes a partitioning/scheduling algorithm on this graph, which assigns the nodes of this graph to...
https://github.com/openvinotoolkit/openvino/pull/23964. https://github.com/openvinotoolkit/openvino/pull/25837; PR with parallelism support in FullyConnected SHL executor. https://github.com/openvinotoolkit/openvino/pull/24352. Accessed 30 Oct 2024 Download references...
全文翻译(全文合集):TVM: An Automated End-to-End Optimizing Compiler for Deep Learning 摘要 人们越来越需要将机器学习应用到各种各样的硬件设备中。现在的框架依赖于特定于供应商的算子库,针对窄带的服务器级GPU进行优化。将工作负荷部署到新平台,如移动电话,嵌入式设备和加速算子(如FPGA,ASIC)-需要大量手动操作...
Optimizing Compiler for a CELL Processor Developed for multimedia and game applications, as well as other numerically intensive workloads, the CELL processor provides support both for highly parallel codes, which have high computation and memory requirements, and for scalar cod... AE Eichenberger,Kathry...