Journal ArticleDOI
Performance innovations in the IBM z14 platform
Craig R. Walters,David S. Hutton,Edward W. Chencinski,Christine Axnix,Ralf Winkelmann,Michael Fee,Anthony Saporito,Christian Jacobi +7 more
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TLDR
The IBM z14 platform is discussed with a focus on the client value delivered through system performance and workload responsiveness, a comprehensive platform solution that enables efficient multiprocessor scaling for large single-image partitions and mixed-workload multipartition environments within a single platform.Abstract:
The IBM z14 platform brings together numerous innovations that collectively provide considerable performance gains over prior designs for the full spectrum of modern workloads being run on today's enterprise systems. These workloads range from traditional online transaction processing and batch workloads to Linux-based and cloud-based workloads, leveraging advances in analytics, mobile transaction processing, social data mining, cognitive applications, security (blockchain), and other areas. The performance gains in the z14 platform required advancements in the processor hardware microarchitecture, physical design, and instruction-set architecture, as well as in the firmware and hypervisor stacks. The result is a comprehensive platform solution that enables efficient multiprocessor scaling for large single-image partitions and mixed-workload multipartition environments within a single platform, while remaining responsive to the “bursty” demands of batch and transaction-based workloads. The performance gains present in the z14 are a direct result of the collaborative efforts between diverse teams within IBM working together to produce advancements in hardware, firmware, and software that outpace the gains of the individual contributions. In this paper, we discuss these results with a focus on the client value delivered through system performance and workload responsiveness.read more
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TL;DR: The objective of this proposal is to use social media as a tool that can aid in preventing suicide by identifying the individuals having suicidal ideation beforehand and to evaluate the proposed work with some ensemble approaches like Random Forest, AdaBoost, Voting Ensemble.
Journal ArticleDOI
History of IBM Z Mainframe Processors
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Proceedings ArticleDOI
AI accelerator on IBM Telum processor: industrial product
Cedric Lichtenau,Alper Buyuktosunoglu,Ramon Bertran Monfort,Peter Figuli,Christian Jacobi,Nikolaos Papandreou,Haris Pozidis,A. Saporito,Andrew Sica,Elpida Tzortzatos +9 more
TL;DR: The IBM Telum chip introduces an on-chip AI accelerator that provides consistent low latency and high throughput inference capacity usable by all threads and transparent access to AI accelerator functions via a non-privileged general-purpose core instruction further reduces software orchestration and library complexity as well as provides extensibility to the AI functions.