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1. Introduction: The Imperative of On-Chip Memory in Massively Parallel Architectures The trajectory of high-performance computing (HPC) over the last two decades has been defined by a fundamental divergence: the Read More …
1. Introduction: The Evolution of Throughput-Oriented Computing The trajectory of modern high-performance computing (HPC) has been defined by a fundamental divergence in processor architecture: the split between latency-oriented central processing Read More …
1. The Paradigm of Heterogeneous Concurrency The transition from traditional Central Processing Unit (CPU) programming to the heterogeneous domain of General-Purpose Computing on Graphics Processing Units (GPGPU) necessitates a fundamental Read More …
Executive Overview: The Imperative of Memory Orchestration In the domain of High-Performance Computing (HPC) and massive parallel processing, the computational potential of the Graphics Processing Unit (GPU) has historically outpaced Read More …
1. The Microarchitectural Schism: Latency versus Throughput The trajectory of modern computing capabilities is defined not by a singular linear progression of speed, but by a fundamental bifurcation in architectural Read More …
Executive Summary The transition from serial to parallel computing, necessitated by the physical limitations of frequency scaling, has established the Graphics Processing Unit (GPU) as the premier engine for high-throughput Read More …
1. Introduction: The Heterogeneous Computing Era The landscape of high-performance computing (HPC) has undergone a seismic transformation over the last two decades. For nearly thirty years, the industry relied on Read More …
Introduction: The Dichotomy of Modern AI Acceleration The field of artificial intelligence is defined by a fundamental conflict: an insatiable, exponentially growing demand for computational power clashing with the physical Read More …
The Imperative for Specialization: From General-Purpose GPUs to AI-Centric Accelerators The trajectory of modern artificial intelligence (AI) is inextricably linked to the evolution of the hardware that powers it. For Read More …
Introduction: The Dichotomy of Modern AI Acceleration The field of artificial intelligence is defined by a fundamental conflict: an insatiable, exponentially growing demand for computational power clashing with the physical Read More …