Tag

Scale-Up

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Architects' Tech Alliance
Architects' Tech Alliance
May 31, 2025 · Artificial Intelligence

GPU Cluster Scaling: Understanding Scale‑Up and Scale‑Out for AI Pods

This article explains the concepts of AI Pods and GPU clusters, compares vertical (scale‑up) and horizontal (scale‑out) expansion, describes XPU types, discusses internal and inter‑pod communication, and evaluates the benefits and drawbacks of each scaling approach along with relevant networking technologies.

AI PodsGPUInfiniBand
0 likes · 10 min read
GPU Cluster Scaling: Understanding Scale‑Up and Scale‑Out for AI Pods
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Dec 2, 2024 · Cloud Computing

Alibaba Cloud Showcases ALS System and AI‑Driven Storage Innovations at CCF China Storage Conference 2024

At the CCF China Storage Conference 2024 in Guangzhou, Alibaba Cloud’s research team presented the ALS (ALink System) ecosystem, discussed Scale‑Up interconnect protocols, and demonstrated multi‑layer storage innovations for AI workloads, highlighting hardware‑software integration, high‑bandwidth networking, and future CXL/PIM research.

AI StorageALSAlibaba Cloud
0 likes · 7 min read
Alibaba Cloud Showcases ALS System and AI‑Driven Storage Innovations at CCF China Storage Conference 2024
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Nov 11, 2024 · Artificial Intelligence

Scale‑up x10 Drives a New Wave of AI Compute Cluster Network Architecture

At the CCF ChinaNet conference, Alibaba Cloud’s VP of R&D presented a vision of AI compute scaling to ten‑fold larger clusters, highlighting the shift from InfiniBand to high‑throughput Ethernet, the HPN7.0 architecture, emerging Scale‑up challenges, and the roadmap for high‑throughput Ethernet and the ENode+ super‑node system.

AI computeEthernetHPN7.0
0 likes · 8 min read
Scale‑up x10 Drives a New Wave of AI Compute Cluster Network Architecture
NetEase Cloud Music Tech Team
NetEase Cloud Music Tech Team
Jan 2, 2024 · Backend Development

Cache Design and Optimization Practices for High‑Concurrency Music Library Service

The article details NetEase Cloud Music’s high‑concurrency cache architecture—using lazy‑load, hole‑wrapped objects for penetration protection, placeholder values for missing data, horizontal and vertical scaling with consistent hashing, and asynchronous binlog‑driven invalidation—to achieve sub‑millisecond reads for a read‑heavy, write‑light music library.

Cache InvalidationScale-Upcaching
0 likes · 12 min read
Cache Design and Optimization Practices for High‑Concurrency Music Library Service
Architects' Tech Alliance
Architects' Tech Alliance
Mar 31, 2019 · Databases

Understanding SAP HANA Solutions: Architecture, Deployment Options, and Use Cases

This article explains SAP HANA as an in‑memory database platform, detailing its appliance and cloud deployments, Scale‑Up, Scale‑Out, and TDI solution types, typical OLTP/OLAP scenarios, certification, virtualization support, storage sizing, and performance benchmarks.

In-Memory DatabaseSAP HANAScale-Up
0 likes · 10 min read
Understanding SAP HANA Solutions: Architecture, Deployment Options, and Use Cases
Architects' Tech Alliance
Architects' Tech Alliance
Jan 30, 2019 · Databases

SAP HANA Overview: Deployment Options, Use Cases, Scale‑Up/Scale‑Out, TDI, HA and Architecture

This article provides a comprehensive overview of SAP HANA, covering its role as an in‑memory database, deployment models (cloud, appliance, on‑premise), primary application scenarios, hardware certification, scale‑up versus scale‑out architectures, TDI integration, virtualization support, storage sizing, high‑availability options and node roles.

DeploymentHigh AvailabilityIn-Memory Database
0 likes · 12 min read
SAP HANA Overview: Deployment Options, Use Cases, Scale‑Up/Scale‑Out, TDI, HA and Architecture
Architects' Tech Alliance
Architects' Tech Alliance
Jul 5, 2018 · Databases

Understanding SAP HANA Deployment Options, Scenarios, and High‑Availability Strategies

This article explains SAP HANA’s role as an in‑memory database platform, outlines its cloud and on‑premise deployment models, describes key business scenarios such as Business Warehouse on HANA and Business Suite on HANA, and details scale‑up vs. scale‑out, TDI, virtualization, storage sizing, and high‑availability configurations.

DeploymentHigh AvailabilitySAP HANA
0 likes · 10 min read
Understanding SAP HANA Deployment Options, Scenarios, and High‑Availability Strategies