Boost AI/Big Data Pipelines on Kubernetes with Fluid and Vineyard: A Hands‑On Guide

This article explains the performance and development challenges of end‑to‑end AI/Big Data workflows on Kubernetes and shows how combining Fluid’s data orchestration with Vineyard’s zero‑copy sharing can dramatically improve efficiency, followed by a step‑by‑step tutorial with code examples.

AIBig DataData Orchestration

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Boost AI/Big Data Pipelines on Kubernetes with Fluid and Vineyard: A Hands‑On Guide

Alibaba Cloud Native

May 17, 2021 · Big Data

How Vineyard Accelerates Cloud‑Native Big Data Workflows with Zero‑Copy Memory Sharing

Vineyard, an open‑source distributed memory data‑sharing engine, tackles the inefficiencies of traditional file‑system based big‑data pipelines by enabling zero‑copy, in‑memory object exchange, Kubernetes‑aware scheduling, and plug‑in operators, delivering up to 1.34× faster end‑to‑end execution.

Big DataCloud NativeKubernetes

0 likes · 10 min read

How Vineyard Accelerates Cloud‑Native Big Data Workflows with Zero‑Copy Memory Sharing