Главная
Study mode:
on
1
Intro
2
Anatomy of a Cloud Service: The Customer View
3
Anatomy of a Cloud Service: The Provider View
4
Today: Monitoring at Different levels of Abstract
5
A New Abstraction: The Functional Structure
6
What do we mean by Functional Structure?
7
The Provider Does Not Know the Functional Stru
8
Extracting the Functional Structure
9
Hypothesis
10
Approach: Use Clustering!
11
Cloud Cluster: Challenges
12
The Problem
13
Insight: Exploit Redundancy in VM-to-VM Traffic
14
Dimensionality Reduction
15
Agglomerative Clustering
16
Generating the Clusters: Where to cut the dendre
17
Use Cluster Inconsistency to Decide!
18
Evaluating Clustering Performance
19
Cloud Cluster. Excellent Agreement with Ground
20
What is the Functional Structure Useful For?
21
Visualization
22
Detecting Traffic Shifts with Cloud Cluster
23
Detecting Structural Changes
24
Anomaly Detection
25
Summary
Description:
Explore the functional structure of cloud services through a 15-minute conference talk from NSDI '22. Delve into CloudCluster, an innovative algorithm that uses VM-to-VM traffic matrices to uncover the underlying architecture of cloud services. Learn how this approach overcomes challenges of scale and measurement noise, achieving over 92% clustering accuracy. Discover practical applications for cost reduction, anomaly detection, and misconfiguration identification in cloud environments. Gain insights into cloud service anatomy, monitoring abstractions, and the importance of functional structure visibility for both providers and customers.

CloudCluster - Unearthing the Functional Structure of a Cloud Service

USENIX
Add to list
#Conference Talks #USENIX Symposium on Networked Systems Design and Implementation (NSDI) #Programming #Cloud Computing #Data Science #Data Analysis #Anomaly Detection #Computer Science #Machine Learning #Dimensionality Reduction #Clustering Algorithms #Hierarchical Clustering
0:00 / 0:00
1 of 25

Intro