SlideShare une entreprise Scribd logo
1  sur  16
Télécharger pour lire hors ligne
What’s new in Alluxio 2
Bin Fan & Calvin Jia | Founding Engineers | Alluxio
Seamless
Operations
Alluxio 2 Directions
Advanced
Data Management
2
Hyper-scale
Architecture
Seamless Operations
Cloud Native on AWS: AMI, CFT, EMR
Presto Hive
Cluster Metadata &
Data cache
Presto Hive
Metadata &
Data cache
Compute-driven
Continuous sync
Compute-driven
Continuous sync
4
§ Alluxio AMI in the Marketplace
§ Alluxio Cloud Formation Template for cluster deployment
§ AWS EMR with Alluxio with bootstrap script
Enable one-click to deploy Alluxio on AWS
Cloud Native on Google Cloud: Dataproc
Presto Hive
Metadata &
Data cache
Presto Hive
Metadata &
Data cache
Compute-driven
Continuous sync
Compute-driven
Continuous sync
5
§ Google Dataproc with Alluxio (init action integration available)
Google
Dataproc
Cluster
Enable one-click to deploy Alluxio on Google Cloud
Native Deployment with Kubernetes
Alluxio Worker
Kubernetes
Cluster
Host
Machine
6
Alluxio Master Alluxio Worker
Host
Machine
Journal Volume
Application
ApplicationApplicationApplicationApplication
Self-Managed Quorum
7
Available in 2.0.0
Distributed
Storage
(ie. HDFS)
Alluxio Standby
Master
Distributed
Quorum
(Zookeeper)
Alluxio Master
Alluxio Standby
Master
Alluxio Standby
Master
Alluxio Master
RAFT
No major external dependencies
Hyper-scale architecture
§ Challenge:
• 1 file metadata takes 1KB of on-heap storage
• 1 billion files would take 1 TB of heap space, GC becomes a big problem
§ Solution:
• Add new tier with embedded RocksDB to store inode tree
• Keep an in-memory cache of frequently used inodes
9
Scaling to 1 Billion+ Files
Scale to one billion files and beyond, with performance comparable
to previous on-heap implementation
Scaling to 1 Billion+ Files
10
Available in 2.0.0
Alluxio Master
Local Disk
RocksDB (Embedded)
● Inode Table
● Edge Table
● Block Table
● Block to Worker Table
● Worker to Block Table
On Heap
● Inode Cache
● Mount Table
● Locks
Inode ID Metadata (Binary)
12392 010101101101
12393 110110110100
… …
Edge (ID, name) Inode ID
12392,foo 12393
… …
Efficient cluster communication with gRPC
11
Available in 2.0.0
Thrift (Metadata)
Netty (IO)
Alluxio Master
Alluxio Worker
Alluxio Worker
Alluxio Client
Alluxio Master
Alluxio Worker
Alluxio Worker
Alluxio Client
gRPC (Metadata + IO)
Advanced Data Management
§ New Alluxio Catalog Service
• Provides the Abstraction of Structured Data
• Attaching a Hive MetaStore like Mounting a File system
• Understand and Serve Schema of Files or Objects
§ New Alluxio Data Transformation Service
• Tranform csv à parquet
• Compact many files à fewer files
Deeper Integration with Presto
13
Presto Alluxio Connector Based off the Hive Connector
Now available as Developer Preview
Policy Driven Data Management
14
Available in 2.0.0
Alluxio
Master
Alluxio Policy Engine
Example Policy
Move files older than 90
days from HDFS to S3
Application
Apps access the same path regardless
of where the actual data is stored
Decouple logical file system namespace with physical storage systems
Replicated Asynchronous Writes
15
RAM / SSD / HDD
Network Speed Write of Data
Application
Alluxio
Client
Alluxio
Worker
RAM / SSD / HDD
Alluxio
Worker
Under Store
Available in 2.0.0
Fast and reliable writes to Alluxio, with data persisted in background
Questions?

Contenu connexe

Tendances

Improve Presto Architectural Decisions with Shadow Cache
 Improve Presto Architectural Decisions with Shadow Cache Improve Presto Architectural Decisions with Shadow Cache
Improve Presto Architectural Decisions with Shadow CacheAlluxio, Inc.
 
Building a high-performance data lake analytics engine at Alibaba Cloud with ...
Building a high-performance data lake analytics engine at Alibaba Cloud with ...Building a high-performance data lake analytics engine at Alibaba Cloud with ...
Building a high-performance data lake analytics engine at Alibaba Cloud with ...Alluxio, Inc.
 
Alluxio Data Orchestration Platform for the Cloud
Alluxio Data Orchestration Platform for the CloudAlluxio Data Orchestration Platform for the Cloud
Alluxio Data Orchestration Platform for the CloudShubham Tagra
 
Iceberg + Alluxio for Fast Data Analytics
Iceberg + Alluxio for Fast Data AnalyticsIceberg + Alluxio for Fast Data Analytics
Iceberg + Alluxio for Fast Data AnalyticsAlluxio, Inc.
 
Enable Fast Big Data Analytics on Ceph with Alluxio at Ceph Days 2017
Enable Fast Big Data Analytics on Ceph with Alluxio at Ceph Days 2017 Enable Fast Big Data Analytics on Ceph with Alluxio at Ceph Days 2017
Enable Fast Big Data Analytics on Ceph with Alluxio at Ceph Days 2017 Alluxio, Inc.
 
Key Challenges in Cloud Computing and How Yahoo! is Approaching Them
Key Challenges in Cloud Computing and How Yahoo! is Approaching ThemKey Challenges in Cloud Computing and How Yahoo! is Approaching Them
Key Challenges in Cloud Computing and How Yahoo! is Approaching ThemYahoo Developer Network
 
Presto: Query Anything - Data Engineer’s perspective
Presto: Query Anything - Data Engineer’s perspectivePresto: Query Anything - Data Engineer’s perspective
Presto: Query Anything - Data Engineer’s perspectiveAlluxio, Inc.
 
Hybrid data lake on google cloud with alluxio and dataproc
Hybrid data lake on google cloud  with alluxio and dataprocHybrid data lake on google cloud  with alluxio and dataproc
Hybrid data lake on google cloud with alluxio and dataprocAlluxio, Inc.
 
Introduction to Alluxio (formerly Tachyon) and how it brings up to 300x perfo...
Introduction to Alluxio (formerly Tachyon) and how it brings up to 300x perfo...Introduction to Alluxio (formerly Tachyon) and how it brings up to 300x perfo...
Introduction to Alluxio (formerly Tachyon) and how it brings up to 300x perfo...Alluxio, Inc.
 
Exploring Alluxio for Daily Tasks at Robinhood
Exploring Alluxio for Daily Tasks at RobinhoodExploring Alluxio for Daily Tasks at Robinhood
Exploring Alluxio for Daily Tasks at RobinhoodAlluxio, Inc.
 
Presto on Alluxio Hands-On Lab
Presto on Alluxio Hands-On LabPresto on Alluxio Hands-On Lab
Presto on Alluxio Hands-On LabAlluxio, Inc.
 
Ultra-fast SQL Analytics using PAS (Presto on Alluxio Stack)
Ultra-fast SQL Analytics using PAS (Presto on Alluxio Stack)Ultra-fast SQL Analytics using PAS (Presto on Alluxio Stack)
Ultra-fast SQL Analytics using PAS (Presto on Alluxio Stack)Alluxio, Inc.
 
From monolith to microservice with containers.
From monolith to microservice with containers.From monolith to microservice with containers.
From monolith to microservice with containers.Marcel Dempers
 
InfluxEnterprise Architectural Patterns by Dean Sheehan, Senior Director, Pre...
InfluxEnterprise Architectural Patterns by Dean Sheehan, Senior Director, Pre...InfluxEnterprise Architectural Patterns by Dean Sheehan, Senior Director, Pre...
InfluxEnterprise Architectural Patterns by Dean Sheehan, Senior Director, Pre...InfluxData
 
ClickHouse on Plug-n-Play Cloud, by Som Sikdar, Kodiak Data
ClickHouse on Plug-n-Play Cloud, by Som Sikdar, Kodiak DataClickHouse on Plug-n-Play Cloud, by Som Sikdar, Kodiak Data
ClickHouse on Plug-n-Play Cloud, by Som Sikdar, Kodiak DataAltinity Ltd
 
Building Fast SQL Analytics on Anything with Presto, Alluxio
Building Fast SQL Analytics on Anything with Presto, AlluxioBuilding Fast SQL Analytics on Anything with Presto, Alluxio
Building Fast SQL Analytics on Anything with Presto, AlluxioAlluxio, Inc.
 
The Missing Piece of On-Demand Clusters
The Missing Piece of On-Demand ClustersThe Missing Piece of On-Demand Clusters
The Missing Piece of On-Demand ClustersAlluxio, Inc.
 
Alluxio+Presto: An Architecture for Fast SQL in the Cloud
Alluxio+Presto: An Architecture for Fast SQL in the CloudAlluxio+Presto: An Architecture for Fast SQL in the Cloud
Alluxio+Presto: An Architecture for Fast SQL in the CloudAlluxio, Inc.
 
Rise of Intermediate APIs - Beam and Alluxio at Alluxio Meetup 2016
Rise of Intermediate APIs - Beam and Alluxio at Alluxio Meetup 2016Rise of Intermediate APIs - Beam and Alluxio at Alluxio Meetup 2016
Rise of Intermediate APIs - Beam and Alluxio at Alluxio Meetup 2016Alluxio, Inc.
 

Tendances (20)

RubiX
RubiXRubiX
RubiX
 
Improve Presto Architectural Decisions with Shadow Cache
 Improve Presto Architectural Decisions with Shadow Cache Improve Presto Architectural Decisions with Shadow Cache
Improve Presto Architectural Decisions with Shadow Cache
 
Building a high-performance data lake analytics engine at Alibaba Cloud with ...
Building a high-performance data lake analytics engine at Alibaba Cloud with ...Building a high-performance data lake analytics engine at Alibaba Cloud with ...
Building a high-performance data lake analytics engine at Alibaba Cloud with ...
 
Alluxio Data Orchestration Platform for the Cloud
Alluxio Data Orchestration Platform for the CloudAlluxio Data Orchestration Platform for the Cloud
Alluxio Data Orchestration Platform for the Cloud
 
Iceberg + Alluxio for Fast Data Analytics
Iceberg + Alluxio for Fast Data AnalyticsIceberg + Alluxio for Fast Data Analytics
Iceberg + Alluxio for Fast Data Analytics
 
Enable Fast Big Data Analytics on Ceph with Alluxio at Ceph Days 2017
Enable Fast Big Data Analytics on Ceph with Alluxio at Ceph Days 2017 Enable Fast Big Data Analytics on Ceph with Alluxio at Ceph Days 2017
Enable Fast Big Data Analytics on Ceph with Alluxio at Ceph Days 2017
 
Key Challenges in Cloud Computing and How Yahoo! is Approaching Them
Key Challenges in Cloud Computing and How Yahoo! is Approaching ThemKey Challenges in Cloud Computing and How Yahoo! is Approaching Them
Key Challenges in Cloud Computing and How Yahoo! is Approaching Them
 
Presto: Query Anything - Data Engineer’s perspective
Presto: Query Anything - Data Engineer’s perspectivePresto: Query Anything - Data Engineer’s perspective
Presto: Query Anything - Data Engineer’s perspective
 
Hybrid data lake on google cloud with alluxio and dataproc
Hybrid data lake on google cloud  with alluxio and dataprocHybrid data lake on google cloud  with alluxio and dataproc
Hybrid data lake on google cloud with alluxio and dataproc
 
Introduction to Alluxio (formerly Tachyon) and how it brings up to 300x perfo...
Introduction to Alluxio (formerly Tachyon) and how it brings up to 300x perfo...Introduction to Alluxio (formerly Tachyon) and how it brings up to 300x perfo...
Introduction to Alluxio (formerly Tachyon) and how it brings up to 300x perfo...
 
Exploring Alluxio for Daily Tasks at Robinhood
Exploring Alluxio for Daily Tasks at RobinhoodExploring Alluxio for Daily Tasks at Robinhood
Exploring Alluxio for Daily Tasks at Robinhood
 
Presto on Alluxio Hands-On Lab
Presto on Alluxio Hands-On LabPresto on Alluxio Hands-On Lab
Presto on Alluxio Hands-On Lab
 
Ultra-fast SQL Analytics using PAS (Presto on Alluxio Stack)
Ultra-fast SQL Analytics using PAS (Presto on Alluxio Stack)Ultra-fast SQL Analytics using PAS (Presto on Alluxio Stack)
Ultra-fast SQL Analytics using PAS (Presto on Alluxio Stack)
 
From monolith to microservice with containers.
From monolith to microservice with containers.From monolith to microservice with containers.
From monolith to microservice with containers.
 
InfluxEnterprise Architectural Patterns by Dean Sheehan, Senior Director, Pre...
InfluxEnterprise Architectural Patterns by Dean Sheehan, Senior Director, Pre...InfluxEnterprise Architectural Patterns by Dean Sheehan, Senior Director, Pre...
InfluxEnterprise Architectural Patterns by Dean Sheehan, Senior Director, Pre...
 
ClickHouse on Plug-n-Play Cloud, by Som Sikdar, Kodiak Data
ClickHouse on Plug-n-Play Cloud, by Som Sikdar, Kodiak DataClickHouse on Plug-n-Play Cloud, by Som Sikdar, Kodiak Data
ClickHouse on Plug-n-Play Cloud, by Som Sikdar, Kodiak Data
 
Building Fast SQL Analytics on Anything with Presto, Alluxio
Building Fast SQL Analytics on Anything with Presto, AlluxioBuilding Fast SQL Analytics on Anything with Presto, Alluxio
Building Fast SQL Analytics on Anything with Presto, Alluxio
 
The Missing Piece of On-Demand Clusters
The Missing Piece of On-Demand ClustersThe Missing Piece of On-Demand Clusters
The Missing Piece of On-Demand Clusters
 
Alluxio+Presto: An Architecture for Fast SQL in the Cloud
Alluxio+Presto: An Architecture for Fast SQL in the CloudAlluxio+Presto: An Architecture for Fast SQL in the Cloud
Alluxio+Presto: An Architecture for Fast SQL in the Cloud
 
Rise of Intermediate APIs - Beam and Alluxio at Alluxio Meetup 2016
Rise of Intermediate APIs - Beam and Alluxio at Alluxio Meetup 2016Rise of Intermediate APIs - Beam and Alluxio at Alluxio Meetup 2016
Rise of Intermediate APIs - Beam and Alluxio at Alluxio Meetup 2016
 

Similaire à What’s new in Alluxio 2: from seamless operations to structured data management

Alluxio 2 Community Update
Alluxio 2 Community UpdateAlluxio 2 Community Update
Alluxio 2 Community UpdateAlluxio, Inc.
 
Accelerating Spark with Kubernetes
Accelerating Spark with KubernetesAccelerating Spark with Kubernetes
Accelerating Spark with KubernetesAlluxio, Inc.
 
CNCF Member Webinar: Improving Data Locality for Analytics Jobs on Kubernetes...
CNCF Member Webinar: Improving Data Locality for Analytics Jobs on Kubernetes...CNCF Member Webinar: Improving Data Locality for Analytics Jobs on Kubernetes...
CNCF Member Webinar: Improving Data Locality for Analytics Jobs on Kubernetes...Alluxio, Inc.
 
Deploying Alluxio in the Cloud for Machine Learning
Deploying Alluxio in the Cloud for Machine LearningDeploying Alluxio in the Cloud for Machine Learning
Deploying Alluxio in the Cloud for Machine LearningAlluxio, Inc.
 
Interactive Analytics with the Starburst Presto + Alluxio stack for the Cloud
Interactive Analytics with the Starburst Presto + Alluxio stack for the CloudInteractive Analytics with the Starburst Presto + Alluxio stack for the Cloud
Interactive Analytics with the Starburst Presto + Alluxio stack for the CloudAlluxio, Inc.
 
Running Spark & Alluxio in Kubernetes
Running Spark & Alluxio in KubernetesRunning Spark & Alluxio in Kubernetes
Running Spark & Alluxio in KubernetesAlluxio, Inc.
 
Alluxio Innovations for Structured Data
Alluxio Innovations for Structured DataAlluxio Innovations for Structured Data
Alluxio Innovations for Structured DataAlluxio, Inc.
 
Speeding up I/O for Machine Learning ft Apple Case Study using TensorFlow, N...
Speeding up I/O for Machine Learning  ft Apple Case Study using TensorFlow, N...Speeding up I/O for Machine Learning  ft Apple Case Study using TensorFlow, N...
Speeding up I/O for Machine Learning ft Apple Case Study using TensorFlow, N...Alluxio, Inc.
 
Ceph Day San Jose - Enable Fast Big Data Analytics on Ceph with Alluxio
Ceph Day San Jose - Enable Fast Big Data Analytics on Ceph with Alluxio Ceph Day San Jose - Enable Fast Big Data Analytics on Ceph with Alluxio
Ceph Day San Jose - Enable Fast Big Data Analytics on Ceph with Alluxio Ceph Community
 
Meetup at AI NextCon 2019: In-Stream data process, Data Orchestration & More
Meetup at AI NextCon 2019: In-Stream data process, Data Orchestration & MoreMeetup at AI NextCon 2019: In-Stream data process, Data Orchestration & More
Meetup at AI NextCon 2019: In-Stream data process, Data Orchestration & MoreAlluxio, Inc.
 
Accelerating analytics in the cloud with the Starburst Presto + Alluxio stack
Accelerating analytics in the cloud with the Starburst Presto + Alluxio stackAccelerating analytics in the cloud with the Starburst Presto + Alluxio stack
Accelerating analytics in the cloud with the Starburst Presto + Alluxio stackAlluxio, Inc.
 
Open Source Data Orchestration for AI, Big Data, and Cloud
Open Source Data Orchestration for AI, Big Data, and CloudOpen Source Data Orchestration for AI, Big Data, and Cloud
Open Source Data Orchestration for AI, Big Data, and CloudAlluxio, Inc.
 
How to Build a new under filesystem in Alluxio: Apache Ozone as an example
How to Build a new under filesystem in Alluxio: Apache Ozone as an exampleHow to Build a new under filesystem in Alluxio: Apache Ozone as an example
How to Build a new under filesystem in Alluxio: Apache Ozone as an exampleAlluxio, Inc.
 
Ceph Day Amsterdam 2015 - Building your own disaster? The safe way to make C...
Ceph Day Amsterdam 2015 - Building your own disaster?  The safe way to make C...Ceph Day Amsterdam 2015 - Building your own disaster?  The safe way to make C...
Ceph Day Amsterdam 2015 - Building your own disaster? The safe way to make C...Ceph Community
 
Alluxio 2.0 Deep Dive – Simplifying data access for cloud workloads
Alluxio 2.0 Deep Dive – Simplifying data access for cloud workloadsAlluxio 2.0 Deep Dive – Simplifying data access for cloud workloads
Alluxio 2.0 Deep Dive – Simplifying data access for cloud workloadsAlluxio, Inc.
 
StorageQuery: federated querying on object stores, powered by Alluxio and Presto
StorageQuery: federated querying on object stores, powered by Alluxio and PrestoStorageQuery: federated querying on object stores, powered by Alluxio and Presto
StorageQuery: federated querying on object stores, powered by Alluxio and PrestoAlluxio, Inc.
 
Introduction to Alluxio 2.0 Preview | Simplifying data access for cloud workl...
Introduction to Alluxio 2.0 Preview | Simplifying data access for cloud workl...Introduction to Alluxio 2.0 Preview | Simplifying data access for cloud workl...
Introduction to Alluxio 2.0 Preview | Simplifying data access for cloud workl...Alluxio, Inc.
 
Spark Pipelines in the Cloud with Alluxio with Gene Pang
Spark Pipelines in the Cloud with Alluxio with Gene PangSpark Pipelines in the Cloud with Alluxio with Gene Pang
Spark Pipelines in the Cloud with Alluxio with Gene PangSpark Summit
 
Accelerate Analytics and ML in the Hybrid Cloud Era
Accelerate Analytics and ML in the Hybrid Cloud EraAccelerate Analytics and ML in the Hybrid Cloud Era
Accelerate Analytics and ML in the Hybrid Cloud EraAlluxio, Inc.
 
How to Build a new under filesystem in Alluxio: Apache Ozone as an example
How to Build a new under filesystem in Alluxio: Apache Ozone as an exampleHow to Build a new under filesystem in Alluxio: Apache Ozone as an example
How to Build a new under filesystem in Alluxio: Apache Ozone as an exampleAlluxio, Inc.
 

Similaire à What’s new in Alluxio 2: from seamless operations to structured data management (20)

Alluxio 2 Community Update
Alluxio 2 Community UpdateAlluxio 2 Community Update
Alluxio 2 Community Update
 
Accelerating Spark with Kubernetes
Accelerating Spark with KubernetesAccelerating Spark with Kubernetes
Accelerating Spark with Kubernetes
 
CNCF Member Webinar: Improving Data Locality for Analytics Jobs on Kubernetes...
CNCF Member Webinar: Improving Data Locality for Analytics Jobs on Kubernetes...CNCF Member Webinar: Improving Data Locality for Analytics Jobs on Kubernetes...
CNCF Member Webinar: Improving Data Locality for Analytics Jobs on Kubernetes...
 
Deploying Alluxio in the Cloud for Machine Learning
Deploying Alluxio in the Cloud for Machine LearningDeploying Alluxio in the Cloud for Machine Learning
Deploying Alluxio in the Cloud for Machine Learning
 
Interactive Analytics with the Starburst Presto + Alluxio stack for the Cloud
Interactive Analytics with the Starburst Presto + Alluxio stack for the CloudInteractive Analytics with the Starburst Presto + Alluxio stack for the Cloud
Interactive Analytics with the Starburst Presto + Alluxio stack for the Cloud
 
Running Spark & Alluxio in Kubernetes
Running Spark & Alluxio in KubernetesRunning Spark & Alluxio in Kubernetes
Running Spark & Alluxio in Kubernetes
 
Alluxio Innovations for Structured Data
Alluxio Innovations for Structured DataAlluxio Innovations for Structured Data
Alluxio Innovations for Structured Data
 
Speeding up I/O for Machine Learning ft Apple Case Study using TensorFlow, N...
Speeding up I/O for Machine Learning  ft Apple Case Study using TensorFlow, N...Speeding up I/O for Machine Learning  ft Apple Case Study using TensorFlow, N...
Speeding up I/O for Machine Learning ft Apple Case Study using TensorFlow, N...
 
Ceph Day San Jose - Enable Fast Big Data Analytics on Ceph with Alluxio
Ceph Day San Jose - Enable Fast Big Data Analytics on Ceph with Alluxio Ceph Day San Jose - Enable Fast Big Data Analytics on Ceph with Alluxio
Ceph Day San Jose - Enable Fast Big Data Analytics on Ceph with Alluxio
 
Meetup at AI NextCon 2019: In-Stream data process, Data Orchestration & More
Meetup at AI NextCon 2019: In-Stream data process, Data Orchestration & MoreMeetup at AI NextCon 2019: In-Stream data process, Data Orchestration & More
Meetup at AI NextCon 2019: In-Stream data process, Data Orchestration & More
 
Accelerating analytics in the cloud with the Starburst Presto + Alluxio stack
Accelerating analytics in the cloud with the Starburst Presto + Alluxio stackAccelerating analytics in the cloud with the Starburst Presto + Alluxio stack
Accelerating analytics in the cloud with the Starburst Presto + Alluxio stack
 
Open Source Data Orchestration for AI, Big Data, and Cloud
Open Source Data Orchestration for AI, Big Data, and CloudOpen Source Data Orchestration for AI, Big Data, and Cloud
Open Source Data Orchestration for AI, Big Data, and Cloud
 
How to Build a new under filesystem in Alluxio: Apache Ozone as an example
How to Build a new under filesystem in Alluxio: Apache Ozone as an exampleHow to Build a new under filesystem in Alluxio: Apache Ozone as an example
How to Build a new under filesystem in Alluxio: Apache Ozone as an example
 
Ceph Day Amsterdam 2015 - Building your own disaster? The safe way to make C...
Ceph Day Amsterdam 2015 - Building your own disaster?  The safe way to make C...Ceph Day Amsterdam 2015 - Building your own disaster?  The safe way to make C...
Ceph Day Amsterdam 2015 - Building your own disaster? The safe way to make C...
 
Alluxio 2.0 Deep Dive – Simplifying data access for cloud workloads
Alluxio 2.0 Deep Dive – Simplifying data access for cloud workloadsAlluxio 2.0 Deep Dive – Simplifying data access for cloud workloads
Alluxio 2.0 Deep Dive – Simplifying data access for cloud workloads
 
StorageQuery: federated querying on object stores, powered by Alluxio and Presto
StorageQuery: federated querying on object stores, powered by Alluxio and PrestoStorageQuery: federated querying on object stores, powered by Alluxio and Presto
StorageQuery: federated querying on object stores, powered by Alluxio and Presto
 
Introduction to Alluxio 2.0 Preview | Simplifying data access for cloud workl...
Introduction to Alluxio 2.0 Preview | Simplifying data access for cloud workl...Introduction to Alluxio 2.0 Preview | Simplifying data access for cloud workl...
Introduction to Alluxio 2.0 Preview | Simplifying data access for cloud workl...
 
Spark Pipelines in the Cloud with Alluxio with Gene Pang
Spark Pipelines in the Cloud with Alluxio with Gene PangSpark Pipelines in the Cloud with Alluxio with Gene Pang
Spark Pipelines in the Cloud with Alluxio with Gene Pang
 
Accelerate Analytics and ML in the Hybrid Cloud Era
Accelerate Analytics and ML in the Hybrid Cloud EraAccelerate Analytics and ML in the Hybrid Cloud Era
Accelerate Analytics and ML in the Hybrid Cloud Era
 
How to Build a new under filesystem in Alluxio: Apache Ozone as an example
How to Build a new under filesystem in Alluxio: Apache Ozone as an exampleHow to Build a new under filesystem in Alluxio: Apache Ozone as an example
How to Build a new under filesystem in Alluxio: Apache Ozone as an example
 

Plus de Alluxio, Inc.

Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio, Inc.
 
Optimizing Data Access for Analytics And AI with Alluxio
Optimizing Data Access for Analytics And AI with AlluxioOptimizing Data Access for Analytics And AI with Alluxio
Optimizing Data Access for Analytics And AI with AlluxioAlluxio, Inc.
 
Speed Up Presto at Uber with Alluxio Caching
Speed Up Presto at Uber with Alluxio CachingSpeed Up Presto at Uber with Alluxio Caching
Speed Up Presto at Uber with Alluxio CachingAlluxio, Inc.
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleAlluxio, Inc.
 
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/MLBig Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/MLAlluxio, Inc.
 
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...Alluxio, Inc.
 
Alluxio Monthly Webinar | Five Disruptive Trends that Every Data & AI Leader...
Alluxio Monthly Webinar | Five Disruptive Trends that Every  Data & AI Leader...Alluxio Monthly Webinar | Five Disruptive Trends that Every  Data & AI Leader...
Alluxio Monthly Webinar | Five Disruptive Trends that Every Data & AI Leader...Alluxio, Inc.
 
Data Infra Meetup | FIFO Queues are All You Need for Cache Eviction
Data Infra Meetup | FIFO Queues are All You Need for Cache EvictionData Infra Meetup | FIFO Queues are All You Need for Cache Eviction
Data Infra Meetup | FIFO Queues are All You Need for Cache EvictionAlluxio, Inc.
 
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio EdgeData Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio EdgeAlluxio, Inc.
 
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the CloudData Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the CloudAlluxio, Inc.
 
Data Infra Meetup | ByteDance's Native Parquet Reader
Data Infra Meetup | ByteDance's Native Parquet ReaderData Infra Meetup | ByteDance's Native Parquet Reader
Data Infra Meetup | ByteDance's Native Parquet ReaderAlluxio, Inc.
 
Data Infra Meetup | Uber's Data Storage Evolution
Data Infra Meetup | Uber's Data Storage EvolutionData Infra Meetup | Uber's Data Storage Evolution
Data Infra Meetup | Uber's Data Storage EvolutionAlluxio, Inc.
 
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...Alluxio, Inc.
 
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...Alluxio, Inc.
 
AI Infra Day | The AI Infra in the Generative AI Era
AI Infra Day | The AI Infra in the Generative AI EraAI Infra Day | The AI Infra in the Generative AI Era
AI Infra Day | The AI Infra in the Generative AI EraAlluxio, Inc.
 
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...Alluxio, Inc.
 
AI Infra Day | The Generative AI Market And Intel AI Strategy and Product Up...
AI Infra Day | The Generative AI Market  And Intel AI Strategy and Product Up...AI Infra Day | The Generative AI Market  And Intel AI Strategy and Product Up...
AI Infra Day | The Generative AI Market And Intel AI Strategy and Product Up...Alluxio, Inc.
 
AI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ MetaAI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ MetaAlluxio, Inc.
 
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber ScaleAI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber ScaleAlluxio, Inc.
 
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWSAlluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWSAlluxio, Inc.
 

Plus de Alluxio, Inc. (20)

Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
 
Optimizing Data Access for Analytics And AI with Alluxio
Optimizing Data Access for Analytics And AI with AlluxioOptimizing Data Access for Analytics And AI with Alluxio
Optimizing Data Access for Analytics And AI with Alluxio
 
Speed Up Presto at Uber with Alluxio Caching
Speed Up Presto at Uber with Alluxio CachingSpeed Up Presto at Uber with Alluxio Caching
Speed Up Presto at Uber with Alluxio Caching
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at Scale
 
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/MLBig Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
Big Data Bellevue Meetup | Enhancing Python Data Loading in the Cloud for AI/ML
 
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
 
Alluxio Monthly Webinar | Five Disruptive Trends that Every Data & AI Leader...
Alluxio Monthly Webinar | Five Disruptive Trends that Every  Data & AI Leader...Alluxio Monthly Webinar | Five Disruptive Trends that Every  Data & AI Leader...
Alluxio Monthly Webinar | Five Disruptive Trends that Every Data & AI Leader...
 
Data Infra Meetup | FIFO Queues are All You Need for Cache Eviction
Data Infra Meetup | FIFO Queues are All You Need for Cache EvictionData Infra Meetup | FIFO Queues are All You Need for Cache Eviction
Data Infra Meetup | FIFO Queues are All You Need for Cache Eviction
 
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio EdgeData Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
Data Infra Meetup | Accelerate Your Trino/Presto Queries - Gain the Alluxio Edge
 
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the CloudData Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
Data Infra Meetup | Accelerate Distributed PyTorch/Ray Workloads in the Cloud
 
Data Infra Meetup | ByteDance's Native Parquet Reader
Data Infra Meetup | ByteDance's Native Parquet ReaderData Infra Meetup | ByteDance's Native Parquet Reader
Data Infra Meetup | ByteDance's Native Parquet Reader
 
Data Infra Meetup | Uber's Data Storage Evolution
Data Infra Meetup | Uber's Data Storage EvolutionData Infra Meetup | Uber's Data Storage Evolution
Data Infra Meetup | Uber's Data Storage Evolution
 
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
Alluxio Monthly Webinar | Why NFS/NAS on Object Storage May Not Solve Your AI...
 
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
AI Infra Day | Accelerate Your Model Training and Serving with Distributed Ca...
 
AI Infra Day | The AI Infra in the Generative AI Era
AI Infra Day | The AI Infra in the Generative AI EraAI Infra Day | The AI Infra in the Generative AI Era
AI Infra Day | The AI Infra in the Generative AI Era
 
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
AI Infra Day | Hands-on Lab: CV Model Training with PyTorch & Alluxio on Kube...
 
AI Infra Day | The Generative AI Market And Intel AI Strategy and Product Up...
AI Infra Day | The Generative AI Market  And Intel AI Strategy and Product Up...AI Infra Day | The Generative AI Market  And Intel AI Strategy and Product Up...
AI Infra Day | The Generative AI Market And Intel AI Strategy and Product Up...
 
AI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ MetaAI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
AI Infra Day | Composable PyTorch Distributed with PT2 @ Meta
 
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber ScaleAI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
AI Infra Day | Model Lifecycle Management Quality Assurance at Uber Scale
 
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWSAlluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
Alluxio Monthly Webinar | Efficient Data Loading for Model Training on AWS
 

Dernier

%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfonteinmasabamasaba
 
Artyushina_Guest lecture_YorkU CS May 2024.pptx
Artyushina_Guest lecture_YorkU CS May 2024.pptxArtyushina_Guest lecture_YorkU CS May 2024.pptx
Artyushina_Guest lecture_YorkU CS May 2024.pptxAnnaArtyushina1
 
%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benoni%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benonimasabamasaba
 
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...WSO2
 
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...WSO2
 
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital TransformationWSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital TransformationWSO2
 
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...masabamasaba
 
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...masabamasaba
 
VTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnVTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnAmarnathKambale
 
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open SourceWSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open SourceWSO2
 
WSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaSWSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaSWSO2
 
What Goes Wrong with Language Definitions and How to Improve the Situation
What Goes Wrong with Language Definitions and How to Improve the SituationWhat Goes Wrong with Language Definitions and How to Improve the Situation
What Goes Wrong with Language Definitions and How to Improve the SituationJuha-Pekka Tolvanen
 
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...Shane Coughlan
 
AI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplateAI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplatePresentation.STUDIO
 
%+27788225528 love spells in Huntington Beach Psychic Readings, Attraction sp...
%+27788225528 love spells in Huntington Beach Psychic Readings, Attraction sp...%+27788225528 love spells in Huntington Beach Psychic Readings, Attraction sp...
%+27788225528 love spells in Huntington Beach Psychic Readings, Attraction sp...masabamasaba
 
WSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
WSO2Con2024 - Enabling Transactional System's Exponential Growth With SimplicityWSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
WSO2Con2024 - Enabling Transactional System's Exponential Growth With SimplicityWSO2
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2
 
WSO2CON 2024 - How to Run a Security Program
WSO2CON 2024 - How to Run a Security ProgramWSO2CON 2024 - How to Run a Security Program
WSO2CON 2024 - How to Run a Security ProgramWSO2
 
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...chiefasafspells
 
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...masabamasaba
 

Dernier (20)

%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
 
Artyushina_Guest lecture_YorkU CS May 2024.pptx
Artyushina_Guest lecture_YorkU CS May 2024.pptxArtyushina_Guest lecture_YorkU CS May 2024.pptx
Artyushina_Guest lecture_YorkU CS May 2024.pptx
 
%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benoni%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benoni
 
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
 
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
 
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital TransformationWSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
WSO2Con2024 - WSO2's IAM Vision: Identity-Led Digital Transformation
 
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
 
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
 
VTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnVTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learn
 
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open SourceWSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
WSO2CON 2024 - Freedom First—Unleashing Developer Potential with Open Source
 
WSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaSWSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaS
 
What Goes Wrong with Language Definitions and How to Improve the Situation
What Goes Wrong with Language Definitions and How to Improve the SituationWhat Goes Wrong with Language Definitions and How to Improve the Situation
What Goes Wrong with Language Definitions and How to Improve the Situation
 
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
 
AI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplateAI & Machine Learning Presentation Template
AI & Machine Learning Presentation Template
 
%+27788225528 love spells in Huntington Beach Psychic Readings, Attraction sp...
%+27788225528 love spells in Huntington Beach Psychic Readings, Attraction sp...%+27788225528 love spells in Huntington Beach Psychic Readings, Attraction sp...
%+27788225528 love spells in Huntington Beach Psychic Readings, Attraction sp...
 
WSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
WSO2Con2024 - Enabling Transactional System's Exponential Growth With SimplicityWSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
WSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?
 
WSO2CON 2024 - How to Run a Security Program
WSO2CON 2024 - How to Run a Security ProgramWSO2CON 2024 - How to Run a Security Program
WSO2CON 2024 - How to Run a Security Program
 
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
 
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
 

What’s new in Alluxio 2: from seamless operations to structured data management

  • 1. What’s new in Alluxio 2 Bin Fan & Calvin Jia | Founding Engineers | Alluxio
  • 2. Seamless Operations Alluxio 2 Directions Advanced Data Management 2 Hyper-scale Architecture
  • 4. Cloud Native on AWS: AMI, CFT, EMR Presto Hive Cluster Metadata & Data cache Presto Hive Metadata & Data cache Compute-driven Continuous sync Compute-driven Continuous sync 4 § Alluxio AMI in the Marketplace § Alluxio Cloud Formation Template for cluster deployment § AWS EMR with Alluxio with bootstrap script Enable one-click to deploy Alluxio on AWS
  • 5. Cloud Native on Google Cloud: Dataproc Presto Hive Metadata & Data cache Presto Hive Metadata & Data cache Compute-driven Continuous sync Compute-driven Continuous sync 5 § Google Dataproc with Alluxio (init action integration available) Google Dataproc Cluster Enable one-click to deploy Alluxio on Google Cloud
  • 6. Native Deployment with Kubernetes Alluxio Worker Kubernetes Cluster Host Machine 6 Alluxio Master Alluxio Worker Host Machine Journal Volume Application ApplicationApplicationApplicationApplication
  • 7. Self-Managed Quorum 7 Available in 2.0.0 Distributed Storage (ie. HDFS) Alluxio Standby Master Distributed Quorum (Zookeeper) Alluxio Master Alluxio Standby Master Alluxio Standby Master Alluxio Master RAFT No major external dependencies
  • 9. § Challenge: • 1 file metadata takes 1KB of on-heap storage • 1 billion files would take 1 TB of heap space, GC becomes a big problem § Solution: • Add new tier with embedded RocksDB to store inode tree • Keep an in-memory cache of frequently used inodes 9 Scaling to 1 Billion+ Files Scale to one billion files and beyond, with performance comparable to previous on-heap implementation
  • 10. Scaling to 1 Billion+ Files 10 Available in 2.0.0 Alluxio Master Local Disk RocksDB (Embedded) ● Inode Table ● Edge Table ● Block Table ● Block to Worker Table ● Worker to Block Table On Heap ● Inode Cache ● Mount Table ● Locks Inode ID Metadata (Binary) 12392 010101101101 12393 110110110100 … … Edge (ID, name) Inode ID 12392,foo 12393 … …
  • 11. Efficient cluster communication with gRPC 11 Available in 2.0.0 Thrift (Metadata) Netty (IO) Alluxio Master Alluxio Worker Alluxio Worker Alluxio Client Alluxio Master Alluxio Worker Alluxio Worker Alluxio Client gRPC (Metadata + IO)
  • 13. § New Alluxio Catalog Service • Provides the Abstraction of Structured Data • Attaching a Hive MetaStore like Mounting a File system • Understand and Serve Schema of Files or Objects § New Alluxio Data Transformation Service • Tranform csv à parquet • Compact many files à fewer files Deeper Integration with Presto 13 Presto Alluxio Connector Based off the Hive Connector Now available as Developer Preview
  • 14. Policy Driven Data Management 14 Available in 2.0.0 Alluxio Master Alluxio Policy Engine Example Policy Move files older than 90 days from HDFS to S3 Application Apps access the same path regardless of where the actual data is stored Decouple logical file system namespace with physical storage systems
  • 15. Replicated Asynchronous Writes 15 RAM / SSD / HDD Network Speed Write of Data Application Alluxio Client Alluxio Worker RAM / SSD / HDD Alluxio Worker Under Store Available in 2.0.0 Fast and reliable writes to Alluxio, with data persisted in background