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GTC Taiwan 2017 如何在充滿未知的巨量數據時代中建構一個數據中心
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GTC Taiwan 2017 如何在充滿未知的巨量數據時代中建構一個數據中心
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STORAGE INC.1 HOW TO BUILD A DATA HUBFOR THE UNKNOWN IN MORDERN DATA
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STORAGE INC.5 OFFICIAL LANGUAGES ACT (1969/1988) Translation Bureau
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STORAGE INC.7 DATA
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STORAGE INC.8 DAWN OF 4TH INDUSTRIAL REVOLUTION BIG DATA, AI DRIVING CHANGE IN EVERY INDUSTRY 1st Revolution 1760-1820’s Steam Power Rural to Industrial 2nd Revolution 1870-1914 Electricity Industrial to Mass Production 3rd Revolution 1980-2010 PC Mass production to Digital 4th Revolution 2010-now AI, Big Data & IoT Digital to Intelligence
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STORAGE INC.10 PLATFORM FOR STORAGE INNOVATION THE PURE STORAGE VISION 2.91” 5.27” -9.85 ° SIMPLEFLASH + CLOUD SOFTWARE + HARDWARE BUSINESS MODEL DATA IS FOREVER 8.18” +
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STORAGE INC.11 A MAGIC QUADRANT LEADER Source: Gartner Magic Quadrant for Solid State Arrays, July 2017. This graphic was published by Gartner, Inc. as a part of a larger research document and should be evaluated in the context of the entire document. The Gartner document is available upon request from Pure Storage. Gartner does not endorse any vendor, product, or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including and warranties of merchantability or fitness for a particular purpose. A LEADER FOUR YEARS IN A ROW! GARTNER is a registered trademark and service mark of Gartner, Inc. and/or its affiliates in the U.S. and internationally, and is used herein with permission. All rights reserved.
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STORAGE INC.12 ACCELERATE POSSIBLE WE’VE HELPED > 3000 CUSTOMERS ACCELERATE DIGITAL BUSINESS TRANSFORM IT TO THE CLOUD MODEL HARNESS VALUE OF DATA
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STORAGE INC.13 PURE POWERS CLOUD LEADERS GLOBALLY PUBLIC CLOUD SaaS ALL-FLASH CLOUDPRIVATE CLOUD
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STORAGE INC.14 OUR VIEW OF THE WORLD 4 YEARS AGO STRUCTURED (BLOCK, DBs, VMs) Tier2 Apps VM Farms DBs & Apps Scientific Media Dev Analytic + Log User Shares Backup & DR Active Archive Object ALL-FLASH ARRAYS UNSTRUCTURED (FILE, OBJECT, KEY-VALUE CONTAINERS) Imaging & Transcoded Machine Data, Sensor & Control Build/Test
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STORAGE INC.15 DATA IS VITAL TO MACHINE LEARNING OBSERVATION BY PROF. ANDREW NG, AI LUMINARY
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STORAGE INC.16 SOUL OF DGX-1 IS PARALLEL
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STORAGE INC.17 IN 2016 WE PIONEERED A NEW APROACH WITH FLASHBLADE ⎯
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STORAGE INC.18 Flash Blades • Capacity & Performance • DIffering capacities • Hot Pluggable Motherboard • Intel CPU • Dual 10Gb ports (SoC) • Scale-out Object Store Storage Unit • Up 52TB of Flash • Embedded NVRAM • DirectFlash™ Fabric • Dual redundant switches • Cluster communications • External connectivity MASSIVELY PARALLELIZED STORAGE 12,480 NAND Die
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STORAGE INC.19 SOUL OF FLASHBLADE IS PARALLEL POWERING 75 BLADE-SCALE IN SINGLE IP WITH PURITY FOR FLASHBLADE KEY-VALUE DATABASE STORE FOR DISTRIBUTED PARTITIONS KEY VALUE BILLIONS & BILLIONS OF OBJECTS NATIVE OBJECT NATIVE NFS/SMB 75 blade feature is subject to GA release
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STORAGE INC.20 THREE ESSENTIAL THINGS FOR AI FRAMEWORKS & APPLICATIONS COMPUTE FROM CPU TO GPU SERVERS STORAGE POWER ENTIRE AI PIPELINE
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STORAGE INC.21 WIDE RANGE OF NEEDS IN THE PIPELINE SIGNIFICANT CHALLENGE TO LEGACY STORAGE INGEST From sensors, machines, & user generated CLEAN & TRANSFORM CPU Servers EXPLORE GPU Server TRAIN GPU Production Cluster IO PROFILE
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STORAGE INC.22 REAL WORLD PIPELINE IN AN AUTONOMOUS CAR COMPANY INGEST CLEAN, LABEL, RESIZE EXPLORE TRAIN CPU Servers GPU Server GPU Production Cluster 10’S OF PB COLD STORAGE INFERENCE IN VIRTUAL WORLD GPU Production Cluster
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STORAGE INC.23 AI TRAINING SYSTEM GOAL IS TO KEEP THE GPUs 100% BUSY decode scale evaluate forward- propagation update back-propagation GPUI/O CPU FULL TRAINING WORKFLOW Setup #1: Synthetic Data from System RAM into GPUs Setup #2: Real Image Data from FlashBlade into DGX-1 BENCHMARK SETUP GPU ONLY I/O + CPU + GPU
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STORAGE INC.24 AI SYSTEMS DESIGN PATTERNS HOW MUCH PERFORMANCE PENALTY DUE TO SHARED STORAGE? decode scale evaluate forward- propagation update back-propagation GPUI/O CPU FULL TRAINING WORKFLOW Setup #1: DGX-1 with 4x Local SSDs Setup #2: DGX-1 with 1x FlashBlade BENCHMARK SETUP
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STORAGE INC.25 RESULT: FLASHBLADE vs LOCAL SSDs TENSORFLOW TRAINING BENCHMARK WITH RESNET-50 TIMETOSOLUTIONS(HOURS) 1.7 Hours to process 10M images 1.8 Hours to process 10M images NVIDIA DGX-1 + Local SSDs NVIDIA DGX-1 + Pure FlashBlade 6% Faster
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STORAGE INC.26 RESULT: 3X FASTER END-TO-END TENSORFLOW TRAINING BENCHMARK WITH RESNET-50 TIMETOSOLUTIONS(HOURS) 1.7 Hours to process 10M images 1.8 Hours to process 10M images 3.4 Hours to load 8TB into SSDs NVIDIA DGX-1 + Local SSDs NVIDIA DGX-1 + Pure FlashBlade 305% Faster
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STORAGE INC.27 ANALYTICS FOR PRODUCTION DATA “TUNED FOR EVERYTHING” DATA PLATFORM FOR BOTH TRAINING AND INFERENCING WORKLOADS TRAINING ANALYSIS ON INFERENCE DATA DEPLOY TRAINED MODELS
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STORAGE INC.28 MAKING AUTONOMOUS CARS POSSIBLE BY 2021 Zenuity, a joint venture of Volvo and Autoliv, aims to build autonomous driving software for production vehicles by 2021. They chose to build their deep learning infrastructure with NVIDIA DGX-1 servers and Pure FlashBlade systems to accelerate their AI initiative.
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STORAGE INC.29 POWERING ONE OF MOST POWERFUL AI SUPERCOMPUTER Accelerating AI research for leading web company to deliver more intelligent services to millions of users
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STORAGE INC.30 AI EXPANDED OUR VIEW OF THE WORLD STRUCTURED (BLOCK, DBs, VMs) Tier2 Apps VM Farms DBs & Apps ALL-FLASH ARRAYS UNSTRUCTURED (FILE, OBJECT, KEY-VALUE CONTAINERS)
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STORAGE INC.32 FLASHBLADEINDUSTRY’S FIRST DATA HUB PURPOSE-BUILT FOR AI & DEEP LEARNING 75 blade feature is subject to GA release BLADE PURITY SCALE-OUT FABRIC Powerful, Elastic Data Processing & Storage Unit Massively Distributed Software for Limitless Scale Software-defined fabric that scales linearly with more data & clients
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STORAGE INC.33 MORE INFORMATION, PLEASE… CONTACT US | https://www.purestorage.com/tw/contact.html TAIWAN WEBSITE | https://www.purestorage.com/tw/ FACEBOOK | https://www.facebook.com/PurestorageTaiwan/
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