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Sugon XSystem Powered Deep Learningin China

XU Taoxutao@sugon.com

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Sugon Confidential

China HPC TOP100 No.1 in last 6 years.

About Dawning（Sugon）

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Sugon Confidential

According to IDC report, Sugon is No. 1 in Asia , the sixth in the world. Unique Chinese manufacturers in the global TOP10.

About Dawning（Sugon）

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Sugon Confidential

Information Entropy

Computing Capability

Storage

Complexity

Big Data, Big Trouble

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Sugon Confidential

Sugon has been the domestic pioneer in the technical field of high performance computing. On the base of its leading technology, it introduced an open machine learning framework based on HPC + BigData processing with the purpose of providing user a complete integral machine learning solution of software (XSharp) and hardware(XMachine).

The integral platform of software and hardware could help user enter into the field of Deep Learning and rapidly translate its R&D result into practical enterprise application.

Sugon Deep Learning Technology

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An open deep learning framework based on HPC+BigData+Cloudprocessing with the purpose of providing user a complete integral machine learning solution of software (XSharp) and hardware(XMachine).

XSharp platform provides a Deep Learning optimization strategy

The integral platform of software and hardware could help user enter into the field of Deep Learning and rapidly translate its R&D result into practical enterprise application.

XSystem Concept

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Sugon Confidential

Sugon XSharp platform provides a Deep Learning optimization strategy respectively via three aspects of distributed parallel system optimization, distributed parallel machine learning executive mode optimization and large-scale machine learning algorithm toolkit on the purpose of helping user achieve application optimization.

InfiniBand is key technology in deep learning cluster.

XSharp

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Sugon Confidential

XMachine series is the first product to get NVIDIA's qualifications.

Designed for Deep Learning Application.

Support 100G HCA.

XMachine

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Sugon Confidential

The practice indicated that the synchronous using of XMachineDeep Learning computer W580-G20 and four K40 GPUs which act as speed-up unit, could improve the relative speed-up ratio for more than 100 times. For example, 624GB insulin data could be treated only in two days. On the other hand, the traditional practice would need 4.7 years. The difference is amazing.

Deconvolution based on Multi-GPU

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Sugon Confidential

Large-scale Visual Identification System

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Sugon Confidential

Cloud Computing is an important strategy for Sugon. There are more than 10 large-scale Cloud Computing Centers in China, including Wuxi Urban Cloud Computing Center, Chengdu Cloud Computing Center, Baotou Cloud Computing Center et al.

At present, Sugon has become a top leader in cloud service in China, and first provided applications for enterprise in Sugon cloud store.

Sugon Deep Learning Cloud Center

http://www.wxrb.com/node/shenghuo_2/2013-8-23/1382318421682485465.html

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Sugon Confidential

Sugon-run large data centers in domestic The data centers locate in Wuxi,

Chengtu, Nanking, Baotou, Harbin, Urumchi, Yichang, Hebi and so on.

Relying on the existing cloud mall platform, and put Deep Learning Service in to it.

No. 1 HPC products in China.

XMachine all-in-one Server and XSharp Deep Learning Platform. Establish XSystem integration solution for Deep Learning.

Sugon SDLC Advantage

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SDLC ArchitectureGridview DL web portal

Centrelized

...... ...

XMachine ParaStor Infiniband Spark

Memory Pool Storage Pool GPU PoolCPU Pool

Distributed parallel system optimization

Distributed parallel machine learning executive mode

Large-scale machine learning algorithm toolkit

Brain Science APP Cardiac Science APP Other New APPs

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Sugon Confidential

SDLC Data Flow

SugonParaStor

HPC ClusterRead/Write data from Parastor

Sugon Gridview

High throughput/Parallel upload

Dawnload result from

Parastor service

Shared result from

Parastor service

Elastic StorServer

Use ESS for staging,

temporary or result storage

Download result from ESS

Shared result with snapshot

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Sugon Confidential

SDLC require large data. Where come from? How to store？ How to transfer？

Big Data for training need to get from internet or upload from user

Data from internet. Sugon provides enterprise cloud storage and network API for data transfer, which ensure data security for data.

Data from user. Sugon provides special API for uploading.

SDLC Web Front-end

SDLC Checkout Service

SDLC Batch Processing

SDLC Disaster Recovery for Local Applications

SDLC Fault Tolerance and High Availability

SDLC File Synchronization Service

Technical Difficulties

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Sugon Confidential

Features of XSystem

Open Architecture Application-oriented Eco-system

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THE END