傲睿智存 高效的视频处理与ai - xilinx...支持的ai网络 yolov3, densebox, resnet,...

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傲睿智存 高效的视频处理与AI融合架构

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Page 1: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

傲睿智存

高效的视频处理与AI融合架构

Page 2: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

End of Moore’s Law

Content changed

Intel x86 vs Domain Specific Architecture

Agile Computing Architecture

Xilinx FPGA

MPSoC Arm+FPGA

Page 3: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

Xilinx Zynq Ultrascale+ MPSoC

TSMC 16nmFrom Xilinx

Page 4: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

Xilinx Zynq Ultrascale+ MPSoC

From Xilinx

Page 5: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

Micro Node Hardware Architecture

Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA

Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA Arm+FPGA

Ethernet Switch Ethernet Switch

x 48

Page 6: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

AUP260019 英寸标准1RU/3RU服务器

56~380路视频流编解码+AI

AUPV205 边缘移动套盒

12V DC8路视频流编解码+AI

AUPV305PCIe 加速卡

8~32路视频流编解码+AI

1U/8节点

3U/48节点

Hardware Available

Page 7: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

2018

Video Stream Processing Pipeline

Codec Enginedecoding

CV EngineImage

Processing

Codec EngineEncode

StreamingRTMP,

RTSP,UDP

DL EngineCNN(s)

Arm FPGAFPGA Arm/FPGA FPGA

Arm

Arm

StreamingRTMP,

RTSP,UDP

Meta Data

Storage

ArmH.264H.265JPEG

Page 8: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

2019

Video Stream Processing Pipeline

Codec Enginedecoding

CV EngineImage

Processing

Codec EngineEncode

StreamingRTMP,

RTSP,UDP

Arm FPGAFPGA Arm/FPGA FPGA

Arm

Arm

StreamingRTMP,

RTSP,UDP

Storage

Arm

DL EngineCNN(s)

Meta Data

FPGA

H.264H.265JPEG

Page 9: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

Whole Application Acceleration

From Xilinx

Page 10: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

AupXStream Video+AI SDK

Streaming Media Framework

CV Engine Codec Engine DL Engine

Application Templates

ROI Enhanced Enc Metadata Extraction tracking/capturing

Video Transcoding Stream MixerVideo Conference

Hardware / Software Platform Generator ASICCPUFPGA

云服务管理

运营管理

平台管理

Cluster managementTask management

OAM management

Cloud service mgnt

加速引擎层

视频流处理框架

应用层

硬件抽象层

Linux操作系统

Page 11: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

Fixed silicon devices are not optimized for the latest models due to long development cycles

Match the Speed of AI Innovation

Adaptable silicon allows Domain Specific Architectures (DSAs) to be updated, optimizing the latest AI models without needing new silicon

Fixed silicon devices are not optimized for the latest models due to long development cycles

AI Models Are Rapidly Evolving

From Xilinx

Page 12: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

产品及型号 AUPV205-BOX边缘AI智能分析盒/PCIe加速卡

AUPV2601边缘智能分析服务器

AUPV2603中心智能分析服务器

视频格式 H.264/H.265

视频流协议 rtmp\rtsp\srtp\udp\tcp\http

视频解码路数(4K ~ 360P) 8路 @1080P 硬解 56路 @1080P 硬解 368路 @1080P 硬解

视频编码路数(4K ~ 360P) 8路 @1080P 硬编 56路 @1080P 硬编 368路 @1080P 硬编

图片抽帧 JPEG 硬编

支持的深度学习框架 Caffe, TensorFlow, Darknet, PyTorch

支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4

工具链:DNNDK(深度神经网络开发套件) 定点,剪枝,编译,部署

AI算力 3 TOPS INT8 21 TOPS INT8 138 TOPS INT8

尺寸 169 x 165 x 48mm 掌中盒 1RU 机箱 3RU 机箱

功耗 3W/路

运维管理 支持集群管理、作业调度、健康监控、Web UI、NAT、模块热拔插

Video+AI Performance Overview

Page 13: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

With Video codec and embedded AI, 7EV is Changing the Landscape of Video Processing in Data Center

AuperaTM AUP2600 Video Processing System based on Xilinx Zynq®UltraScale+™MPSoC

x86 E5 Serverx 30

GPUs

(Video Transcoding H.265)

(Inference)

AUP2603 x 1

Page 14: 傲睿智存 高效的视频处理与AI - Xilinx...支持的AI网络 YoloV3, Densebox, Resnet, MobilenetV1-SSD,VGG16, InceptionV3/V4 工具链:DNNDK(深度神经网络开 发套件)

Confidential & Copyright © Aupera Technologies 2019

Empowering Video+AI

Thank You!