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DNNDK User Guide
UG1327 (v1.5) June 7, 2019
DNNDK User Guide 2
UG1327 (v1.5) June 7, 2019
Revision History
The following table shows the revision history for this document.
Section
Revision Summary
06/07/2019 Version 1.5
Chapter 1: Quick Start
• Updated the example package name for the DNNDK v3.0
release.
• Added a note in the Installing the DNNDK Host Tools
section.
• Updated Figure 2.
Chapter 2: Copyright and Version
• Updated board information.
• Updated component version information.
Chapter 7: Network Compilation
• Updated the --dpu parameter description.
04/29/2019 Version 1.4
Chapter 1: Quick Start
• Removed all content related to DP-8020 and DP-N1 boards.
• Updated installation information; added installing
TensorFlow version details.
• Updated information for Ultra96, ZCU102, and ZCU104
boards.
• Removed DNNDK examples.
Chapter 2: Copyright and Version
• Updated board information.
• Updated component version information.
Chapter 3: Upgrading and Porting
• Added information about Upgrading from v3.0.
Chapter 5: Network Deployment Overview
• Added TensorFlow model information.
• Added information about network compression for
TensorFlow version.
• Added content about compiling Caffe ResNet-50 and
TensorFlow ResNet-50.
• Updated Output Kernels.
• Updated Programming with DNNDK.
Chapter 6: Network Compression
• Updated DECENT Working Flow.
• Updated information about using DECENT for Caffe version.
• Added information about DECENT_Q for TensorFlow
version.
Chapter 7: Network Compilation
• Updated information about using DNNC with both
deployment and dummy compilation modes.
• Updated details about compiling ResNet50.
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DNNDK User Guide 3
UG1327 (v1.5) June 7, 2019
Chapter 12: Programming APIs
Added v2.06 information to the following APIs:
• dpuSetInputTensorInCHWInt8()
• dpuSetInputTensorInCHWFP32()
• dpuSetInputTensorInHWCInt8()
• dpuSetInputTensorInHWCFP32()
• dpuGetOutputTensorInCHWFP32()
• dpuGetOutputTensorInHWCInt8()
• dpuGetOutputTensorInHWCFP32()
• dpuSetInputImage()
• dpuSetInputImage2()
02/28/2019 Version 1.3
Downloading DNNDK
Added DNNDK support for non-GPU host machines.
Setting Up the Host
Chapter 3: Upgrading and Porting
Network Compression
DECENT Overview
02/19/2019 Version 1.2
Downloading DNNDK
Updated links to Xilinx product page with information about
DNNDK-supported evaluation boards.
Setting Up the Evaluation Board
Setting Up the DP-8020 Evaluation Board
Setting Up the DP-N1 Board
02/07/2019 Version 1.1
Setting Up the Host
Updated information.
Added liability notice.
01/22/2019 Version 1.0
General updates
Initial Xilinx release.
Send Feedback
DNNDK User Guide 4
UG1327 (v1.5) June 7, 2019
Table of Contents
Revision History .......................................................................................................................................................................... 2
Table of Contents ........................................................................................................................................................................... 4
Chapter 1: Quick Start ................................................................................................................................................................... 6
Downloading DNNDK .............................................................................................................................................................. 6
Setting Up the Host .................................................................................................................................................................. 7
Setting Up the Evaluation Board .......................................................................................................................................... 9
Support ....................................................................................................................................................................................... 21
Chapter 2: Copyright and Version ......................................................................................................................................... 22
Copyright ................................................................................................................................................................................... 22
Version ........................................................................................................................................................................................ 22
Chapter 3: Upgrading and Porting........................................................................................................................................ 25
Since v3.0 ................................................................................................................................................................................... 25
Since v2.08 ................................................................................................................................................................................. 26
Since v2.07 ................................................................................................................................................................................. 27
Since v2.06 ................................................................................................................................................................................. 28
Since v1.10 ................................................................................................................................................................................. 29
Upgrading from Previous Versions .................................................................................................................................. 30
Chapter 4: DNNDK ...................................................................................................................................................................... 32
Overview ..................................................................................................................................................................................... 32
Deep-Learning Processor Unit ........................................................................................................................................... 33
DNNDK Framework ................................................................................................................................................................ 34
Chapter 5: Network Deployment Overview ....................................................................................................................... 36
Overview ..................................................................................................................................................................................... 36
Network Compression (Caffe Version) ............................................................................................................................ 37
Network Compression (TensorFlow Version) ............................................................................................................... 38
Network Compilation ............................................................................................................................................................ 39
Programming with DNNDK ................................................................................................................................................. 42
Compiling the Hybrid Executable ..................................................................................................................................... 43
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Table of Contents
DNNDK User Guide 5
UG1327 (v1.5) June 7, 2019
Running the Application ...................................................................................................................................................... 43
Chapter 6: Network Compression ......................................................................................................................................... 44
DECENT Overview ................................................................................................................................................................... 44
DECENT Working Flow .......................................................................................................................................................... 45
DECENT (Caffe Version) Usage .......................................................................................................................................... 46
DECENT (Caffe Version) Working Flow ........................................................................................................................... 47
DECENT (TensorFlow Version) Usage .............................................................................................................................. 48
Chapter 7: Network Compilation ........................................................................................................................................... 54
DNNC Overview ....................................................................................................................................................................... 54
Using DNNC .............................................................................................................................................................................. 54
Compiling ResNet50 .............................................................................................................................................................. 57
Chapter 8: Programming with DNNDK ............................................................................................................................... 60
Programming Model ............................................................................................................................................................. 60
Programming Interface ......................................................................................................................................................... 62
Chapter 9: Hybrid Compilation............................................................................................................................................... 63
Chapter 10: Running ................................................................................................................................................................... 64
Chapter 11: Utilities..................................................................................................................................................................... 65
DExplorer .................................................................................................................................................................................... 65
DSight .......................................................................................................................................................................................... 68
Chapter 12: Programming APIs .............................................................................................................................................. 70
Library libn2cube ..................................................................................................................................................................... 70
Library libdputils .................................................................................................................................................................... 138
Legal Notices ............................................................................................................................................................................... 147
Please Read: Important Legal Notices .......................................................................................................................... 147
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