#html_theme = 'alabaster' html_theme = 'sphinx_rtd_theme’ ``` 在Makefile同级目录运行  make html 生成静态web网页  make latexpdf 生成PDF 文件 我的Sphinx文档 http://pymol.chenzhaoqiang.com/ 我的Sphinx文档 微信公众号 PythonPerl

2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Presenter: Haichen Shen, Yao Wang Amazon SageMaker Neo, Deep Engine Science Dynamic Model in TVM AWS AI© 2019, Amazon Web Services while loop Limitation of TVM/graph runtime ● Cannot compile and run dynamic models© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Support dynamic model in TVM ● Support Any-dim dispatch for a (sub-)graph In collaboration with Jared Roesch, Zhi Chen, Wei Chen© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. “Any” in Relay typing Any: represent an unknown

© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon/Intel Confidentia Presenter: Zhi Chen, Cody Yu Amazon SageMaker Neo, Deep Engine Science Bring Your Own Codegen to TVM TVM AWS AI© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Considering You... Design and manufacture a deep learning chip which achieves amazing performance on widely-used operators Suppression (NMS) is too new to be supported by your chip But NMS is supported by TVM!© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Let TVM Be the Compiler of Your Chip Your chip

© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Animesh Jain Amazon SageMaker Neo Compilation of Quantized Models in TVM AWS AI© 2019, Amazon Web Services, Inc. or its Affiliates 𝑟𝑒𝑎𝑙_𝑣𝑎𝑙𝑢𝑒 = 𝑠𝑐𝑎𝑙𝑒 ∗ (𝑞𝑢𝑎𝑛𝑡𝑖𝑧𝑒𝑑_𝑣𝑎𝑙𝑢𝑒 − 𝑧𝑒𝑟𝑜_𝑝𝑜𝑖𝑛𝑡)© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Quantization in TVM • Quantization within TVM pre-quantized graph in TFLite or MxNet • Use high-level wrapper ops of QNN dialect© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. TVM Overview Framework Graph Mxnet TF …. parsers

23 10/22 4/25 800MM Big Six* USA Technology Company CapEx *Apple, NVIDIA, Microsoft, Alphabet, Amazon (AWS only), & Meta Platforms Source: Capital IQ (3/25), Morgan Stanley 2014 2024 CapEx, $B +63% one can make. The magic of watching AI do your work for you feels like the early days of email and web search – technologies that fundamentally changed our world. The better / faster / cheaper impacts the installed based of smartphones & tablets in 2020. Cloud & data center capex includes Google, Amazon, Microsoft, Meta, Alibaba, Apple, IBM, Oracle, Tencent, & Baidu for ten years ending 2022. ‘Tens

© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Deploying GluonCV models using TVM© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Amazon Trademark Deploy GluonCV Models GluonCV Models MXNet Computational Graph Json Acyclic Graph Export As-is Optimize with TVM© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved reserved. Amazon Trademark Deploy GluonCV Models https://arxiv.org/pdf/1907.02154.pdf© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark Overall Performance AWS

translations Version control integration Accessing repositories Git GitHub Mercurial Subversion Weblate’s Web API REST API Notification hooks Exports RSS feeds Weblate Client Installation Synopsis Description Internals Modules License Indices and tables Index Search Page About Weblate Project goals Web based translation tool with tight git integration supporting a wide range of file formats, making it these should be primarily handled by git. Project name The project is named as mixture of the words web and translate. Project website You can find the project website at , there

translations Version control integration Accessing repositories Git GitHub Mercurial Subversion Weblate’s Web API REST API Notification hooks Exports RSS feeds Weblate Client Installation Synopsis Description Internals Modules License Indices and tables Index Search Page About Weblate Project goals Web based translation tool with tight git integration supporting a wide range of file formats, making it these should be primarily handled by git. Project name The project is named as mixture of the words web and translate. Project website You can find the project website at , there

Version control integration Accessing repositories Git GitHub Gerrit Mercurial Subversion Weblate’s Web API REST API Notification hooks Exports RSS feeds Weblate Client Installation Synopsis Description controls US encryption controls Indices and tables Index Search Page About Weblate Project goals Web based localization tool with tight Git integration supporting a wide range of file formats, making should be handled primarily by Git. Project name The project is named as combination of the words “web” and “translate”. Project website You can find the project website at , there

translations Version control integration Accessing repositories Git GitHub Mercurial Subversion Weblate’s Web API REST API Notification hooks Exports RSS feeds Weblate Client Installation Synopsis Description controls US encryption controls Indices and tables Index Search Page About Weblate Project goals Web based localization tool with tight Git integration supporting a wide range of file formats, making should be handled primarily by Git. Project name The project is named as combination of the words “web” and “translate”. Project website You can find the project website at , there