Amazon/Intel Confidentia Presenter: Zhi Chen, Cody Yu Amazon SageMaker Neo, Deep Engine Science Bring Your Own Codegen to TVM AWS AI© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved dense, ReLU, etc) Now your customer wants to run a YOLO model, but... ResNet-50 Dense Non Maximum Suppression Non Maximum Suppression (NMS) is too new to be supported by your chip But NMS is supported Compiler of Your Chip Your chip can run any models Your compiler (TVM) supports multiple frontends (e.g., TensorFlow, PyTorch, MXNet) Non Maximum Suppression ResNet-50 Dense Your Chip Your Chip© 2019

highest performance, yet domain experts have largely moved to slower dynamic languages for daily work. We believe there are many good reasons to prefer dynamic languages for these applications, and we argument to the julia command: $ julia script.jl You can pass additional arguments to Julia, and to your program script.jl. A detailed list of all the available options can be found under Command-line Interface want to switch your system to an installation that is based on Juliaup, we recommend that you uninstall all previous Julia versions, ensure that you remove anything Julia related from your PATH variable

highest performance, yet domain experts have largely moved to slower dynamic languages for daily work. We believe there are many good reasons to prefer dynamic languages for these applications, and we argument to the julia command: $ julia script.jl You can pass additional arguments to Julia, and to your program script.jl. A detailed list of all the available options can be found under Command-line Interface want to switch your system to an installation that is based on Juliaup, we recommend that you uninstall all previous Julia versions, ensure that you remove anything Julia related from your PATH variable

highest performance, yet domain experts have largely moved to slower dynamic languages for daily work. We believe there are many good reasons to prefer dynamic languages for these applications, and we argument to the julia command: $ julia script.jl You can pass additional arguments to Julia, and to your program script.jl. A detailed list of all the available options can be found under Command-line Interface want to switch your system to an installation that is based on Juliaup, we recommend that you uninstall all previous Julia versions, ensure that you remove anything Julia related from your PATH variable

highest performance, yet domain experts have largely moved to slower dynamic languages for daily work. We believe there are many good reasons to prefer dynamic languages for these applications, and we argument to the julia command: $ julia script.jl You can pass additional arguments to Julia, and to your program script.jl. A detailed list of all the available options can be found under Command-line Interface output using the 0x prefix and hexadecimal (base 16) digits 0-9a-f (the capitalized digits A-F also work for input). The size of the unsigned value is determined by the number of hex digits used: julia>

highest performance, yet domain experts have largely moved to slower dynamic languages for daily work. We believe there are many good reasons to prefer dynamic languages for these applications, and we argument to the julia command: $ julia script.jl You can pass additional arguments to Julia, and to your program script.jl. A detailed list of all the available options can be found under Command-line Interface output using the 0x prefix and hexadecimal (base 16) digits 0-9a-f (the capitalized digits A-F also work for input). The size of the unsigned value is determined by the number of hex digits used: julia>

Manual 1Chapter 1 Julia 1.12-rc1 Documentation Welcome to the documentation for Julia 1.12-rc1. Work in progress! This documentation is for an unreleased, in-development, version of Julia. Please read highest performance, yet domain experts have largely moved to slower dynamic languages for daily work. We believe there are many good reasons to prefer 2CHAPTER 1. JULIA 1.12-RC1 DOCUMENTATION 3 dynamic argument to the julia command: $ julia script.jl You can pass additional arguments to Julia, and to your program script.jl. A detailed list of all the available options can be found under Command-line Interface

Manual 1Chapter 1 Julia 1.12-beta4 Documentation Welcome to the documentation for Julia 1.12-beta4. Work in progress! This documentation is for an unreleased, in-development, version of Julia. Please read highest performance, yet domain experts have largely moved to slower dynamic languages for daily work. We believe there are many good reasons to prefer 2CHAPTER 1. JULIA 1.12-BETA4 DOCUMENTATION 3 dynamic argument to the julia command: $ julia script.jl You can pass additional arguments to Julia, and to your program script.jl. A detailed list of all the available options can be found under Command-line Interface

Manual 1Chapter 1 Julia 1.12-beta3 Documentation Welcome to the documentation for Julia 1.12-beta3. Work in progress! This documentation is for an unreleased, in-development, version of Julia. Please read highest performance, yet domain experts have largely moved to slower dynamic languages for daily work. We believe there are many good reasons to prefer 2CHAPTER 1. JULIA 1.12-BETA3 DOCUMENTATION 3 dynamic argument to the julia command: $ julia script.jl You can pass additional arguments to Julia, and to your program script.jl. A detailed list of all the available options can be found under Command-line Interface

Manual 1Chapter 1 Julia 1.12-beta1 Documentation Welcome to the documentation for Julia 1.12-beta1. Work in progress! This documentation is for an unreleased, in-development, version of Julia. Please read highest performance, yet domain experts have largely moved to slower dynamic languages for daily work. We believe there are many good reasons to prefer 2CHAPTER 1. JULIA 1.12-BETA1 DOCUMENTATION 3 dynamic argument to the julia command: $ julia script.jl You can pass additional arguments to Julia, and to your program script.jl. A detailed list of all the available options can be found under Command-line Interface