can apply filters to detect: ◮ Edges ◮ Shapes ◮ Objects 14 / 50Software dependencies ◮ TensorFlow Lite ◮ OpenCV 16 / 50MobileNet pre-trained model ◮ CNN architecture created by Google ◮ Trained on 1000 consumption with 4 threads: 93MB 31 / 50Comparision with Python Comparision made with TensorFlow Lite’s label image.py C++ Python Running duration (s) 1 7 Number of threads Inference duration (ms) embedded-ml 48 / 50Resources ◮ https://github.com/tensorflow/tensorflow/tree/ master/tensorflow/lite/examples/python ◮ https://kaggle.com/datasets/sanikamal/ rock-paper-scissors-dataset ◮ https://storage

later). 2.2.2 Raw web service example for Perl We also ship a small sample for Perl. It uses the SOAP::Lite perl module to communicate with the VirtualBox web service. The sdk/bindings/webservice/perl/lib/ with SOAP::Lite, but since that tool is slow as well as sometimes unreliable, we are shipping a working module with the SDK for your convenience. Perform the following steps: 1. If SOAP::Lite is not yet install the package first. On Debian-based systems, the package is called libsoap-lite-perl; on Gentoo, it’s dev-perl/SOAP-Lite. 2. Open a terminal in the sdk/bindings/webservice/perl/samples/ directory. 26

later). 2.2.2 Raw web service example for Perl We also ship a small sample for Perl. It uses the SOAP::Lite perl module to communicate with the VirtualBox web service. The sdk/bindings/webservice/perl/lib/ with SOAP::Lite, but since that tool is slow as well as sometimes unreliable, we are shipping a working module with the SDK for your convenience. Perform the following steps: 1. If SOAP::Lite is not yet install the package first. On Debian-based systems, the package is called libsoap-lite-perl; on Gentoo, it’s dev-perl/SOAP-Lite. 2. Open a terminal in the sdk/bindings/webservice/perl/samples/ directory. 27

later). 2.2.2 Raw web service example for Perl We also ship a small sample for Perl. It uses the SOAP::Lite perl module to communicate with the VirtualBox web service. The sdk/bindings/webservice/perl/lib/ with SOAP::Lite, but since that tool is slow as well as sometimes unreliable, we are shipping a working module with the SDK for your convenience. Perform the following steps: 1. If SOAP::Lite is not yet install the package first. On Debian-based systems, the package is called libsoap-lite-perl; on Gentoo, it’s dev-perl/SOAP-Lite. 2. Open a terminal in the sdk/bindings/webservice/perl/samples/ directory. 29

later). 2.2.2 Raw web service example for Perl We also ship a small sample for Perl. It uses the SOAP::Lite perl module to communicate with the VirtualBox web service. The sdk/bindings/webservice/perl/lib/ with SOAP::Lite, but since that tool is slow as well as sometimes unreliable, we are shipping a working module with the SDK for your convenience. Perform the following steps: 1. If SOAP::Lite is not yet install the package first. On Debian-based systems, the package is called libsoap-lite-perl; on Gentoo, it’s dev-perl/SOAP-Lite. 2. Open a terminal in the sdk/bindings/webservice/perl/samples/ directory. 29

com/genprog.pdf [2] MOENE M., “span lite ­ A single­file header­only version of a C++20­like span for C++98, C++11 and later”. https://github.com/martinmoene/span­lite Images: 33: Franziska Panter Andreas

openssl::openssl)Proposal: CPS location files { "tensorflow-lite": "/path/to/cps/tensorflow-lite.cps", "abseil": "/path/to/cps/abseil.cps", "farmhash": "/path/to/cps/farmhash

later). 2.2.2 Raw web service example for Perl We also ship a small sample for Perl. It uses the SOAP::Lite perl module to communicate with the VirtualBox web service. The sdk/bindings/webservice/perl/lib/ with SOAP::Lite, but since that tool is slow as well as sometimes unreliable, we are shipping a working module with the SDK for your convenience. Perform the following steps: 1. If SOAP::Lite is not yet install the package first. On Debian-based systems, the package is called libsoap-lite-perl; on Gentoo, it’s dev-perl/SOAP-Lite. 2. Open a terminal in the sdk/bindings/webservice/perl/samples/ directory. 31

later). 2.2.2 Raw web service example for Perl We also ship a small sample for Perl. It uses the SOAP::Lite perl module to communicate with the VirtualBox web service. The sdk/bindings/webservice/perl/lib/ with SOAP::Lite, but since that tool is slow as well as sometimes unreliable, we are shipping a working module with the SDK for your convenience. Perform the following steps: 1. If SOAP::Lite is not yet install the package first. On Debian-based systems, the package is called libsoap-lite-perl; on Gentoo, it’s dev-perl/SOAP-Lite. 2. Open a terminal in the sdk/bindings/webservice/perl/samples/ directory. 31

Started DEPLOY VTA ON INTEL FPGA Step 1: Get DE10-Nano and download & install Quartus Prime 18.1 Lite Edition Step 2: Download SDCard Image from Terasic (Require Registration) Step 3: Get files from