Leveraging the Power of C++ for Efficient Machine Learning on Embedded Devices
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://storage0 码力 | 51 页 | 1.78 MB | 5 月前3Back to Basics: C++ Templates - Part 1
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 Andreas0 码力 | 17 页 | 817.47 KB | 5 月前3Common Package Specification (CPS) in Practice: A Full Round Trip Implementation in Conan C++ Package Manager
openssl::openssl)Proposal: CPS location files { "tensorflow-lite": "/path/to/cps/tensorflow-lite.cps", "abseil": "/path/to/cps/abseil.cps", "farmhash": "/path/to/cps/farmhash0 码力 | 66 页 | 1.76 MB | 5 月前3Code Analysis++
Sweeney](https://twitter.com/TimSweeneyEpic/status/1409028887279984640) 4. [2021 Annual C++ Developer Survey "Lite"](https://isocpp.org/files/papers/CppDevSurvey-2021-04- summary.pdf) 5. [Lifetime safety: Preventing0 码力 | 61 页 | 2.70 MB | 5 月前3Cetting Started with C++
development environments (IDEs) or editors do you use for C++ development?” 2023 ISO C++ Developer Survey “Lite” *data shown is for “primary” IDEs/editors 37% 25% 11% 8% Visual Studio Visual Studio Code0 码力 | 95 页 | 4.71 MB | 5 月前3Heterogeneous Modern C++ with SYCL 2020
ice-into-broader-supercomputing/ https://www.phoronix.com/scan.php?page=news_item&px=hipSYCL-New-Lite-Runtime https://software.intel.com/content/www/us/en/develop/articles/interoperability-dpcpp-sycl-opencl0 码力 | 114 页 | 7.94 MB | 5 月前3Conan 2.3 Documentation
dependency graph that is both interactive and user-friendly. $ conan graph info --require=tensorflow-lite/2.12.0 -r=conancenter --format=html > graph. ˓→html The HTML output displays an interactive graph Release 2.3.2 (continued from previous page) hello/1.0.4@mycompany/stable string-view-lite string-view-lite/1.6.0 zlib zlib/1.2.11 Listing 4: list all versions of a reference $ conan list zlib Local 8: list references without user and channel $ conan list "*/*@" Local Cache string-view-lite string-view-lite/1.6.0 zlib zlib/1.2.11 Listing recipe revisions The shortest way of listing the latest recipe0 码力 | 748 页 | 4.65 MB | 1 年前3Conan 2.5 Documentation
dependency graph that is both interactive and user-friendly. $ conan graph info --require=tensorflow-lite/2.12.0 -r=conancenter --format=html > graph. ˓→html The HTML output displays an interactive graph Commands 347 Conan Documentation, Release 2.5.0 (continued from previous page) string-view-lite string-view-lite/1.6.0 zlib zlib/1.2.11 Listing 4: list all versions of a reference $ conan list zlib Local 8: list references without user and channel $ conan list "*/*@" Local Cache string-view-lite string-view-lite/1.6.0 zlib zlib/1.2.11 Listing recipe revisions The shortest way of listing the latest recipe0 码力 | 769 页 | 4.70 MB | 1 年前3Conan 2.2 Documentation
dependency graph that is both interactive and user-friendly. $ conan graph info --require=tensorflow-lite/2.12.0 -r=conancenter --format=html > graph. ˓→html The HTML output displays an interactive graph 0.4@mycompany/stable string-view-lite (continues on next page) 8.1. Commands 323 Conan Documentation, Release 2.2.3 (continued from previous page) string-view-lite/1.6.0 zlib zlib/1.2.11 Listing 4: Conan Documentation, Release 2.2.3 (continued from previous page) Local Cache string-view-lite string-view-lite/1.6.0 zlib zlib/1.2.11 Listing recipe revisions The shortest way of listing the latest recipe0 码力 | 718 页 | 4.46 MB | 1 年前3Conan 2.4 Documentation
dependency graph that is both interactive and user-friendly. $ conan graph info --require=tensorflow-lite/2.12.0 -r=conancenter --format=html > graph. ˓→html The HTML output displays an interactive graph 4@mycompany/testing hello/2.3.2@mycompany/stable hello/1.0.4@mycompany/stable string-view-lite string-view-lite/1.6.0 zlib zlib/1.2.11 Listing 4: list all versions of a reference $ conan list zlib Local 8: list references without user and channel $ conan list "*/*@" Local Cache string-view-lite string-view-lite/1.6.0 zlib zlib/1.2.11 Listing recipe revisions The shortest way of listing the latest recipe0 码力 | 769 页 | 4.69 MB | 1 年前3
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