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Image classification; MLPerf inference; TFLite CPU; Mobilenets; Raspberry Pi 4; webcam
Component: cr-solution:demo-image-classification-tflite-cpu-mobilenets-rpi4 (v1.5.0)
Added by: gfursin (2019-12-23 14:11:02)
Creation date: 2019-10-25 22:22:37
CID: 1dde4902b05ae08f:6435b0db54876aaccr-solution:demo-image-classification-tflite-cpu-mobilenets-rpi4  )

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Related paper: MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
Related and reproduced results (crowd-experiments): crowd-benchmarking-mlperf-inference-classification-mobilenets
How to get stable CodeReef version (under development):
  pip install codereef
  cr init demo-image-classification-tflite-cpu-mobilenets-rpi4
  cr run demo-image-classification-tflite-cpu-mobilenets-rpi4
  # If benchmarking is supported:
  cr benchmark demo-image-classification-tflite-cpu-mobilenets-rpi4
Portable CK workflow:
  ck run program:image-classification-tflite-codereef --cmd_key=default
Host OS: linux-32 (Raspbian GNU/Linux 10 (buster))
Target OS: linux-32 (Raspbian GNU/Linux 10 (buster))
Target machine: Raspberry (Raspberry Pi 4 Model B Rev 1.1)
Target CPU: BCM2835
Target CPUs:
Target GPU:
Python version for virtual env: 3.7.3

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Test/run workflow in a client


Dependencies on other components


Prerequisites for further automation:
   Sources:
   * https://github.com/mlperf/inference/tree/master/v0.5/classification_and_detection/optional_harness_ck/classification
   
   This CodeReef solution demo was prepared by Grigori Fursin and Hervé Guillou (CodeReef).
   
   Requred Ubuntu packages:
   
    sudo apt update
    sudo apt install git wget libz-dev curl cmake
    sudo apt install gcc g++ autoconf autogen libtool
   
   For OpenCV:
    sudo apt install python-opencv
    sudo apt install libatlas-base-dev
    sudo apt install libjasper-dev
    sudo apt install libhdf5-dev
    sudo apt install libhdf5-serial-dev
    sudo apt install libqtgui4 
    sudo apt install libqt4-test

      
pip install numpy pip install opencv-python ck pull repo:ck-mlperf ck install package --tags=lib,python-package,numpy ck install package --tags=lib,python-package,cv2 ck install package:imagenet-2012-val-min ck install package:imagenet-2012-aux ck install package:lib-rtl-xopenme ck install package:dataset-imagenet-preprocessed-using-opencv ck install package --tags=lib,tflite,v1.13.1,vsrc ck install package:model-tf-mlperf-mobilenet-quantized ck compile program:image-classification-tflite-codereef --speed


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