Image classification; MLPerf inference; TFLite CPU; Mobilenets; Linux; webcam
Component: cr-solution:demo-image-classification-tflite-cpu-mobilenets-linux (v1.6.0)
Added by: gfursin (2019-12-31 12:03:55)
Authors: cTuning foundation
License: BSD 3-clause (code) and CC BY-SA 4.0 (data)
Creation date: 2019-10-20 22:26:48
CID: 1dde4902b05ae08f:671004c70aaea939cr-solution:demo-image-classification-tflite-cpu-mobilenets-linux  )

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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-linux
  cr run demo-image-classification-tflite-cpu-mobilenets-linux
  # If benchmarking is supported:
  cr benchmark demo-image-classification-tflite-cpu-mobilenets-linux
Portable CK workflow:
  ck run program:image-classification-tflite-codereef --cmd_key=default
Host OS: linux-64 (Ubuntu 18.04.3 LTS)
Target OS: linux-64 (Ubuntu 18.04.3 LTS)
Target machine: LENOVO ThinkPad T470p (20J6CTO1WW)
Target CPU: Intel(R) Core(TM) i5-7300HQ CPU @ 2.50GHz
Target CPUs:
Target GPU: Intel Corporation Device 591b (rev 04)
Python version for virtual env: 3.6.8

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cr start


Dependencies on other components

Prerequisites for further automation:
   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

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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