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Object detection; MLPerf inference; TensorFlow CPU; COCO; 50 images validation; Linux; benchmark; Demo
Component: cr-solution:demo-obj-detection-coco-tf-cpu-benchmark-linux-demo (v1.5.0)
Added by: guillouh (2019-12-23 14:11:02)
Creation date: 2019-12-04 17:43:00
CID: 1dde4902b05ae08f:3b19c68f67d72f3fcr-solution:demo-obj-detection-coco-tf-cpu-benchmark-linux-demo  )

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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-obj-detection-coco-tf-cpu-benchmark-linux-demo
  cr run demo-obj-detection-coco-tf-cpu-benchmark-linux-demo
  # If benchmarking is supported:
  cr benchmark demo-obj-detection-coco-tf-cpu-benchmark-linux-demo
Portable CK workflow:
  ck run program:object-detection-tf-py-benchmark --cmd_key=default
Host OS: linux-64 (Ubuntu 18.04.3 LTS)
Target OS: linux-64 (Ubuntu 18.04.3 LTS)
Target machine:
Target CPU: Intel(R) Core(TM) i5-7300HQ CPU @ 2.50GHz
Target CPUs:
Target GPU:
Python version for virtual env: 3.7.3

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Dependencies on other components


Prerequisites for further automation:
   Sources:
   * https://github.com/mlperf/inference/tree/master/v0.5/classification_and_detection/optional_harness_ck/detection
   * https://github.com/mlperf/inference/blob/master/v0.5/classification_and_detection/optional_harness_ck/detection/tf-py/README.md
   
   This CodeReef solution demo was prepared by Grigori Fursin and Hervé Guillou (CodeReef).
   
   Ubuntu (need those deps to rebuild COCO API):
   
    sudo apt update
    sudo apt install git wget libz-dev curl cmake
    sudo apt install gcc g++ autoconf autogen libtool
    sudo apt-get install libfreetype6-dev
    sudo apt-get install python3.7-dev
   
   
   On some occasion we need to install extra deps:
    sudo apt install -y libsm6 libxext6 libxrender-dev
   

      
pip install gast pip install astor pip install termcolor pip install tensorflow-estimator==1.13.0 pip install keras_applications==1.0.4 --no-deps pip install keras_preprocessing==1.0.2 --no-deps pip install opencv-python ck install package:lib-tensorflow-1.14.0-cpu ck install package --tags=model,tf,object-detection,mlperf,ssd-mobilenet,non-quantized ck install package --tags=lib,python-package,numpy ck install package --tags=lib,python-package,scipy --force_version=1.2.1 ck install package --tags=lib,python-package,matplotlib ck install package --tags=lib,python-package,pillow ck install package --tags=lib,python-package,cython ck install package --tags=lib,python-package,cv2 ck install package:tool-coco ck install package:dataset-coco-2017-val-small


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