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Object detection; MLPerf inference; TensorFlow CPU; COCO; Linux; webcam; via cloud
Component: cr-solution:demo-obj-detection-coco-tf-cpu-webcam-linux-azure (v1.0.0)
Added by: guillouh (2019-10-20 21:12:38)
Creation date: 2019-10-07 20:46:15
CID: 1dde4902b05ae08f:1863f39cdaef4539cr-solution:demo-obj-detection-coco-tf-cpu-webcam-linux-azure  )
Workspaces: test5 test2

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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
Workflow: ck run program:object-detection-tf-py-codereef --cmd_key=default
Host OS: linux-64 (Ubuntu 18.04.3 LTS)
Target OS: linux-64 (Ubuntu 18.04.3 LTS)
Target machine: Microsoft Corporation 7.0 (Virtual Machine)
Target CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz
Target CPUs:
Target GPU: Microsoft Corporation Hyper-V virtual VGA
Python version for virtual env: 3.6.9

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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
   
   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-1.13.1-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


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