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Object detection; MLPerf inference; TensorFlow CPU; COCO; 50 images validation; Linux; benchmark; Portable Workflows
Component: cr-solution:demo-obj-detection-coco-tf-cpu-benchmark-linux-portable-workflows (v1.1.1)
Added by: guillouh (2020-01-14 15:21:34)
Creation date: 2019-12-18 16:28:10
CID: 1dde4902b05ae08f:4a878a967f3636b9cr-solution:demo-obj-detection-coco-tf-cpu-benchmark-linux-portable-workflows  )

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Related paper: MLPerf Inference Benchmark
Related and reproduced results (crowd-experiments): sota-mlperf-object-detection-v0.5-crowd-benchmarking
How to get stable CodeReef version (under development):
  pip install codereef
  cr init demo-obj-detection-coco-tf-cpu-benchmark-linux-portable-workflows
  cr run demo-obj-detection-coco-tf-cpu-benchmark-linux-portable-workflows
  # If benchmarking is supported:
  cr benchmark demo-obj-detection-coco-tf-cpu-benchmark-linux-portable-workflows
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) i5-7200U CPU @ 2.50GHz
Target CPUs:
Target GPU:
Python version for virtual env:

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Dependencies on other components


Prerequisites for further automation:
   # Tested on Ubuntu 18.04
   # (including Docker and Windows 10 Sybsystem for Linux)
   
   # These dependencies are needed 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 install libfreetype6-dev
   sudo apt install python3.7-dev
   sudo apt install -y libsm6 libxext6 libxrender-dev

      
cr download --version=1.0.0 --force package:model-tf-mlperf-ssd-mobilenet cr download --version=1.0.0 --force soft:model.tensorflow.object-detection cr download --version=1.0.0 --force script:install-package-tensorflowmodel-object-detection cr download --version=1.0.0 --force package:lib-python-numpy cr download --version=1.0.0 --force soft:lib.python.numpy cr download --version=1.0.0 --force package:lib-python-scipy cr download --version=1.0.0 --force soft:lib.python.scipy cr download --version=1.0.0 --force package:lib-python-matplotlib cr download --version=1.0.0 --force soft:lib.python.matplotlib cr download --version=1.0.0 --force package:lib-python-pillow cr download --version=1.0.0 --force soft:lib.python.pillow cr download --version=1.0.0 --force package:lib-python-cython cr download --version=1.0.0 --force soft:lib.python.cython cr download --version=1.0.0 --force package:lib-python-cv2 cr download --version=1.0.0 --force soft:lib.python.cv2 cr download --version=1.0.0 --force package:tool-coco-codereef cr download --version=1.0.0 --force soft:tool.coco cr download --version=1.0.0 --force package:dataset-coco-2017-val-small cr download --version=1.0.0 --force soft:dataset.coco.2017.val cr download --version=1.0.0 --force package:lib-tensorflow-1.1.0-cpu cr download --version=1.0.0 --force package:lib-tensorflow-1.4.0-cpu cr download --version=1.0.0 --force package:lib-tensorflow-1.14.0-cpu cr download --version=1.0.0 --force soft:lib.tensorflow cr download --version=1.0.0 --force package:labelmap-coco cr download --version=1.0.0 --force soft:labelmap.object-detection cr download --version=1.0.0 --force soft:compiler.gcc cr download --version=1.0.0 --force package:tensorflowmodel-api-object-detection cr download --version=1.0.0 --force soft:model.tensorflow-models-api cr download --version=1.0.0 --force package:lib-protobuf-3.0.0-host cr download --version=1.0.0 --force soft:lib.protobuf.host cr download --version=1.0.0 --force script:process-compiler-for-cmake cr download --version=1.0.0 --force soft:tool.cmake cr download --version=1.0.0 --force soft:lib.protobuf.host cr download --version=1.0.1 --force module:program cr download --version=1.0.0 --force module:dataset cr download --version=1.0.0 --force module:pipeline cr download --version=1.0.0 --force module:choice cr download --version=1.0.0 --force module:experiment cr download --version=1.0.0 --force module:math.variation cr download --version=1.2.1 --force program:object-detection-tf-py-benchmark 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-codereef ck install package:dataset-coco-2017-val-small


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