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Object detection • MLPerf inference • TensorFlow CPU • COCO • 50 images validation • Linux • webcam • via cloud
solution:demo-obj-detection-coco-tf-cpu-webcam-linux-azure (v1.5.0)Portable solution description
- What is the portable CK solution: docs
- Reproduced paper: MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
- Reproduced SOTA results (crowd-benchmarking): crowd-benchmarking-mlperf-inference-classification-mobilenets
Auto-tuning results: (Pareto-efficient ML/SW/HW co-design)
- Reproducibility checklist: ACM/cTuning
- Automation framework: CK
- CK repository: A collection of all AI and ML workflows and packages in the CK format
- Benchmarking pipeline (build, run, validate): program:object-detection-tf-py-codereef
- Workflow CLI and Python API (compile, run, benchmark, validate): module:program
- Workflow dependencies (model, dataset, framework): View
- Benchmarking pipeline (build, run, validate): program:object-detection-tf-py-codereef
Successfully tested configuration
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:
Python version for virtual env: 3.6.9
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:
Python version for virtual env: 3.6.9
Reused CK components
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