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Image classification • MLPerf inference • TFLite CPU • Mobilenets • Linux • webcam • via cloud
solution:demo-image-classification-tflite-cpu-mobilenets-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:image-classification-tflite-codereef
- Workflow CLI and Python API (compile, run, benchmark, validate): module:program
- Workflow dependencies (model, dataset, framework): View
- Workflow params: --env.CK_IMAGE_DIR=input
- Benchmarking pipeline (build, run, validate): program:image-classification-tflite-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 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