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Work on Power Energy
sf-wind edited this page Sep 18, 2018
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We support using monsoon power monitor to measure the power/energy of running the ML workload on phones. Note the power/energy of the entire phone is measured. There is no component analysis using this approach.
- Purchase a monsoon power monitor (black box).
- Purchase a phone that the battery can be removed. Or, remove the battery from the phone. Pull two wires connecting the +/- of the connectors to the battery outside the phone so that the monitor can be connected to.
- Follow the instructions in the monsoon power monitor to connect the server and phone.
- Install libusb
- Install python driver for the monsoon power monitor:
pip install monsoon
- Turn on monsoon power monitor
- Power up the main channel (run a sample script from monsoon doc)
- Turn on the phone
- Run benchmark, e.g. SqueezeNet model
- Experiment with docker
- Run FAI-PEP for the first time
- Meta data file explained
- Work with iOS
- Work on Power/Energy
- Run Imagenet validate dataset
- Convert ONNX models to Caffe2 models
- Presentations