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NNCF scaling proposal based on the PyTorch Timm project

This is just an experimental project that shows the results of applying NNCF quantization to a subset of models from Timm.

Installation

  • Clone this repo
  • Install dependencies
    • pip install -r requirements.txt
    • Clone OpenVINO Model Analyzer in the working directory.

Running the script

  • Just execute the script with the parameter that specifies a directory where the output models will be bumped:
nncf_timm.py ./models
  • See the reults in the log.txt file or in console log