Technical Report of Model Quantization Simulations on Convolution Neural Network based on Aimet and pytorch
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acc.csv Full table of accuracy of models
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dataprocess.py
Python script to process experiments results
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dataset Datasets,including MNIST,KMNIST...
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export Exported files of models,ONNX and torch PTH
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dlc SNPE converted models,Qualcomm's dlc format
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lightning_logs Full records and log of tensorboard
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Technical Report of ...pytorch.assets Picture and other assets of report's markdown file
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main.ipynb Jupyter Notebook of model's training and quantization
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main.py Python script of model's training and quantization
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run_me.py Python script wrapped the main.py to train models repeatly
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view_tensorboard.sh Bash script to run tensorboard and view full learning curves
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Technical Report of ...pytorch.md Markdown file of report
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Technical Report of ...pytorch.pdf PDF file of report