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simulate_quantization.md

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Scripts for simulate_quantization.py

cifar_resnet56_v1

c10_r56_uint4_int4_layer_merge_naive
python simulate_quantization.py --model=cifar_resnet56_v1 --input-bits-width=4 --weight-bits-width=4 --dataset=cifar10 --merge-bn --quantize-input-offline --num-sample=500 --calib-mode=naive
c10_r56_uint4_int4_layer_merge_kl
python simulate_quantization.py --model=cifar_resnet56_v1 --input-bits-width=4 --weight-bits-width=4 --dataset=cifar10 --merge-bn --quantize-input-offline --num-sample=500 --calib-mode=kl
c10_r56_uint4_int4_channel_merge_naive
python simulate_quantization.py --model=cifar_resnet56_v1 --quant-type=channel --input-bits-width=4 --weight-bits-width=4 --dataset=cifar10 --merge-bn --quantize-input-offline --num-sample=500 --calib-mode=naive
c10_r56_uint4_int4_channel_merge_kl
python simulate_quantization.py --model=cifar_resnet56_v1 --quant-type=channel --input-bits-width=4 --weight-bits-width=4 --dataset=cifar10 --use-gpu=1 --merge-bn --quantize-input-offline --num-sample=500 --calib-mode=kl