cmp_layers.sh

#!/bin/bash

#function:
#   a tool used to compare all layers' results
#
#set -x
if [[ $# -ne 1 ]];then
    echo "usage:"
    echo "  bash $0 [model_name]"
    echo "  eg:bash $0 alexnet"
    exit 1
fi

model_name=$1
prototxt="models.caffe/$model_name/${model_name}.prototxt"
cat $prototxt | grep name | perl -ne 'if(/^\s*name\s*:\s+\"([^\"]+)/){ print $1."\n";}' >.layer_names

final_layer=$(cat $prototxt | perl -ne 'if(/^\s*top\s*:\s+\"([^\"]+)/){ print $1."\n";}' | tail -n1)
ret=$(grep "^$final_layer$" .layer_names | wc -l)
if [[ $ret -eq 0 ]];then
    echo $final_layer >>.layer_names
fi

for i in $(cat .layer_names);do
    i=${i//\//_}
    cf_npy="results/${model_name}.caffe/${i}.npy"
    #pd_npy="results/${model_name}.paddle/${i}.npy"
    #pd_npy=$(find results/${model_name}.paddle -iname "${i}*.npy" | head -n1)
    pd_npy=$(find results/${model_name}.paddle -iname "${i}.*npy" | grep deleted -v | head -n1)

    if [[ ! -e $cf_npy ]];then
        echo "caffe's result not exist[$cf_npy]"
        continue
    fi

    if [[ ! -e $pd_npy ]];then
        echo "paddle's result not exist[$pd_npy]"
        continue
    fi

    python compare.py $cf_npy $pd_npy no_exception
    if [[ $? -eq 0 ]];then
        echo "succeed to compare layer[$i]"
    else
        echo "failed to compare layer[$i]"
    fi

done