#!/bin/bash # this script is used for comparing decoding results between systems. # e.g. local/chain/compare_wer.sh exp/chain/tdnn_{c,d}_sp # For use with discriminatively trained systems you specify the epochs after a colon: # for instance, # local/chain/compare_wer.sh exp/chain/tdnn_c_sp exp/chain/tdnn_c_sp_smbr:{1,2,3} if [ $# == 0 ]; then echo "Usage: $0: [--looped] [--online] [ ... ]" echo "e.g.: $0 exp/chain/tdnn_{b,c}_sp" echo "or (with epoch numbers for discriminative training):" echo "$0 exp/chain/tdnn_b_sp_disc:{1,2,3}" exit 1 fi echo "# $0 $*" include_looped=false if [ "$1" == "--looped" ]; then include_looped=true shift fi include_online=false if [ "$1" == "--online" ]; then include_online=true shift fi used_epochs=false # this function set_names is used to separate the epoch-related parts of the name # [for discriminative training] and the regular parts of the name. # If called with a colon-free directory name, like: # set_names exp/chain/tdnn_lstm1e_sp_bi_smbr # it will set dir=exp/chain/tdnn_lstm1e_sp_bi_smbr and epoch_infix="" # If called with something like: # set_names exp/chain/tdnn_d_sp_smbr:3 # it will set dir=exp/chain/tdnn_d_sp_smbr and epoch_infix="_epoch3" set_names() { if [ $# != 1 ]; then echo "compare_wer_general.sh: internal error" exit 1 # exit the program fi dirname=$(echo $1 | cut -d: -f1) epoch=$(echo $1 | cut -s -d: -f2) if [ -z $epoch ]; then epoch_infix="" else used_epochs=true epoch_infix=_epoch${epoch} fi } echo -n "# System " for x in $*; do printf "% 10s" " $(basename $x)"; done echo strings=( "#WER dev_clean_2 (tgsmall) " "#WER dev_clean_2 (tglarge) ") for n in 0 1; do echo -n "${strings[$n]}" for x in $*; do set_names $x # sets $dirname and $epoch_infix decode_names=(tgsmall_dev_clean_2 tglarge_dev_clean_2) wer=$(cat $dirname/decode_${decode_names[$n]}/wer_* | utils/best_wer.sh | awk '{print $2}') printf "% 10s" $wer done echo if $include_looped; then echo -n "# [looped:] " for x in $*; do set_names $x # sets $dirname and $epoch_infix wer=$(cat $dirname/decode_looped_${decode_names[$n]}/wer_* | utils/best_wer.sh | awk '{print $2}') printf "% 10s" $wer done echo fi if $include_online; then echo -n "# [online:] " for x in $*; do set_names $x # sets $dirname and $epoch_infix wer=$(cat ${dirname}_online/decode_${decode_names[$n]}/wer_* | utils/best_wer.sh | awk '{print $2}') printf "% 10s" $wer done echo fi done if $used_epochs; then exit 0; # the diagnostics aren't comparable between regular and discriminatively trained systems. fi echo -n "# Final train prob " for x in $*; do prob=$(grep Overall $x/log/compute_prob_train.final.log | grep -v xent | awk '{printf("%.4f", $8)}') printf "% 10s" $prob done echo echo -n "# Final valid prob " for x in $*; do prob=$(grep Overall $x/log/compute_prob_valid.final.log | grep -v xent | awk '{printf("%.4f", $8)}') printf "% 10s" $prob done echo echo -n "# Final train prob (xent)" for x in $*; do prob=$(grep Overall $x/log/compute_prob_train.final.log | grep -w xent | awk '{printf("%.4f", $8)}') printf "% 10s" $prob done echo echo -n "# Final valid prob (xent)" for x in $*; do prob=$(grep Overall $x/log/compute_prob_valid.final.log | grep -w xent | awk '{printf("%.4f", $8)}') printf "% 10s" $prob done echo