Transfer weight & epoch 數實驗
for lr in 0 0.25 0.5 0.75 ; do
for epoch in 1 2 3 4 ;do
CUDA_VISIBLE_DEVICES=0,1 local/chain/run_tranferWeights_chain_TuneParameters.sh --stage 7 \
--train_set ADOS_train_happynvalid \
--affix _DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid \
--num_epochs $epoch \
--primary_lr_factor $lr \
--Alignment_ROOT exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid \
--common_egs_dir exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer/egs/
done
done
edits_layer="set-learning-rate-factor name=prefinal-l* learning-rate-factor=${primary_lr_factor}"
%WER 50.92 [ 15672 / 30780, 2025 ins, 5567 del, 8080 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 51.11 [ 15732 / 30780, 1585 ins, 6796 del, 7351 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch1/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 51.80 [ 15944 / 30780, 1675 ins, 6388 del, 7881 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 52.58 [ 16184 / 30780, 1553 ins, 6724 del, 7907 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 53.57 [ 16489 / 30780, 1519 ins, 7227 del, 7743 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.01 [ 16623 / 30780, 1506 ins, 7231 del, 7886 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch5/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 50.86 [ 15656 / 30780, 1561 ins, 6705 del, 7390 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch1/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 51.71 [ 15917 / 30780, 1657 ins, 6511 del, 7749 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 52.64 [ 16204 / 30780, 1540 ins, 6787 del, 7877 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 53.48 [ 16461 / 30780, 1572 ins, 7078 del, 7811 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.12 [ 16657 / 30780, 1418 ins, 7520 del, 7719 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch5/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 50.81 [ 15640 / 30780, 1584 ins, 6817 del, 7239 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch1/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 51.99 [ 16004 / 30780, 1905 ins, 6018 del, 8081 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 52.49 [ 16157 / 30780, 1552 ins, 6803 del, 7802 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 53.46 [ 16454 / 30780, 1497 ins, 7270 del, 7687 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.04 [ 16634 / 30780, 1428 ins, 7332 del, 7874 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch5/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 51.05 [ 15713 / 30780, 1556 ins, 6963 del, 7194 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch1/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 52.00 [ 16005 / 30780, 1701 ins, 6546 del, 7758 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 52.56 [ 16179 / 30780, 1532 ins, 6838 del, 7809 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 53.35 [ 16422 / 30780, 1537 ins, 7027 del, 7858 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.39 [ 16741 / 30780, 1444 ins, 7466 del, 7831 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch5/decode_ADOS_afraidangrysad/cer_8_0.0
| learning rate factor | |||||
|---|---|---|---|---|---|
| 0.25 | 0.5 | 0.75 | 0 | ||
| fold | 1 | 51.11 | 50.86 | 50.81 | 51.05 |
| 2 | 51.8 | 51.71 | 51.99 | 52 | |
| 3 | 52.58 | 52.64 | 52.49 | 52.56 | |
| 4 | 53.57 | 53.48 | 53.46 | 53.35 | |
| 5 | 54.01 | 54.12 | 54.04 | 54.39 |
comment: 這個實驗的變動只有 prefinal-l 的learning-rate-factor={0,0.25,0.75,1}。 那其實在整個source的final.mdl裡面有兩個地方原先就有learning-rate-factor: prefinal-l, output-xent.affine。 另外要注意的是,原本其他tdnn-f的component裡面都還有殘留的learning rate(0.0004) 。
for lr in 0 0.25 0.5 0.75 ; do
for epoch in 1 2 3 4 ;do
CUDA_VISIBLE_DEVICES=0,1 local/chain/run_tranferWeightsnAdd_chain_TuneParameters.sh --stage 7 \
--train_set ADOS_train_happynvalid \
--affix _DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid \
--num_epochs $epoch \
--primary_lr_factor $lr \
--Alignment_ROOT exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid \
--common_egs_dir exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer/egs/
done
done
edits_layer="set-learning-rate-factor name=prefinal-l* learning-rate-factor=${primary_lr_factor}"
%WER 53.88 [ 16585 / 30780, 1214 ins, 8160 del, 7211 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 53.90 [ 16591 / 30780, 1509 ins, 7036 del, 8046 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch2/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.72 [ 16844 / 30780, 1637 ins, 6901 del, 8306 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch3/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 55.50 [ 17084 / 30780, 1420 ins, 7657 del, 8007 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.58 [ 16800 / 30780, 1214 ins, 8225 del, 7361 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 53.93 [ 16599 / 30780, 1521 ins, 7184 del, 7894 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch2/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 55.03 [ 16937 / 30780, 1650 ins, 6956 del, 8331 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch3/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 55.43 [ 17061 / 30780, 1375 ins, 7862 del, 7824 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.06 [ 16640 / 30780, 1319 ins, 7980 del, 7341 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.18 [ 16677 / 30780, 1562 ins, 7169 del, 7946 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch2/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.75 [ 16852 / 30780, 1328 ins, 8021 del, 7503 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.27 [ 17013 / 30780, 1375 ins, 7736 del, 7902 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.26 [ 16702 / 30780, 1303 ins, 7878 del, 7521 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.68 [ 16830 / 30780, 1575 ins, 7088 del, 8167 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch2/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.91 [ 16902 / 30780, 1300 ins, 8078 del, 7524 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.25 [ 17007 / 30780, 1439 ins, 7510 del, 8058 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
for lr in 0 0.25 0.5 0.75 ; do
for epoch in 1 2 3 4 ;do
CUDA_VISIBLE_DEVICES=0,1 local/chain/run_tranferWeightsnAdd_chain_TuneParameters.sh --stage 7 \
--train_set ADOS_train_happynvalid \
--affix _DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid \
--num_epochs $epoch \
--primary_lr_factor $lr \
--Alignment_ROOT exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid \
--common_egs_dir exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer/egs/
done
done
edits_layer="set-learning-rate-factor name=*linear learning-rate-factor=${primary_lr_factor}; set-learning-rate-factor name=prefinal-l* learning-rate-factor=1.0"
%WER 53.90 [ 16591 / 30780, 1205 ins, 7976 del, 7410 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.51 [ 16777 / 30780, 1239 ins, 8128 del, 7410 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.24 [ 17003 / 30780, 1329 ins, 7750 del, 7924 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.26 [ 17009 / 30780, 1427 ins, 7490 del, 8092 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 53.82 [ 16566 / 30780, 1209 ins, 8349 del, 7008 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.43 [ 16754 / 30780, 1187 ins, 8562 del, 7005 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.55 [ 17097 / 30780, 1247 ins, 8391 del, 7459 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.73 [ 17153 / 30780, 1406 ins, 7709 del, 8038 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.28 [ 16706 / 30780, 1255 ins, 8099 del, 7352 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.56 [ 16794 / 30780, 1563 ins, 7170 del, 8061 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch2/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.72 [ 16843 / 30780, 1350 ins, 7948 del, 7545 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.21 [ 16993 / 30780, 1442 ins, 7526 del, 8025 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch4/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 53.88 [ 16583 / 30780, 1257 ins, 8014 del, 7312 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.77 [ 16859 / 30780, 1282 ins, 7814 del, 7763 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.97 [ 16920 / 30780, 1405 ins, 7375 del, 8140 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.53 [ 17091 / 30780, 1297 ins, 7836 del, 7958 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer_lrFac0_NEpoch4/decode_ADOS_afraidangrysad/cer_9_0.0
到後面的epoch就越學越偏
for lr in 0 0.25 0.5 0.75; do
for epoch in 1 2 3 4;do
CUDA_VISIBLE_DEVICES=0,1 local/chain/run_tranferWeightsnAdd_chain_TuneParameters.sh --stage 7 \
--train_set ADOS_train_happynvalid \
--affix _DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid \
--num_epochs $epoch \
--primary_lr_factor $lr \
--Alignment_ROOT exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid \
--common_egs_dir exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer/egs/
done
done
把source model的learning rate關掉
edits_layer="set-learning-rate-factor name=*linear learning-rate-factor=0; set-learning-rate-factor name=prefinal-l learning-rate-factor=${primary_lr_factor};"
%WER 53.99 [ 16617 / 30780, 1258 ins, 7847 del, 7512 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 53.99 [ 16617 / 30780, 1296 ins, 7716 del, 7605 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.97 [ 16920 / 30780, 1502 ins, 7332 del, 8086 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0.25_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.13 [ 16660 / 30780, 1255 ins, 7976 del, 7429 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.35 [ 16730 / 30780, 1351 ins, 7618 del, 7761 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 54.99 [ 16925 / 30780, 1203 ins, 8151 del, 7571 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0.5_NEpoch3/decode_ADOS_afraidangrysad/cer_9_0.0
%WER 53.76 [ 16547 / 30780, 1277 ins, 7889 del, 7381 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.44 [ 16757 / 30780, 1358 ins, 7656 del, 7743 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.16 [ 16979 / 30780, 1416 ins, 7180 del, 8383 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0.75_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 53.84 [ 16573 / 30780, 1278 ins, 7897 del, 7398 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.62 [ 16812 / 30780, 1289 ins, 7803 del, 7720 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.13 [ 16969 / 30780, 1232 ins, 7975 del, 7762 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac0_NEpoch3/decode_ADOS_afraidangrysad/cer_9_0.0
%WER 53.86 [ 16578 / 30780, 1295 ins, 7676 del, 7607 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac1_NEpoch1/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 54.63 [ 16814 / 30780, 1301 ins, 7950 del, 7563 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac1_NEpoch2/decode_ADOS_afraidangrysad/cer_8_0.0
%WER 55.13 [ 16970 / 30780, 1407 ins, 7493 del, 8070 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ExperimenttransfernAAddlayerBadResult/ADOS_tdnn_fold_transfer_lrFac1_NEpoch3/decode_ADOS_afraidangrysad/cer_8_0.0