| | |
|---|
| | | . ./path.sh || exit 1; |
|---|
| | | |
|---|
| | | # machines configuration |
|---|
| | | CUDA_VISIBLE_DEVICES="2,3" |
|---|
| | | CUDA_VISIBLE_DEVICES="0,1" |
|---|
| | | gpu_num=2 |
|---|
| | | count=1 |
|---|
| | | gpu_inference=true # Whether to perform gpu decoding, set false for cpu decoding |
|---|
| | | # for gpu decoding, inference_nj=ngpu*njob; for cpu decoding, inference_nj=njob |
|---|
| | | njob=1 |
|---|
| | | njob=5 |
|---|
| | | train_cmd=utils/run.pl |
|---|
| | | infer_cmd=utils/run.pl |
|---|
| | | |
|---|
| | |
|---|
| | | feats_dir="../DATA" #feature output dictionary |
|---|
| | | exp_dir="." |
|---|
| | | lang=zh |
|---|
| | | feats_type=fbank |
|---|
| | | token_type=char |
|---|
| | | scp=wav.scp |
|---|
| | | type=sound |
|---|
| | | stage=3 |
|---|
| | | stop_stage=3 |
|---|
| | | scp=wav.scp |
|---|
| | | speed_perturb="0.9 1.0 1.1" |
|---|
| | | stage=0 |
|---|
| | | stop_stage=5 |
|---|
| | | |
|---|
| | | # feature configuration |
|---|
| | | feats_dim=80 |
|---|
| | |
|---|
| | | test_sets="dev test" |
|---|
| | | |
|---|
| | | asr_config=conf/train_asr_conformer.yaml |
|---|
| | | model_dir="baseline_$(basename "${asr_config}" .yaml)_${feats_type}_${lang}_${token_type}_${tag}" |
|---|
| | | model_dir="baseline_$(basename "${asr_config}" .yaml)_${lang}_${token_type}_${tag}" |
|---|
| | | |
|---|
| | | inference_config=conf/decode_asr_transformer.yaml |
|---|
| | | inference_asr_model=valid.acc.ave_10best.pb |
|---|
| | |
|---|
| | | echo "<unk>" >> ${token_list} |
|---|
| | | fi |
|---|
| | | |
|---|
| | | # Training Stage |
|---|
| | | # LM Training Stage |
|---|
| | | world_size=$gpu_num # run on one machine |
|---|
| | | if [ ${stage} -le 3 ] && [ ${stop_stage} -ge 3 ]; then |
|---|
| | | echo "stage 3: Training" |
|---|
| | | echo "stage 3: LM Training" |
|---|
| | | fi |
|---|
| | | |
|---|
| | | # ASR Training Stage |
|---|
| | | world_size=$gpu_num # run on one machine |
|---|
| | | if [ ${stage} -le 4 ] && [ ${stop_stage} -ge 4 ]; then |
|---|
| | | echo "stage 4: ASR Training" |
|---|
| | | mkdir -p ${exp_dir}/exp/${model_dir} |
|---|
| | | mkdir -p ${exp_dir}/exp/${model_dir}/log |
|---|
| | | INIT_FILE=${exp_dir}/exp/${model_dir}/ddp_init |
|---|
| | |
|---|
| | | --data_dir ${feats_dir}/data \ |
|---|
| | | --train_set ${train_set} \ |
|---|
| | | --valid_set ${valid_set} \ |
|---|
| | | --data_file_names "wav.scp,text" \ |
|---|
| | | --cmvn_file ${feats_dir}/data/${train_set}/cmvn/cmvn.mvn \ |
|---|
| | | --speed_perturb ${speed_perturb} \ |
|---|
| | | --resume true \ |
|---|
| | | --output_dir ${exp_dir}/exp/${model_dir} \ |
|---|
| | | --config $asr_config \ |
|---|
| | |
|---|
| | | fi |
|---|
| | | |
|---|
| | | # Testing Stage |
|---|
| | | if [ ${stage} -le 4 ] && [ ${stop_stage} -ge 4 ]; then |
|---|
| | | echo "stage 4: Inference" |
|---|
| | | if [ ${stage} -le 5 ] && [ ${stop_stage} -ge 5 ]; then |
|---|
| | | echo "stage 5: Inference" |
|---|
| | | for dset in ${test_sets}; do |
|---|
| | | asr_exp=${exp_dir}/exp/${model_dir} |
|---|
| | | inference_tag="$(basename "${inference_config}" .yaml)" |
|---|
| | |
|---|
| | | --njob ${njob} \ |
|---|
| | | --gpuid_list ${gpuid_list} \ |
|---|
| | | --data_path_and_name_and_type "${_data}/${scp},speech,${type}" \ |
|---|
| | | --cmvn_file ${feats_dir}/data/${train_set}/cmvn/cmvn.mvn \ |
|---|
| | | --key_file "${_logdir}"/keys.JOB.scp \ |
|---|
| | | --asr_train_config "${asr_exp}"/config.yaml \ |
|---|
| | | --asr_model_file "${asr_exp}"/"${inference_asr_model}" \ |
|---|
