| | |
| | | |
| | | workspace=`pwd` |
| | | |
| | | echo "current path: ${workspace}" # /xxxx/funasr/examples/industrial_data_pretraining/paraformer |
| | | |
| | | # download model |
| | | local_path_root=${workspace}/modelscope_models |
| | | mkdir -p ${local_path_root} |
| | |
| | | gpu_num=$(echo $CUDA_VISIBLE_DEVICES | awk -F "," '{print NF}') |
| | | |
| | | # data dir, which contains: train.json, val.json |
| | | data_dir="/Users/zhifu/funasr1.0/data/list" |
| | | |
| | | ## generate jsonl from wav.scp and text.txt |
| | | #python -m funasr.datasets.audio_datasets.scp2jsonl \ |
| | | #++scp_file_list='["/Users/zhifu/funasr1.0/test_local/wav.scp", "/Users/zhifu/funasr1.0/test_local/text.txt"]' \ |
| | | #++data_type_list='["source", "target"]' \ |
| | | #++jsonl_file_out=/Users/zhifu/funasr1.0/test_local/audio_datasets.jsonl |
| | | data_dir="../../../data/list" |
| | | |
| | | train_data="${data_dir}/train.jsonl" |
| | | val_data="${data_dir}/val.jsonl" |
| | | |
| | | |
| | | # generate train.jsonl and val.jsonl from wav.scp and text.txt |
| | | python -m funasr.datasets.audio_datasets.scp2jsonl \ |
| | | ++scp_file_list='["../../../data/list/train_wav.scp", "../../../data/list/train_text.txt"]' \ |
| | | ++data_type_list='["source", "target"]' \ |
| | | ++jsonl_file_out="${train_data}" |
| | | |
| | | python -m funasr.datasets.audio_datasets.scp2jsonl \ |
| | | ++scp_file_list='["../../../data/list/val_wav.scp", "../../../data/list/val_text.txt"]' \ |
| | | ++data_type_list='["source", "target"]' \ |
| | | ++jsonl_file_out="${val_data}" |
| | | |
| | | |
| | | tokens="${local_path}/tokens.json" |
| | | cmvn_file="${local_path}/am.mvn" |
| | | |
| | | # exp output dir |
| | | output_dir="/Users/zhifu/exp" |
| | | # output dir |
| | | output_dir="./outputs" |
| | | log_file="${output_dir}/log.txt" |
| | | |
| | | config="config.yaml" |
| | | config_name="config.yaml" |
| | | |
| | | init_param="${local_path}/model.pt" |
| | | |
| | |
| | | --nproc_per_node ${gpu_num} \ |
| | | ../../../funasr/bin/train.py \ |
| | | --config-path "${local_path}" \ |
| | | --config-name "${config}" \ |
| | | --config-name "${config_name}" \ |
| | | ++train_data_set_list="${train_data}" \ |
| | | ++valid_data_set_list="${val_data}" \ |
| | | ++tokenizer_conf.token_list="${tokens}" \ |
| | |
| | | ++dataset_conf.num_workers=4 \ |
| | | ++train_conf.max_epoch=20 \ |
| | | ++optim_conf.lr=0.0002 \ |
| | | ++train_conf.log_interval=1 \ |
| | | ++init_param="${init_param}" \ |
| | | ++output_dir="${output_dir}" &> ${log_file} |