| | |
| | | # Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved. |
| | | # MIT License (https://opensource.org/licenses/MIT) |
| | | |
| | | ## download model |
| | | #local_path_root=../modelscope_models |
| | | #mkdir -p ${local_path_root} |
| | | #local_path=${local_path_root}/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch |
| | | #git clone https://www.modelscope.cn/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch.git ${local_path} |
| | | # method1, finetune from model hub |
| | | |
| | | # which gpu to train or finetune |
| | | export CUDA_VISIBLE_DEVICES="0,1" |
| | | gpu_num=$(echo $CUDA_VISIBLE_DEVICES | awk -F "," '{print NF}') |
| | | |
| | | # data dir, which contains: train.json, val.json |
| | | data_dir="/Users/zhifu/funasr1.0/data/list" |
| | | |
| | | ## generate jsonl from wav.scp and text.txt |
| | | #python -m funasr.datasets.audio_datasets.scp2jsonl \ |
| | |
| | | #++data_type_list='["source", "target"]' \ |
| | | #++jsonl_file_out=/Users/zhifu/funasr1.0/test_local/audio_datasets.jsonl |
| | | |
| | | train_data="${data_dir}/train.jsonl" |
| | | val_data="${data_dir}/val.jsonl" |
| | | |
| | | # torchrun \ |
| | | # --nnodes 1 \ |
| | | # --nproc_per_node 1 \ |
| | | python funasr/bin/train.py \ |
| | | +model="damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch" \ |
| | | +model_revision="v2.0.4" \ |
| | | +train_data_set_list="/Users/zhifu/funasr_github/test_local/aishell2_dev_ios/asr_task_debug_len_10.jsonl" \ |
| | | +valid_data_set_list="/Users/zhifu/funasr_github/test_local/aishell2_dev_ios/asr_task_debug_len_10.jsonl" \ |
| | | ++dataset_conf.batch_size=64 \ |
| | | |
| | | # exp output dir |
| | | output_dir="/Users/zhifu/exp" |
| | | log_file="${output_dir}/log.txt" |
| | | |
| | | |
| | | mkdir -p ${output_dir} |
| | | echo "log_file: ${log_file}" |
| | | |
| | | torchrun \ |
| | | --nnodes 1 \ |
| | | --nproc_per_node ${gpu_num} \ |
| | | funasr/bin/train.py \ |
| | | ++model="damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch" \ |
| | | ++model_revision="v2.0.4" \ |
| | | ++train_data_set_list="${train_data}" \ |
| | | ++valid_data_set_list="${val_data}" \ |
| | | ++dataset_conf.batch_size=32 \ |
| | | ++dataset_conf.batch_type="example" \ |
| | | ++train_conf.max_epoch=2 \ |
| | | ++dataset_conf.num_workers=4 \ |
| | | +output_dir="outputs/debug/ckpt/funasr2/exp2" |
| | | ++train_conf.max_epoch=20 \ |
| | | ++optim_conf.lr=0.0002 \ |
| | | ++output_dir="${output_dir}" &> ${log_file} |