| | |
| | | # Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved. |
| | | # MIT License (https://opensource.org/licenses/MIT) |
| | | |
| | | workspace=`pwd` |
| | | |
| | | # which gpu to train or finetune |
| | | export CUDA_VISIBLE_DEVICES="0,1" |
| | |
| | | output_dir="./outputs" |
| | | log_file="${output_dir}/log.txt" |
| | | |
| | | deepspeed_config=${workspace}../../ds_stage1.json |
| | | |
| | | mkdir -p ${output_dir} |
| | | echo "log_file: ${log_file}" |
| | | |
| | | torchrun \ |
| | | --nnodes 1 \ |
| | | --nproc_per_node ${gpu_num} \ |
| | | ../../../funasr/bin/train.py \ |
| | | DISTRIBUTED_ARGS=" |
| | | --nnodes ${WORLD_SIZE:-1} \ |
| | | --nproc_per_node $gpu_num \ |
| | | --node_rank ${RANK:-0} \ |
| | | --master_addr ${MASTER_ADDR:-127.0.0.1} \ |
| | | --master_port ${MASTER_PORT: 26669} |
| | | " |
| | | |
| | | echo $DISTRIBUTED_ARGS |
| | | |
| | | torchrun $DISTRIBUTED_ARGS \ |
| | | ../../../funasr/bin/train_ds.py \ |
| | | ++model="${model_name_or_model_dir}" \ |
| | | ++train_data_set_list="${train_data}" \ |
| | | ++valid_data_set_list="${val_data}" \ |
| | | ++dataset_conf.batch_size=20000 \ |
| | | ++dataset="AudioDataset" \ |
| | | ++dataset_conf.index_ds="IndexDSJsonl" \ |
| | | ++dataset_conf.data_split_num=1 \ |
| | | ++dataset_conf.batch_sampler="BatchSampler" \ |
| | | ++dataset_conf.batch_size=6000 \ |
| | | ++dataset_conf.sort_size=1024 \ |
| | | ++dataset_conf.batch_type="token" \ |
| | | ++dataset_conf.num_workers=4 \ |
| | | ++train_conf.max_epoch=50 \ |
| | | ++train_conf.log_interval=1 \ |
| | | ++train_conf.resume=false \ |
| | | ++train_conf.resume=true \ |
| | | ++train_conf.validate_interval=2000 \ |
| | | ++train_conf.save_checkpoint_interval=2000 \ |
| | | ++train_conf.keep_nbest_models=20 \ |
| | | ++train_conf.avg_nbest_model=10 \ |
| | | ++train_conf.use_deepspeed=false \ |
| | | ++train_conf.deepspeed_config=${deepspeed_config} \ |
| | | ++optim_conf.lr=0.0002 \ |
| | | ++output_dir="${output_dir}" &> ${log_file} |