Spaces:
Running
Running
| # Copyright (c) 2023 Amphion. | |
| # | |
| # This source code is licensed under the MIT license found in the | |
| # LICENSE file in the root directory of this source tree. | |
| ######## Build Experiment Environment ########### | |
| exp_dir=$(cd `dirname $0`; pwd) | |
| work_dir=$(dirname $(dirname $(dirname $(dirname $exp_dir)))) | |
| export WORK_DIR=$work_dir | |
| export PYTHONPATH=$work_dir | |
| export PYTHONIOENCODING=UTF-8 | |
| ######## Parse the Given Parameters from the Commond ########### | |
| options=$(getopt -o c:n:s --long gpu:,config:,name:,stage:,resume:,checkpoint:,resume_type:,infer_mode:,infer_datasets:,infer_feature_dir:,infer_audio_dir:,infer_expt_dir:,infer_output_dir: -- "$@") | |
| eval set -- "$options" | |
| while true; do | |
| case $1 in | |
| # Experimental Configuration File | |
| -c | --config) shift; exp_config=$1 ; shift ;; | |
| # Experimental Name | |
| -n | --name) shift; exp_name=$1 ; shift ;; | |
| # Running Stage | |
| -s | --stage) shift; running_stage=$1 ; shift ;; | |
| # Visible GPU machines. The default value is "0". | |
| --gpu) shift; gpu=$1 ; shift ;; | |
| # [Only for Training] Resume configuration | |
| --resume) shift; resume=$1 ; shift ;; | |
| # [Only for Training] The specific checkpoint path that you want to resume from. | |
| --checkpoint) shift; cehckpoint=$1 ; shift ;; | |
| # [Only for Training] `resume` for loading all the things (including model weights, optimizer, scheduler, and random states). `finetune` for loading only the model weights. | |
| --resume_type) shift; resume_type=$1 ; shift ;; | |
| # [Only for Inference] The inference mode | |
| --infer_mode) shift; infer_mode=$1 ; shift ;; | |
| # [Only for Inference] The inferenced datasets | |
| --infer_datasets) shift; infer_datasets=$1 ; shift ;; | |
| # [Only for Inference] The feature dir for inference | |
| --infer_feature_dir) shift; infer_feature_dir=$1 ; shift ;; | |
| # [Only for Inference] The audio dir for inference | |
| --infer_audio_dir) shift; infer_audio_dir=$1 ; shift ;; | |
| # [Only for Inference] The experiment dir. The value is like "[Your path to save logs and checkpoints]/[YourExptName]" | |
| --infer_expt_dir) shift; infer_expt_dir=$1 ; shift ;; | |
| # [Only for Inference] The output dir to save inferred audios. Its default value is "$expt_dir/result" | |
| --infer_output_dir) shift; infer_output_dir=$1 ; shift ;; | |
| --) shift ; break ;; | |
| *) echo "Invalid option: $1" exit 1 ;; | |
| esac | |
| done | |
| ### Value check ### | |
| if [ -z "$running_stage" ]; then | |
| echo "[Error] Please specify the running stage" | |
| exit 1 | |
| fi | |
| if [ -z "$exp_config" ]; then | |
| exp_config="${exp_dir}"/exp_config.json | |
| fi | |
| echo "Exprimental Configuration File: $exp_config" | |
| if [ -z "$gpu" ]; then | |
| gpu="0" | |
| fi | |
| ######## Features Extraction ########### | |
| if [ $running_stage -eq 1 ]; then | |
| CUDA_VISIBLE_DEVICES=$gpu python "${work_dir}"/bins/vocoder/preprocess.py \ | |
| --config $exp_config \ | |
| --num_workers 8 | |
| fi | |
| ######## Training ########### | |
| if [ $running_stage -eq 2 ]; then | |
| if [ -z "$exp_name" ]; then | |
| echo "[Error] Please specify the experiments name" | |
| exit 1 | |
| fi | |
| echo "Exprimental Name: $exp_name" | |
| if [ "$resume" = true ]; then | |
| echo "Automatically resume from the experimental dir..." | |
| CUDA_VISIBLE_DEVICES="$gpu" accelerate launch "${work_dir}"/bins/vocoder/train.py \ | |
| --config "$exp_config" \ | |
| --exp_name "$exp_name" \ | |
| --log_level info \ | |
| --resume | |
| else | |
| CUDA_VISIBLE_DEVICES=$gpu accelerate launch "${work_dir}"/bins/vocoder/train.py \ | |
| --config "$exp_config" \ | |
| --exp_name "$exp_name" \ | |
| --log_level info \ | |
| --checkpoint "$checkpoint" \ | |
| --resume_type "$resume_type" | |
| fi | |
| fi | |
| ######## Inference/Conversion ########### | |
| if [ $running_stage -eq 3 ]; then | |
| if [ -z "$infer_expt_dir" ]; then | |
| echo "[Error] Please specify the experimental directionary. The value is like [Your path to save logs and checkpoints]/[YourExptName]" | |
| exit 1 | |
| fi | |
| if [ -z "$infer_output_dir" ]; then | |
| infer_output_dir="$infer_expt_dir/result" | |
| fi | |
| if [ $infer_mode = "infer_from_dataset" ]; then | |
| CUDA_VISIBLE_DEVICES=$gpu accelerate launch "$work_dir"/bins/vocoder/inference.py \ | |
| --config $exp_config \ | |
| --infer_mode $infer_mode \ | |
| --infer_datasets $infer_datasets \ | |
| --vocoder_dir $infer_expt_dir \ | |
| --output_dir $infer_output_dir \ | |
| --log_level debug | |
| fi | |
| if [ $infer_mode = "infer_from_feature" ]; then | |
| CUDA_VISIBLE_DEVICES=$gpu accelerate launch "$work_dir"/bins/vocoder/inference.py \ | |
| --config $exp_config \ | |
| --infer_mode $infer_mode \ | |
| --feature_folder $infer_feature_dir \ | |
| --vocoder_dir $infer_expt_dir \ | |
| --output_dir $infer_output_dir \ | |
| --log_level debug | |
| fi | |
| if [ $infer_mode = "infer_from_audio" ]; then | |
| CUDA_VISIBLE_DEVICES=$gpu accelerate launch "$work_dir"/bins/vocoder/inference.py \ | |
| --config $exp_config \ | |
| --infer_mode $infer_mode \ | |
| --audio_folder $infer_audio_dir \ | |
| --vocoder_dir $infer_expt_dir \ | |
| --output_dir $infer_output_dir \ | |
| --log_level debug | |
| fi | |
| fi |