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Running
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Running
on
Zero
# 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:,checkpoint:,resume_type:,main_process_port:,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] The specific checkpoint path that you want to resume from. | |
--checkpoint) shift; checkpoint=$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 Traiing] `main_process_port` for multi gpu training | |
--main_process_port) shift; main_process_port=$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 | |
if [ -z "$main_process_port" ]; then | |
main_process_port=29500 | |
fi | |
echo "Main Process Port: $main_process_port" | |
######## 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: $exp_name" | |
CUDA_VISIBLE_DEVICES=$gpu accelerate launch \ | |
--main_process_port "$main_process_port" \ | |
"${work_dir}"/bins/vocoder/train.py \ | |
--config "$exp_config" \ | |
--exp_name "$exp_name" \ | |
--log_level info \ | |
--checkpoint "$checkpoint" \ | |
--resume_type "$resume_type" | |
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 |