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add backend inference and inferface output
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# 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