Training Instruction

Generate Pseudo-labels for Age and Gender

Arguments:

• $1: Path
• $2: Device
• $3: Batch size
• $4: NCPU
• $5: SEED

Training model with different seed for ensemble

export COVIPATH=/mnt/sdb1/covid_data
export BATCH=8
export NCPU=4

./run_pseudo_gen.sh $COVIPATH cuda:0 $BATCH $NCPU 111
./run_pseudo_gen.sh $COVIPATH cuda:0 $BATCH $NCPU 222

Generate Pseudo-labels for Results

Arguments:

• $1: Path
• $2: Device
• $3: Model
• $4: Batch size
• $5: NCPU
• $6: SEED

Training multiple model with different seed for ensemble

export COVIPATH=/mnt/sdb1/covid_data
export BATCH=8
export NCPU=4

./run_pseudo_res.sh $COVIPATH cuda:0 simple_ecapa $BATCH $NCPU 111
./run_pseudo_res.sh $COVIPATH cuda:0 simple_ecapa $BATCH $NCPU 222

./run_pseudo_res.sh $COVIPATH cuda:0 simple_xvec $BATCH $NCPU 111
./run_pseudo_res.sh $COVIPATH cuda:0 simple_xvec $BATCH $NCPU 222

./run_pseudo_res.sh $COVIPATH cuda:0 simple_langid $BATCH $NCPU 111
./run_pseudo_res.sh $COVIPATH cuda:0 simple_langid $BATCH $NCPU 222

./run_pseudo_res.sh $COVIPATH cuda:0 domain_xvec $BATCH $NCPU 111
./run_pseudo_res.sh $COVIPATH cuda:0 domain_xvec $BATCH $NCPU 222

./run_pseudo_res.sh $COVIPATH cuda:0 domain_ecapa $BATCH $NCPU 111
./run_pseudo_res.sh $COVIPATH cuda:0 domain_ecapa $BATCH $NCPU 222

Run Contrastive Training Then Fine-tuning and Evaluation

This block run after the first two blocks.

Arguments:

• $1: Path
• $2: Device
• $3: Model
• $4: Batch size (pretrain)
• $5: Batch size (finetune)
• $6: cut
• $7: seed

Train with different mixup ratio for pretrain and finetune

export COVIPATH=/mnt/sdb1/covid_data
export BATCH1=5
export BATCH2=8
export NCPU=4

./run_contrastive.sh $COVIPATH cuda:0 contrastive_ecapa $BATCH1 $BATCH2 15 111
./run_contrastive.sh $COVIPATH cuda:0 contrastive_ecapa $BATCH1 $BATCH2 15 111
./run_contrastive.sh $COVIPATH cuda:0 contrastive_ecapa $BATCH1 $BATCH2 15 111
./run_contrastive.sh $COVIPATH cuda:0 contrastive_ecapa $BATCH1 $BATCH2 15 111

./run_contrastive.sh $COVIPATH cuda:0 contrastive_xvec $BATCH1 $BATCH2 15 111
./run_contrastive.sh $COVIPATH cuda:0 contrastive_xvec $BATCH1 $BATCH2 15 111
./run_contrastive.sh $COVIPATH cuda:0 contrastive_xvec $BATCH1 $BATCH2 15 111
./run_contrastive.sh $COVIPATH cuda:0 contrastive_xvec $BATCH1 $BATCH2 15 111