NETWORK=sphere_network
#NETWORK=resface
#NETWORK=inception_net
#NETWORK=resnet_v2

CROP=112
echo $NAME
GPU=0
#GPU=0,1,2,3
NUM_GPUS=1
ARGS="CUDA_VISIBLE_DEVICES=${GPU}"
#WEIGHT_DECAY=1e-3
WEIGHT_DECAY=1e-4
LOSS_TYPE=cosface
#LOSS_TYPE=softmax
SCALE=64.
#WEIGHT=3.
#SCALE=32.
WEIGHT=2.
#WEIGHT=2.5
ALPHA=0.35
#ALPHA=0.25
#ALPHA=0.2
#ALPHA=0.3
#LR_FILE=lr_coco.txt
IMAGE_HEIGHT=112
IMAGE_WIDTH=112
EMBEDDING_SIZE=1024
LR_FILE=lr_coco.txt
OPT=ADAM
#OPT=MOM
FC_BN='--fc_bn'
NAME=${NETWORK}_${LOSS_TYPE}_${CROP}_${GPU}_${SCALE}_${WEIGHT}_${ALPHA}_${OPT}_${FC_BN}_${IMAGE_WIDTH}_${EMBEDDING_SIZE}
#CMD="python train_softmax_mult_gpu.py --logs_base_dir logs/${NAME}/ --models_base_dir models/$NAME/ --data_dir dataset/CASIA-maxpy-clean --image_size 160 --model_def models.inception_resnet_v1 --lfw_dir '' --optimizer MOM --learning_rate -1 --max_nrof_epochs 100 --random_flip --learning_rate_schedule_file learning_rate_schedule_classifier_resnet.txt  --num_gpus 1 --weight_decay ${WEIGHT_DECAY} --loss_type ${LOSS_TYPE} --scale ${SCALE} --weight ${WEIGHT} --alpha ${ALPHA}"
#CMD="python train/train_multi_gpu.py --logs_base_dir logs/${NAME}/ --models_base_dir models/$NAME/ --data_dir dataset/CASIA-maxpy-clean --image_size 160 --model_def models.inception_resnet_v1  --optimizer MOM --learning_rate -1 --max_nrof_epochs 100 --random_flip --learning_rate_schedule_file ${LR_FILE}  --num_gpus 1 --weight_decay ${WEIGHT_DECAY} --loss_type ${LOSS_TYPE} --scale ${SCALE} --weight ${WEIGHT} --alpha ${ALPHA} --network ${NETWORK}"
#CMD="python train/train_multi_gpu.py --logs_base_dir logs/${NAME}/ --models_base_dir models/$NAME/ --data_dir dataset/CASIA-WebFace-112X96 --model_def models.inception_resnet_v1  --optimizer MOM --learning_rate -1 --max_nrof_epochs 100 --random_flip --learning_rate_schedule_file ${LR_FILE}  --num_gpus 1 --weight_decay ${WEIGHT_DECAY} --loss_type ${LOSS_TYPE} --scale ${SCALE} --weight ${WEIGHT} --alpha ${ALPHA} --network ${NETWORK}"
#CMD="python train/train_multi_gpu.py --logs_base_dir logs/${NAME}/ --models_base_dir models/$NAME/ --data_dir dataset/CASIA-WebFace-112X96 --model_def models.inception_resnet_v1  --optimizer ${OPT} --learning_rate -1 --max_nrof_epochs 100 --random_flip --learning_rate_schedule_file ${LR_FILE}  --num_gpus ${NUM_GPUS} --weight_decay ${WEIGHT_DECAY} --loss_type ${LOSS_TYPE} --scale ${SCALE} --weight ${WEIGHT} --alpha ${ALPHA} --network ${NETWORK} ${FC_BN}"
CMD="python train/train_multi_gpu.py --logs_base_dir logs/${NAME}/ --models_base_dir models/$NAME/ --data_dir dataset/casia-112x112 --list_file dataset/cleaned_list.txt --model_def models.inception_resnet_v1  --optimizer ${OPT} --learning_rate -1 --max_nrof_epochs 100 --random_flip --learning_rate_schedule_file ${LR_FILE}  --num_gpus ${NUM_GPUS} --weight_decay ${WEIGHT_DECAY} --loss_type ${LOSS_TYPE} --scale ${SCALE} --weight ${WEIGHT} --alpha ${ALPHA} --network ${NETWORK} ${FC_BN} --image_height ${IMAGE_HEIGHT} --image_width  ${IMAGE_WIDTH} --embedding_size ${EMBEDDING_SIZE}"
echo Run "$ARGS ${CMD}"
eval "$ARGS ${CMD}"