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conv4_imagenet1k_synthesis.sh
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GPU=0
# =========================================================================================
SYN_PATH="/path/to/synthesized/conv_imagenet_1k/"
INIT_PATH="/path/to/initialization/medium_prob"
IPC=50
ITR=4000
ROUND_ITR=500
EXP_NAME="IPC$((IPC))_4K_500_medium"
echo "$EXP_NAME"
python /path/to/DELT/recover/recover.py \
--init-data-path "$INIT_PATH" \
--syn-data-path "$SYN_PATH" \
--arch-name "conv4" \
--arch-path "/path/to/model/imagenet-1k_conv4.pth" \
--dataset "imagenet-1k" \
--exp-name "$EXP_NAME" \
--use-early-late \
--round-iterations $((ROUND_ITR)) \
--batch-size 100 \
--lr 0.25 \
--r-bn 0.01 \
--gpu-device $((GPU)) \
--iteration $((ITR)) \
--jitter 0\
--easy2hard-mode "cosine" --milestone 1 \
--ipc $((IPC)) --store-best-images
echo "Synthesis -> DONE"
# =========================================================================================
IPC=10
ITR=4000
ROUND_ITR=500
EXP_NAME="IPC$((IPC))_4K_500_medium"
echo "$EXP_NAME"
python /path/to/DELT/recover/recover.py \
--init-data-path "$INIT_PATH" \
--syn-data-path "$SYN_PATH" \
--arch-name "conv4" \
--arch-path "/path/to/model/imagenet-1k_conv4.pth" \
--dataset "imagenet-1k" \
--exp-name "$EXP_NAME" \
--use-early-late \
--round-iterations $((ROUND_ITR)) \
--batch-size 100 \
--lr 0.25 \
--r-bn 0.01 \
--gpu-device $((GPU)) \
--iteration $((ITR)) \
--jitter 0\
--easy2hard-mode "cosine" --milestone 1 \
--ipc $((IPC)) --store-best-images
echo "Synthesis -> DONE"
# =========================================================================================
IPC=1
ITR=4000
EXP_NAME="IPC$((IPC))_4K_medium"
echo "$EXP_NAME"
python /path/to/DELT/recover/recover.py \
--init-data-path "$INIT_PATH" \
--syn-data-path "$SYN_PATH" \
--arch-name "conv4" \
--arch-path "/path/to/model/imagenet-1k_conv4.pth" \
--dataset "imagenet-1k" \
--exp-name "$EXP_NAME" \
--batch-size 100 \
--lr 0.25 \
--r-bn 0.01 \
--gpu-device $((GPU)) \
--iteration $((ITR)) \
--jitter 0\
--easy2hard-mode "cosine" --milestone 1 \
--ipc $((IPC)) --store-best-images
echo "Synthesis -> DONE"
# =========================================================================================
IPC=1
ITR=3000
EXP_NAME="IPC$((IPC))_3K_medium"
echo "$EXP_NAME"
python /path/to/DELT/recover/recover.py \
--init-data-path "$INIT_PATH" \
--syn-data-path "$SYN_PATH" \
--arch-name "conv4" \
--arch-path "/path/to/model/imagenet-1k_conv4.pth" \
--dataset "imagenet-1k" \
--exp-name "$EXP_NAME" \
--batch-size 100 \
--lr 0.25 \
--r-bn 0.01 \
--gpu-device $((GPU)) \
--iteration $((ITR)) \
--jitter 0\
--easy2hard-mode "cosine" --milestone 1 \
--ipc $((IPC)) --store-best-images
echo "Synthesis -> DONE"
# =========================================================================================
IPC=1
ITR=2000
EXP_NAME="IPC$((IPC))_2K_medium"
echo "$EXP_NAME"
python /path/to/DELT/recover/recover.py \
--init-data-path "$INIT_PATH" \
--syn-data-path "$SYN_PATH" \
--arch-name "conv4" \
--arch-path "/path/to/model/imagenet-1k_conv4.pth" \
--dataset "imagenet-1k" \
--exp-name "$EXP_NAME" \
--batch-size 100 \
--lr 0.25 \
--r-bn 0.01 \
--gpu-device $((GPU)) \
--iteration $((ITR)) \
--jitter 0\
--easy2hard-mode "cosine" --milestone 1 \
--ipc $((IPC)) --store-best-images
echo "Synthesis -> DONE"
# =========================================================================================
IPC=1
ITR=1000
EXP_NAME="IPC$((IPC))_1K_medium"
echo "$EXP_NAME"
python /path/to/DELT/recover/recover.py \
--init-data-path "$INIT_PATH" \
--syn-data-path "$SYN_PATH" \
--arch-name "conv4" \
--arch-path "/path/to/model/imagenet-1k_conv4.pth" \
--dataset "imagenet-1k" \
--exp-name "$EXP_NAME" \
--batch-size 100 \
--lr 0.25 \
--r-bn 0.01 \
--gpu-device $((GPU)) \
--iteration $((ITR)) \
--jitter 0\
--easy2hard-mode "cosine" --milestone 1 \
--ipc $((IPC)) --store-best-images
echo "Synthesis -> DONE"
# =========================================================================================