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set -x | |
MODEL=minigpt4 | |
GPU_ID=1 | |
for TASK in unconstrained constrained qna; do | |
for SAFETY_PATCH_MODE in heuristic optimized; do | |
INFERENCE_FILE="outputs/${MODEL}/inference_${TASK}_${MODEL}_${SAFETY_PATCH_MODE}" | |
METRIC_FILE="outputs/${MODEL}/metric_${TASK}_${MODEL}_${SAFETY_PATCH_MODE}" | |
SUMMARY_FILE="outputs/${MODEL}/summary_${TASK}_${MODEL}_${SAFETY_PATCH_MODE}" | |
IMAGE_SAFETY_PATCH=safety_patch/safety_patch.pt | |
TEXT_SAFETY_PATCH=safety_patch/text_patch_${SAFETY_PATCH_MODE} | |
if [ "${TASK}" = "constrained" ]; then | |
echo "Running constrained" | |
python minigpt_constrained_inference.py --gpu-id 2 \ | |
--image_safety_patch ${IMAGE_SAFETY_PATCH} \ | |
--text_safety_patch ${TEXT_SAFETY_PATCH} \ | |
--output_file ${INFERENCE_FILE} \ | |
--safety_patch_mode heuristic | |
elif [ "${TASK}" = "constrained" ]; then | |
echo "Running unconstrained" | |
python minigpt_unconstrained_inference.py --gpu-id 1 \ | |
--image_path ${TASK}_attack_images/adversarial_ \ | |
--image_safety_patch ${IMAGE_SAFETY_PATCH} \ | |
--text_safety_patch ${TEXT_SAFETY_PATCH} \ | |
--output_file ${INFERENCE_FILE} \ | |
--safety_patch_mode ${SAFETY_PATCH_MODE} | |
elif [ "${TASK}" = "qna" ]; then | |
echo "Running qna" | |
python minigpt_qna.py --gpu-id ${GPU_ID} \ | |
--image_path ${TASK}_attack_images/adversarial_ \ | |
--image_safety_patch ${IMAGE_SAFETY_PATCH} \ | |
--text_safety_patch ${TEXT_SAFETY_PATCH} \ | |
--output_file ${INFERENCE_FILE} \ | |
--safety_patch_mode ${SAFETY_PATCH_MODE} | |
else | |
echo "Wrong Implementation" | |
exit 1 | |
fi | |
CUDA_VISIBLE_DEVICES=1,2 python get_metric.py --input ${INFERENCE_FILE} \ | |
--output ${METRIC_FILE} \ | |
--perplexity ${SUMMARY_FILE} \ | |
--device cuda \ | |
python cal_metrics.py --input ${METRIC_FILE} \ | |
--output ${SUMMARY_FILE} | |
done | |
done | |