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set -x | |
MODEL=instructblip | |
MODEL_PATH=/workingdir/models_hf/lmsys/vicuna-13b-v1.1 | |
GPU_ID=2 | |
for TASK in unconstrained constrained qna; do | |
INFERENCE_FILE="outputs/${MODEL}/inference_${MODEL}_attack_${TASK}" | |
METRIC_FILE="outputs/${MODEL}/metric_${MODEL}_attack_${TASK}" | |
SUMMARY_FILE="outputs/${MODEL}/summary_${MODEL}_attack_${TASK}" | |
if [ "${TASK}" = "constrained" ]; then | |
echo "Running constrained" | |
python instructblip_constrained_inference.py --gpu-id ${GPU_ID} \ | |
--model_path ${MODEL_PATH} \ | |
--output_file ${INFERENCE_FILE} \ | |
--do_attack | |
elif [ "${TASK}" = "unconstrained" ]; then | |
echo "Running unconstrained" | |
python instructblip_unconstrained_inference.py --gpu-id ${GPU_ID} \ | |
--model_path ${MODEL_PATH} \ | |
--output_file ${INFERENCE_FILE} \ | |
--do_attack | |
elif [ "${TASK}" = "qna" ]; then | |
echo "Running qna" | |
python instructblip_qna.py --gpu-id ${GPU_ID} \ | |
--model_path ${MODEL_PATH} \ | |
--output_file ${INFERENCE_FILE} \ | |
--do_attack | |
else | |
echo "Wrong Implementation" | |
exit 1 | |
fi | |
CUDA_VISIBLE_DEVICES=2 python get_metric.py --input ${INFERENCE_FILE} \ | |
--output ${METRIC_FILE} \ | |
--perplexity ${SUMMARY_FILE} \ | |
--load_existing_generation \ | |
--device cuda | |
python cal_metrics.py --input ${METRIC_FILE} \ | |
--output ${SUMMARY_FILE} | |
done |