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gpu_list="${CUDA_VISIBLE_DEVICES:-0}" | |
IFS=',' read -ra GPULIST <<< "$gpu_list" | |
CHUNKS=${#GPULIST[@]} | |
CKPT_NAME="Video-LLaVA-7B" | |
CKPT="checkpoints/${CKPT_NAME}" | |
SPLIT="llava_gqa_testdev_balanced" | |
EVAL="eval" | |
GQADIR="${EVAL}/gqa/data" | |
for IDX in $(seq 0 $((CHUNKS-1))); do | |
CUDA_VISIBLE_DEVICES=${GPULIST[$IDX]} python3 -m llava.eval.model_vqa_loader \ | |
--model-path ${CKPT} \ | |
--question-file ${EVAL}/gqa/$SPLIT.jsonl \ | |
--image-folder ${EVAL}/gqa/data/images \ | |
--answers-file ${EVAL}/gqa/answers/$SPLIT/${CKPT_NAME}/${CHUNKS}_${IDX}.jsonl \ | |
--num-chunks $CHUNKS \ | |
--chunk-idx $IDX \ | |
--temperature 0 \ | |
--conv-mode vicuna_v1 & | |
done | |
wait | |
output_file=${EVAL}/gqa/answers/$SPLIT/${CKPT_NAME}/merge.jsonl | |
# Clear out the output file if it exists. | |
> "$output_file" | |
# Loop through the indices and concatenate each file. | |
for IDX in $(seq 0 $((CHUNKS-1))); do | |
cat ${EVAL}/gqa/answers/$SPLIT/${CKPT_NAME}/${CHUNKS}_${IDX}.jsonl >> "$output_file" | |
done | |
mkdir -p $GQADIR/$SPLIT/${CKPT_NAME} | |
python3 scripts/convert_gqa_for_eval.py --src $output_file --dst $GQADIR/$SPLIT/${CKPT_NAME}/testdev_balanced_predictions.json | |
cd $GQADIR | |
python3 eval/eval_gqa.py --tier $SPLIT/${CKPT_NAME}/testdev_balanced \ | |
--questions /scc_cephfs/yy/lb/LLaVA-Video-YY/questions1.2/testdev_balanced_questions.json | |