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#!/bin/bash
# 鲁棒性评估启动脚本
# ========== 配置参数 ==========
# 指定可用的GPU ID(根据实际情况修改)
GPUS=(0 2 3 5 6 7)
# 数据集名称(与 robust_datasets.py 中的键一致)
# 可选: cityscapes, coco_stuff164k, ade20k, voc20, voc21, context59, context60, coco_object
DATASET="coco_stuff164k"
# 配置文件路径(优先使用 DATASET 自动解析,若需要可手动覆盖)
CONFIG=""
# 工作目录
WORK_DIR="robustness_eval/results"
# 退化类型: common/validation/all/noise/blur/weather/digital
CORRUPTIONS="common"
# 严重程度
SEVERITIES="1 2 3 4 5"
# 是否使用nohup后台运行 (true/false)
NOHUP=true
# ========== 执行评估 ==========
# 确保工作目录存在
mkdir -p $WORK_DIR
# 如果未显式指定 CONFIG,则通过 DATASET 自动解析
if [ -z "$CONFIG" ]; then
CONFIG=$(python robustness_eval/robust_datasets.py --name $DATASET)
fi
# 如果解析失败则退出
if [ -z "$CONFIG" ]; then
echo "错误: 未能解析配置,DATASET=$DATASET"
exit 1
fi
LOG_FILE="${WORK_DIR}/eval_$(date +%Y%m%d_%H%M%S).log"
if [ "$NOHUP" = true ]; then
echo "使用nohup后台运行,日志文件: $LOG_FILE"
nohup python robustness_eval/run_robustness_eval_multi_gpu.py \
--config $CONFIG \
--work-dir $WORK_DIR \
--gpus ${GPUS[@]} \
--corruptions $CORRUPTIONS \
--severities $SEVERITIES \
> $LOG_FILE 2>&1 &
echo "评估任务已在后台启动,PID: $!"
echo "查看日志: tail -f $LOG_FILE"
echo ""
echo "评估完成后,收集结果请运行:"
echo "python robustness_eval/collect_all_results.py --results-dir $WORK_DIR"
else
python robustness_eval/run_robustness_eval_multi_gpu.py \
--config $CONFIG \
--work-dir $WORK_DIR \
--gpus ${GPUS[@]} \
--corruptions $CORRUPTIONS \
--severities $SEVERITIES
echo ""
echo "评估完成!收集结果请运行:"
echo "python robustness_eval/collect_all_results.py --results-dir $WORK_DIR"
fi