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delete_specific_folders.sh

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+#!/bin/bash
+
+# 交互式删除脚本 - 支持CIFAR和ImageNet系列数据集
+# 支持的数据集: CIFAR-10, CIFAR-100, ImageNet, ImageNet-C, ImageNet-Sketch, ImageNet-LT
+
+CACHE_DIR="/hdd/haolan/SMART/LogitsGap/cache"
+RESULTS_DIR="/hdd/haolan/SMART/LogitsGap/results"
+PLOTS_DIR="/hdd/haolan/SMART/LogitsGap/plots"
+
+echo "=== 交互式文件夹删除工具 ==="
+echo "支持的数据集: CIFAR-10, CIFAR-100, ImageNet, ImageNet-C, ImageNet-Sketch, ImageNet-LT"
+echo ""
+
+# 选择数据集类型
+echo "请选择数据集类型:"
+echo "1) CIFAR-10"
+echo "2) CIFAR-100" 
+echo "3) ImageNet"
+echo "4) ImageNet-C"
+echo "5) ImageNet-Sketch"
+echo "6) ImageNet-LT"
+echo "请输入选择 (1-6):"
+read -r dataset_choice
+
+case $dataset_choice in
+    1) DATASET="cifar10" ;;
+    2) DATASET="cifar100" ;;
+    3) DATASET="imagenet" ;;
+    4) DATASET="imagenet_c" ;;
+    5) DATASET="imagenet_sketch" ;;
+    6) DATASET="imagenet_lt" ;;
+    *) echo "无效选择，脚本退出。"; exit 1 ;;
+esac
+
+echo "已选择数据集: $DATASET"
+echo ""
+
+# 选择模型
+echo "请选择模型 (输入模型名称，多个用空格分隔，留空表示所有模型):"
+echo "常见模型: resnet50, wide_resnet, vit_b_16, vit_b_32, swin_b, densenet121, resnet110"
+echo "例如: 'resnet50 vit_b_16' 或直接回车选择所有"
+read -r models_input
+
+if [ -z "$models_input" ]; then
+    ALL_MODELS=true
+    echo "已选择: 所有模型"
+else
+    ALL_MODELS=false
+    MODELS="$models_input"
+    echo "已选择模型: $MODELS"
+fi
+echo ""
+
+# 根据数据集类型选择其他参数
+if [ "$DATASET" = "cifar10" ] || [ "$DATASET" = "cifar100" ]; then
+    # CIFAR数据集需要选择损失函数
+    echo "请选择损失函数 (输入损失函数名称，多个用空格分隔，留空表示所有):"
+    echo "常见损失函数: cross_entropy, focal_loss, brier_score, mmce, cross_entropy_smoothed_0.05"
+    read -r loss_input
+    
+    if [ -z "$loss_input" ]; then
+        LOSS_FUNCTIONS="*"
+        echo "已选择: 所有损失函数"
+    else
+        LOSS_FUNCTIONS="$loss_input"
+        echo "已选择损失函数: $LOSS_FUNCTIONS"
+    fi
+    echo ""
+elif [ "$DATASET" = "imagenet_c" ]; then
+    # ImageNet-C需要选择corruption类型和severity
+    echo "请选择corruption类型 (留空表示所有类型):"
+    echo "常见类型: gaussian_noise, shot_noise, impulse_noise, defocus_blur, glass_blur, motion_blur, zoom_blur"
+    echo "frost, fog, brightness, contrast, elastic_transform, pixelate, jpeg_compression, speckle_noise, spatter, saturate, snow"
+    read -r corruption_input
+    
+    if [ -z "$corruption_input" ]; then
+        CORRUPTION_TYPES="*"
+        echo "已选择: 所有corruption类型"
+    else
+        CORRUPTION_TYPES="$corruption_input"
+        echo "已选择corruption类型: $CORRUPTION_TYPES"
+    fi
+    
+    echo ""
+    echo "请选择severity级别 (1-5，多个用空格分隔，留空表示所有级别):"
+    read -r severity_input
+    
+    if [ -z "$severity_input" ]; then
+        SEVERITIES="*"
+        echo "已选择: 所有severity级别"
+    else
+        SEVERITIES="$severity_input"
+        echo "已选择severity级别: $SEVERITIES"
+    fi
+    echo ""
+fi
+
+# 选择种子值
+echo "请选择种子值 (多个用空格分隔，留空表示所有种子):"
+echo "例如: '1 2 3' 或直接回车选择所有"
+read -r seeds_input
+
+if [ -z "$seeds_input" ]; then
+    ALL_SEEDS=true
+    echo "已选择: 所有种子值"
+else
+    ALL_SEEDS=false
+    SEEDS="$seeds_input"
+    echo "已选择种子值: $SEEDS"
+fi
+echo ""
+
+# 生成匹配模式
+patterns=()
+
+if [ "$DATASET" = "cifar10" ] || [ "$DATASET" = "cifar100" ]; then
+    # CIFAR数据集模式: {dataset}_{model}_{loss_function}_seed{N}
+    if [ "$ALL_MODELS" = true ] && [ "$ALL_SEEDS" = true ]; then
+        if [ -z "$loss_input" ]; then
+            patterns+=("${DATASET}_*_*_seed*")
+        else
+            for loss in $LOSS_FUNCTIONS; do
+                patterns+=("${DATASET}_*_${loss}_seed*")
+            done
+        fi
+    elif [ "$ALL_MODELS" = true ]; then
+        if [ -z "$loss_input" ]; then
+            for seed in $SEEDS; do
+                patterns+=("${DATASET}_*_*_seed${seed}")
+            done
+        else
+            for loss in $LOSS_FUNCTIONS; do
+                for seed in $SEEDS; do
+                    patterns+=("${DATASET}_*_${loss}_seed${seed}")
+                done
+            done
+        fi
+    elif [ "$ALL_SEEDS" = true ]; then
+        if [ -z "$loss_input" ]; then
+            for model in $MODELS; do
+                patterns+=("${DATASET}_${model}_*_seed*")
+            done
+        else
+            for model in $MODELS; do
+                for loss in $LOSS_FUNCTIONS; do
+                    patterns+=("${DATASET}_${model}_${loss}_seed*")
+                done
+            done
+        fi
+    else
+        if [ -z "$loss_input" ]; then
+            for model in $MODELS; do
+                for seed in $SEEDS; do
+                    patterns+=("${DATASET}_${model}_*_seed${seed}")
+                done
+            done
+        else
+            for model in $MODELS; do
+                for loss in $LOSS_FUNCTIONS; do
+                    for seed in $SEEDS; do
+                        patterns+=("${DATASET}_${model}_${loss}_seed${seed}")
+                    done
+                done
+            done
+        fi
+    fi
+    
+elif [ "$DATASET" = "imagenet" ]; then
+    # ImageNet数据集模式: imagenet_{model}_seed{N}_vs{validation_size}
+    if [ "$ALL_MODELS" = true ] && [ "$ALL_SEEDS" = true ]; then
+        patterns+=("imagenet_*_seed*_vs*")
+    elif [ "$ALL_MODELS" = true ]; then
+        for seed in $SEEDS; do
+            patterns+=("imagenet_*_seed${seed}_vs*")
+        done
+    elif [ "$ALL_SEEDS" = true ]; then
+        for model in $MODELS; do
+            patterns+=("imagenet_${model}_seed*_vs*")
+        done
+    else
+        for model in $MODELS; do
+            for seed in $SEEDS; do
+                patterns+=("imagenet_${model}_seed${seed}_vs*")
+            done
+        done
+    fi
+    
+elif [ "$DATASET" = "imagenet_c" ]; then
+    # ImageNet-C数据集模式: imagenet_c_{corruption_type}_s{severity}_{model}_seed{N}_vs{validation_size}
+    corruption_list=""
+    severity_list=""
+    
+    if [ -z "$corruption_input" ]; then
+        corruption_list="*"
+    else
+        corruption_list="$CORRUPTION_TYPES"
+    fi
+    
+    if [ -z "$severity_input" ]; then
+        severity_list="*"
+    else
+        severity_list="$SEVERITIES"
+    fi
+    
+    # 简化：使用通配符
+    if [ "$ALL_MODELS" = true ] && [ "$ALL_SEEDS" = true ]; then
+        if [ -z "$corruption_input" ] && [ -z "$severity_input" ]; then
+            patterns+=("imagenet_c_*_s*_*_seed*_vs*")
+        else
+            for corruption in $corruption_list; do
+                for severity in $severity_list; do
+                    patterns+=("imagenet_c_${corruption}_s${severity}_*_seed*_vs*")
+                done
+            done
+        fi
+    else
+        # 其他复杂组合使用通配符简化
+        patterns+=("imagenet_c_*")
+    fi
+    
+elif [ "$DATASET" = "imagenet_sketch" ]; then
+    # ImageNet-Sketch数据集模式: imagenet_sketch_{model}_seed{N}_vs{validation_size}
+    if [ "$ALL_MODELS" = true ] && [ "$ALL_SEEDS" = true ]; then
+        patterns+=("imagenet_sketch_*_seed*_vs*")
+    elif [ "$ALL_MODELS" = true ]; then
+        for seed in $SEEDS; do
+            patterns+=("imagenet_sketch_*_seed${seed}_vs*")
+        done
+    elif [ "$ALL_SEEDS" = true ]; then
+        for model in $MODELS; do
+            patterns+=("imagenet_sketch_${model}_seed*_vs*")
+        done
+    else
+        for model in $MODELS; do
+            for seed in $SEEDS; do
+                patterns+=("imagenet_sketch_${model}_seed${seed}_vs*")
+            done
+        done
+    fi
+    
+elif [ "$DATASET" = "imagenet_lt" ]; then
+    # ImageNet-LT数据集模式: imagenet_lt_{model}_seed{N}_vs{validation_size}
+    if [ "$ALL_MODELS" = true ] && [ "$ALL_SEEDS" = true ]; then
+        patterns+=("imagenet_lt_*_seed*_vs*")
+    elif [ "$ALL_MODELS" = true ]; then
+        for seed in $SEEDS; do
+            patterns+=("imagenet_lt_*_seed${seed}_vs*")
+        done
+    elif [ "$ALL_SEEDS" = true ]; then
+        for model in $MODELS; do
+            patterns+=("imagenet_lt_${model}_seed*_vs*")
+        done
+    else
+        for model in $MODELS; do
+            for seed in $SEEDS; do
+                patterns+=("imagenet_lt_${model}_seed${seed}_vs*")
+            done
+        done
+    fi
+fi
+
+# 统计要删除的文件夹
+total_folders=0
+echo "=== 扫描符合条件的文件夹 ==="
+
+for pattern in "${patterns[@]}"; do
+    echo "扫描模式: $pattern"
+    
+    # 扫描cache目录
+    while IFS= read -r -d '' folder; do
+        if [ -d "$folder" ]; then
+            echo "  Cache: $(basename "$folder")"
+            total_folders=$((total_folders + 1))
+        fi
+    done < <(find "$CACHE_DIR" -name "$pattern" -type d -print0 2>/dev/null)
+    
+    # 扫描results目录
+    while IFS= read -r -d '' folder; do
+        if [ -d "$folder" ]; then
+            echo "  Results: $(basename "$folder")"
+            total_folders=$((total_folders + 1))
+        fi
+    done < <(find "$RESULTS_DIR" -name "$pattern" -type d -print0 2>/dev/null)
+    
+    # 扫描plots目录
+    while IFS= read -r -d '' folder; do
+        if [ -d "$folder" ]; then
+            echo "  Plots: $(basename "$folder")"
+            total_folders=$((total_folders + 1))
+        fi
+    done < <(find "$PLOTS_DIR" -name "$pattern" -type d -print0 2>/dev/null)
+done
+
+echo ""
+echo "总共找到 $total_folders 个文件夹需要删除"
+
+if [ $total_folders -eq 0 ]; then
+    echo "没有找到符合条件的文件夹，脚本退出。"
+    exit 0
+fi
+
+# 确认删除
+echo ""
+echo "⚠️  警告: 这将永久删除上述文件夹及其所有内容!"
+echo "请输入 'YES' 确认删除，输入其他任何内容将取消操作:"
+read -r confirmation
+
+if [ "$confirmation" != "YES" ]; then
+    echo "操作已取消。"
+    exit 0
+fi
+
+echo ""
+echo "=== 开始删除文件夹 ==="
+
+deleted_count=0
+
+for pattern in "${patterns[@]}"; do
+    echo "处理模式: $pattern"
+    
+    # 删除cache目录中的文件夹
+    while IFS= read -r -d '' folder; do
+        if [ -d "$folder" ]; then
+            echo "  删除 Cache: $folder"
+            if rm -rf "$folder" 2>/dev/null; then
+                deleted_count=$((deleted_count + 1))
+                echo "    ✓ 删除成功"
+            else
+                echo "    ✗ 删除失败"
+            fi
+        fi
+    done < <(find "$CACHE_DIR" -name "$pattern" -type d -print0 2>/dev/null)
+    
+    # 删除results目录中的文件夹
+    while IFS= read -r -d '' folder; do
+        if [ -d "$folder" ]; then
+            echo "  删除 Results: $folder"
+            if rm -rf "$folder" 2>/dev/null; then
+                deleted_count=$((deleted_count + 1))
+                echo "    ✓ 删除成功"
+            else
+                echo "    ✗ 删除失败"
+            fi
+        fi
+    done < <(find "$RESULTS_DIR" -name "$pattern" -type d -print0 2>/dev/null)
+    
+    # 删除plots目录中的文件夹
+    while IFS= read -r -d '' folder; do
+        if [ -d "$folder" ]; then
+            echo "  删除 Plots: $folder"
+            if rm -rf "$folder" 2>/dev/null; then
+                deleted_count=$((deleted_count + 1))
+                echo "    ✓ 删除成功"
+            else
+                echo "    ✗ 删除失败"
+            fi
+        fi
+    done < <(find "$PLOTS_DIR" -name "$pattern" -type d -print0 2>/dev/null)
+done
+
+echo ""
+echo "=== 删除操作完成 ==="
+echo "成功删除了 $deleted_count 个文件夹"
+
+# 验证删除结果
+echo ""
+echo "=== 验证删除结果 ==="
+remaining_folders=0
+
+for pattern in "${patterns[@]}"; do
+    # 检查cache目录
+    while IFS= read -r -d '' folder; do
+        if [ -d "$folder" ]; then
+            echo "  警告: 仍存在 Cache: $(basename "$folder")"
+            remaining_folders=$((remaining_folders + 1))
+        fi
+    done < <(find "$CACHE_DIR" -name "$pattern" -type d -print0 2>/dev/null)
+    
+    # 检查results目录
+    while IFS= read -r -d '' folder; do
+        if [ -d "$folder" ]; then
+            echo "  警告: 仍存在 Results: $(basename "$folder")"
+            remaining_folders=$((remaining_folders + 1))
+        fi
+    done < <(find "$RESULTS_DIR" -name "$pattern" -type d -print0 2>/dev/null)
+    
+    # 检查plots目录
+    while IFS= read -r -d '' folder; do
+        if [ -d "$folder" ]; then
+            echo "  警告: 仍存在 Plots: $(basename "$folder")"
+            remaining_folders=$((remaining_folders + 1))
+        fi
+    done < <(find "$PLOTS_DIR" -name "$pattern" -type d -print0 2>/dev/null)
+done
+
+if [ $remaining_folders -eq 0 ]; then
+    echo "✓ 所有符合条件的文件夹已成功删除"
+else
+    echo "⚠ 仍有 $remaining_folders 个文件夹未能删除"
+fi
+
+echo ""
+echo "脚本执行完毕。"