feat: Robust Fit

e13f1f29 · Klin · 74043eb6 · e13f1f29 · 74043eb6 · e13f1f29
Commit e13f1f29 authored Jul 12, 2023 by Klin
148 changed files
--- a/ykl/ALL/README.md
+++ b/ykl/ALL/README.md
@@ -119,7 +119,7 @@
 	**cifar10数据集**
-<img src="fig/ALL-cifar10-ptq.png" alt="ALL-cifar10-ptq" style="zoom:67%;" />
+<img src="./fig/ALL-cifar10-ptq.png" alt="ALL-cifar10-ptq" style="zoom:67%;" />
 		单个模型及js_flops - acc_loss拟合对应R2：
@@ -133,7 +133,7 @@
 	**cifar100数据集**
-<img src="fig/ALL-cifar100-ptq.png" alt="ALL-cifar100-ptq" style="zoom:67%;" />
+<img src="./fig/ALL-cifar100-ptq.png" alt="ALL-cifar100-ptq" style="zoom:67%;" />
 		单个模型及js_flops - acc_loss拟合对应R2：
@@ -171,7 +171,7 @@
     + 添加对抗样本可以提升伪数据集鲁棒性（增加模型唉伪数据集上对抗精度）
  4. 基于伪数据集评估全精度模型和量化模型的对抗精度，预测其鲁棒性
-+ 额外的思路：（待测试）利用量化模型层中统计的每层in和out，可得到模型lipschitz，得到理论上的鲁棒性上界。
+ 额外的思路：（待测试）利用量化模型层中统计的每层in和out，将各层扰动前后的输出差/输入差相乘可得到模型lipschitz，得到理论上的鲁棒性上界。
 + 新模型迁移前后鲁棒性预测方式：
@@ -196,27 +196,28 @@
  2. 需要根据cfg更改模型结构为实验所设，并导入预训练模型的参数，得到全精度网络
  3. 根据鲁棒性部分实验思路，可以训练得到生成器，得到伪数据集
-  3. 根据伪数据集的前向传播获取各层统计，得到量化网络
+  4. 根据伪数据集的前向传播获取各层统计，得到量化网络
-  4. 根据全精度网络和量化网络参数相似度预测迁移精度损失（同准确性部分）
+  5. 根据全精度网络和量化网络参数相似度预测迁移精度损失（同准确性部分）
-  5. 根据全精度网络和量化网络在伪数据集上表现预测安全性。
+  6. 根据全精度网络和量化网络在伪数据集上表现预测安全性。
 ### 生成器训练
 + slurm命令
-  > 此处multi_label_prob表明了边界样本占生成伪数据的比例
  ```shell
-  python gen_one.py --model $Model --dataset $Dataset --multi_label_prob 0.4 --multi_label_num $Label
+  # 仅训练
+  python gen_one.py --model $Model --dataset $Dataset --multi_label_num $Label
+  # 训练后根据模型在测试集上对抗性得分进行调整
+  python gen_one.py --model $Model --dataset $Dataset --multi_label_num $Label --adjust
  ```
  在ALL目录下运行脚本
  ```shell
  # 切换数据集需将脚本名字中{cifar10}改为{cifar100}
-  #针对单个模型训练生成器
+  #针对单个模型训练和调整生成器
  sh scripts/gen_one_cifar10.sh AlexNet/...
-  #针对全部模型训练生成器
+  #针对全部模型训练和调整生成器
  sh scripts/gen_all_cifar10.sh
  ```
@@ -225,33 +226,102 @@
  + 训练时以输入生成器的label为基准，关注生成器生成的伪数据经过模型分类的结果与label的符合程度
  + 调整时以全精度模型在测试集上的精度和对抗下精度为指导，通过添加类间样本和对抗样本调整伪数据集的鲁棒性和泛化性
-### 数据集分布可视化
+### 数据分布可视化
 > 以cifar10数据集下的ResNet_18模型为例，可视化原测试集/仅训练的伪数据集/调整后的伪数据集的数据分布可视图
+分别以测试集/伪数据集的data经过模型提取特征，根据PCA降维获取分布。label决定了样本分类颜色。
+<table>
+	<tr>
+		<td><center><img src="./fig/pca_src.png"></im</center></td>
+        <td><center><img src="./fig/pca_gen_org.png"></im</center></td>
+		<td><center><img src="./fig/pca_gen_adjust.png"></im</center></td>
+    </tr>
+</table>
+ 测试集的数据分布较为集聚，部分类间距离较大，无法覆盖整个输入特征空间
+ 仅训练的生成器所得伪数据较好的模拟了测试集的数据分布，但是进一步增大了类间距离，忽略了聚类边缘的样本。样本虽然分类精度高，但鲁棒性较差。
+ 通过调整，生长器的伪数据能保持较高的分类精度（高于测试集）和鲁棒性（对抗下精度与测试集误差不超过1%），且能够较好的覆盖特征空间，其评测结果对于一般输入样本更具泛化性
 ### 对抗攻击可视化
-+ 展示各种对抗攻击下图片扰动结果，本实验采取的攻击强度均为人眼不可识别
+ 展示对抗攻击下图片扰动结果，本实验采取的攻击强度均为人眼不可识别
-+ 后续将添加具体图片展示及图片扰动的L2距离
+ 展示了测试集样本扰动前后的图像（下载后经过修改尺寸）
+<table>
+	<tr>
+		<td><center><img src="./fig/img_org.png"></im</center></td>
+        <td><center><img src="./fig/img_adv.png"></im</center></td>
+    </tr>
+</table>
 ### 模型鲁棒性评估
+ slurm命令
+  ```shell
+  python robust_one.py --model $Model --dataset $Dataset --multi_label_num $Label $Adjust
+  ```
+  在ALL目录下运行脚本
+  ```shell
+  # 切换数据集需将脚本名字中{cifar10}改为{cifar100}
+  # $Adjust置为“--adjust”表示评估调整后的生成器，空则为无调整生成器
+  #针对单个模型评估鲁棒性
+  sh scripts/robust_one_cifar10.sh AlexNet/...
+  #针对全部模型评估鲁棒性
+  sh scripts/robust_all_cifar10.sh
+  ```
+ 鲁棒性评估结果详见robust_result/{Dataset}/{Model}{Adjust}.txt
 + 优势：
  + 从结果而言，从针对全精度模型生成的伪数据集上攻击结果预测真实测试集上攻击结果，指标更直观；
  + 从过程而言，针对全精度生成的伪数据集可以隐式表明模型特征，省略显式拟合的复杂
    + 生成器的解映射使用了模型最后全连接层的权重
    + 训练过程loss考虑了模型分类结果和BN层分布信息
 + 生成器调整技巧：
-  + 训练过程中如果只生成类内样本，伪数据集在对抗攻击下仍能取得较高精度
-  + 混入一定比例的类间样本可以降低对抗攻击下精度，使得生成数据类间距离变小，更符合真实数据集分布
-+ 结果：
-  + 趋势相同，在多种攻击下，大部分量化模型的精度偏差均不超过5个点
-  + 可视化图像待补充
+  + 训练过程中如果使用类内无对抗样本，伪数据集虽然分类精度高（接近100），但对抗下欠鲁棒
+  + 调整阶段
+    + 添加类间样本（多label）可以增强伪数据集泛化性，更好的覆盖特征空间空白部分
+    + 添加类内对抗样本（类内样本加对抗扰动）可以增强伪数据集鲁棒性，使在保持一定无对抗分类精度（高于测试集）的同时取得更高的对抗下精度
+ 拟合结果：
+  左图：无对抗下伪数据集相对精度 - 测试集相对精度
+  右图：pgd对抗下伪数据集相对精度 - 测试集相对精度
+  **cifar10**
+  <table>
+  	<tr>
+  		<td><center><img src="./fig/cifar10_org.png"></im</center></td>
+          <td><center><img src="./fig/cifar10_pgd.png"></im</center></td>
+      </tr>
+  </table>
+  **cifar100**
+  <table>
+  	<tr>
+  		<td><center><img src="./fig/cifar100_org.png"></im</center></td>
+          <td><center><img src="./fig/cifar100_pgd.png"></im</center></td>
+      </tr>
+  </table>
+  + cifar10和cifar100数据集下都能很好的反映无对抗情境下的分类精度
+  + 添加对抗后，cifar10拟合效果尚可，而cifar100效果较差
+  + 考虑到采用的对抗攻击是将样本错误分类而不需指定错误分类类别，cifar100更容易达成攻击，因此直接使用评分指导可能存在误差
+ 优化尝试方向：
+  考虑成比例的添加对抗样本和类间样本，并使用相对精度以排除绝对值影响，希望提高拟合效果并完全排除原数据集（当前需要给出模型在测试集上有无对抗时的精度作为adjust的指导）
--- a/ykl/ALL/boundary_visualize.py
+++ b/ykl/ALL/boundary_visualize.py
-"""
-    利用PCA降维可视化伪数据所得特征与模型分类结果/生成器输入标签关系，从而观测决策边界
-    模型分类结果out表示该模型的决策边界
-    生成器输入标签label表示生成器所拟合的边界
-    针对cifar10数据集下ResNet_18生成可视化图像
-"""
-from model import Model
-from dataloader import DataLoader
-import os
-import argparse
-import numpy as np
-import pandas as pd
-from scipy.linalg import eigh
-import torch
-import torch.nn as nn
-import torchvision
-from torchvision import datasets, transforms
-import seaborn as sns
-from matplotlib import pyplot as plt
-from sklearn.preprocessing import StandardScaler
-from sklearn.decomposition import PCA
-parser = argparse.ArgumentParser(description='PCA features')
-# 获取测试集在model上分类图
-parser.add_argument('--pca_src', action='store_true')
-# 生成器伪数据的分类图，不含类间样本
-parser.add_argument('--pca_gen', action='store_true')
-# 生成器伪数据的分类图，包含类间样本
-parser.add_argument('--pca_mix', action='store_true')
-# 两两类之间的决策边界路径
-parser.add_argument('--pca_path', action='store_true')
-# 路径参数设置
-parser.add_argument('--num_dot_per_mix', type=int, default=200)
-parser.add_argument('--num_dot_per_path', type=int, default=200)
-# 指定选择哪个模型对应的生成器
-parser.add_argument('--quant',action='store_true')
-# 当选择的为量化网络时，下述参数才生效
-parser.add_argument('--quant_type',type=str,default='NONE')
-parser.add_argument('--num_bits',type=int,default=0)
-parser.add_argument('--e_bits',type=int,default=0)
-def reduce_df(dataframe, num_per_class):
-    df_list = []
-    for i in range(10):
-        df_list.append(dataframe.iloc[i * 5000: i * 5000 + num_per_class])
-    df = pd.concat(df_list)
-    return df
-if __name__ == '__main__':
-    args = parser.parse_args()
-    # 确定模型及生成器路径
-    if args.quant:
-        if args.quant_type == 'FLOAT':
-            title = '%s_%d_E%d' % (args.quant_type, args.num_bits, args.e_bits)
-        else:
-            title = '%s_%d' % (args.quant_type, args.num_bits)
-        model_file = 'ckpt_quant/cifar10/ResNet_18/'+title+'.pt'
-        gen_file = 'ckpt_quant_gen/cifar10/ResNet_18/'+title+'.pt'
-        pca_dir = 'pca_ResNet18_cifar10/'+title+'/'
-    else:
-        model_file = 'ckpt_full/cifar10/ResNet_18.pt'
-        gen_file = 'ckpt_full_gen/cifar10/ResNet_18.pt'
-        pca_dir = 'pca_ResNet18_cifar10/FULL/'
-    if True in [args.pca_gen, args.pca_mix, args.pca_path]:
-        generator = torch.load(gen_file)
-        generator.eval()
-    if True in [args.pca_src, args.pca_gen, args.pca_mix, args.pca_path]:
-        os.makedirs(pca_dir, exist_ok=True)
-        model = Model(model_name='ResNet_18',dataset='cifar10').cuda()
-        if args.quant:
-            model.quantize(args.quant_type,args.num_bits,args.e_bits)
-        model.load_state_dict(torch.load(model_file))
-        model.eval()
-        print('Model Ready')
-        dataloader = DataLoader('cifar10',512)
-        _,_,test_loader = dataloader.getloader()
-        features = []
-        targets = []
-        with torch.no_grad():
-            for i, (data, target) in enumerate(test_loader):
-                data = data.cuda()
-                if args.quant:
-                    _, feature = model.quantize_forward(data, out_feature=True)
-                else:
-                    _, feature = model(data, out_feature=True)
-                features.append(feature.cpu())
-                targets.append(target)
-        features_cat = torch.cat(features, dim=0)
-        targets_cat = torch.cat(targets, dim=0)
-        feature_scaler = StandardScaler().fit(features_cat)
-        standardized_data = feature_scaler.transform(features_cat)
-        covar_matrix = np.matmul(standardized_data.T , standardized_data)
-        values, vectors = eigh(covar_matrix, eigvals=(510,511))
-        vectors = vectors.T
-        if args.pca_src:
-            print('pca of source data')
-            new_coordinates = np.matmul(vectors, standardized_data.T)
-            new_coordinates = np.vstack((new_coordinates, targets_cat)).T
-            dataframe = pd.DataFrame(data=new_coordinates, columns=("1st_principal", "2nd_principal", "label"))
-            dataframe.sort_values(by=['label'], axis=0, inplace=True)
-            df = reduce_df(dataframe, 1000)
-            pca_result = sns.FacetGrid(df, hue="label", height=10, hue_kws={'marker':['x'] * 10}).map(plt.scatter, '1st_principal', '2nd_principal')
-            pca_result.set(xticks=[], yticks=[], xlabel='', ylabel='')
-            plt.savefig(pca_dir+'pca_src.png')
-        if args.pca_gen or args.pca_mix or args.pca_path:
-            print('pca of gen')
-            features_gen = []
-            targets_label = []
-            targets_out = []
-            with torch.no_grad():
-                for i in range(50):
-                    z = torch.randn(200, 512).cuda()
-                    labels = (torch.ones(200) * (i // 5)).type(torch.LongTensor)
-                    targets_label.append(labels)
-                    labels = labels.cuda()
-                    z = z.contiguous()
-                    labels = labels.contiguous()
-                    images = generator(z, labels)
-                    if args.quant:
-                        out, feature = model.quantize_forward(images, out_feature=True)
-                    else:
-                        out, feature = model(images, out_feature=True)
-                    features_gen.append(feature.cpu())
-                    pred = out.argmax(dim=1, keepdim=True)
-                    pred = pred.view_as(labels)
-                    targets_out.append(pred.cpu())
-            features_cat_gen = torch.cat(features_gen, dim=0)
-            targets_cat_label = torch.cat(targets_label, dim=0)
-            targets_cat_out = torch.cat(targets_out, dim=0)
-            standardized_data_gen = feature_scaler.transform(features_cat_gen)
-            new_coordinates_gen = np.matmul(vectors, standardized_data_gen.T)
-            new_coordinates_label = np.vstack((new_coordinates_gen, targets_cat_label)).T
-            new_coordinates_out = np.vstack((new_coordinates_gen, targets_cat_out)).T
-            dataframe_label = pd.DataFrame(data=new_coordinates_label, columns=("1st_principal", "2nd_principal", "label"))
-            dataframe_out = pd.DataFrame(data=new_coordinates_out, columns=("1st_principal", "2nd_principal", "label"))
-            if args.pca_gen:
-                pca_result_label = sns.FacetGrid(dataframe_label, hue="label", height=10, hue_kws={'marker':['x'] * 10}).map(plt.scatter, '1st_principal', '2nd_principal')
-                pca_result_label.set(xticks=[], yticks=[], xlabel='', ylabel='')
-                plt.savefig(pca_dir+'pca_gen.png')
-                pca_result_out = sns.FacetGrid(dataframe_out, hue="label", height=10, hue_kws={'marker':['x'] * 10}).map(plt.scatter, '1st_principal', '2nd_principal')
-                pca_result_out.set(xticks=[], yticks=[], xlabel='', ylabel='')
-                plt.savefig(pca_dir+'pca_model.png')
-            if args.pca_mix or args.pca_path:
-                print('pca of embedding superposing')
-                linear = []
-                for i in range(args.num_dot_per_mix):
-                    linear.append(torch.tensor([[i / args.num_dot_per_mix, 1 - (i / args.num_dot_per_mix)]]))
-                linear = torch.cat(linear, dim=0)
-                features_gen_mix = []
-                targets_label_mix = []
-                with torch.no_grad():
-                    for i in range(10):
-                        for j in range(i + 1, 10):
-                            z = torch.randn(args.num_dot_per_mix, 2, 512).cuda()
-                            z = z.contiguous()
-                            labels = torch.tensor([[i, j]])
-                            labels = torch.cat([labels] * args.num_dot_per_mix, dim=0).cuda()
-                            target = torch.cat([torch.tensor([300])] * args.num_dot_per_mix, dim=0)
-                            targets_label_mix.append(target)
-                            l = linear.cuda()
-                            images = generator(z, labels, l)
-                            if args.quant:
-                                out, feature = model.quantize_forward(images, out_feature=True)
-                            else:
-                                out, feature = model(images, out_feature=True)
-                            features_gen_mix.append(feature.cpu())
-                features_cat_gen_mix = torch.cat(features_gen_mix, dim=0)
-                targets_cat_label_mix = torch.cat(targets_label_mix, dim=0)
-                standardized_data_gen_mix = feature_scaler.transform(features_cat_gen_mix)
-                new_coordinates_gen_mix = np.matmul(vectors, standardized_data_gen_mix.T)
-                new_coordinates_label_mix = np.vstack((new_coordinates_gen_mix, targets_cat_label_mix)).T
-                dataframe_label_mix = pd.DataFrame(data=new_coordinates_label_mix, columns=("1st_principal", "2nd_principal", "label"))
-                if args.pca_mix:
-                    pca_result_label_mix = sns.FacetGrid(
-                                 pd.concat([dataframe_label_mix, dataframe_label]),
-                                 hue="label",
-                                 hue_order=[300.0, 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0] ,
-                                 height=10,
-                                 hue_kws={'marker':['x'] * 11, 'color': ['black'] + sns.color_palette("tab10")[:10]}
-                                ).map(plt.scatter, '1st_principal', '2nd_principal')
-                    pca_result_label_mix.set(xticks=[], yticks=[], xlabel='', ylabel='')
-                    plt.savefig(pca_dir+'pca_gen_mix.png')
-                if args.pca_path:
-                    print('pca of path')
-                    pca_path_dir = pca_dir+'pca_path/'
-                    os.makedirs(pca_path_dir, exist_ok=True)
-                    linear = []
-                    for i in range(args.num_dot_per_path):
-                        linear.append(torch.tensor([[i / args.num_dot_per_path, 1 - (i / args.num_dot_per_path)]]))
-                    linear = torch.cat(linear, dim=0)
-                    features_no_noise = []
-                    targets_no_noise = []
-                    with torch.no_grad():
-                        for i in range(10):
-                            for j in range(i + 1, 10):
-                                z = torch.zeros(args.num_dot_per_path, 2, 512).cuda()
-                                z = z.contiguous()
-                                labels = torch.tensor([[i, j]])
-                                labels = torch.cat([labels] * args.num_dot_per_path, dim=0).cuda()
-                                target = torch.tensor([(i + 1) * 10 + j])
-                                target = torch.cat([target] * args.num_dot_per_path, dim=0)
-                                targets_no_noise.append(target)
-                                l = linear.cuda()
-                                images = generator(z, labels, l)
-                                if args.quant:
-                                    _, feature = model.quantize_forward(images, out_feature=True)
-                                else:
-                                    _, feature = model(images, out_feature=True)
-                                features_no_noise.append(feature.cpu())
-                    features_cat_no_noise = torch.cat(features_no_noise, dim=0)
-                    targets_cat_no_noise = torch.cat(targets_no_noise, dim=0)
-                    standardized_data_no_noise = feature_scaler.transform(features_cat_no_noise)
-                    new_coordinates_no_noise = np.matmul(vectors, standardized_data_no_noise.T)
-                    new_coordinates_no_noise = np.vstack((new_coordinates_no_noise, targets_cat_no_noise)).T
-                    dataframe_no_noise = pd.DataFrame(data=new_coordinates_no_noise, columns=("1st_principal", "2nd_principal", "label"))
-                    MID_DOT_NUM = 11
-                    linear = []
-                    for i in range(MID_DOT_NUM):
-                        linear.append(torch.tensor([[i/(MID_DOT_NUM - 1), 1 - (i/(MID_DOT_NUM - 1))]]))
-                    linear = torch.cat(linear, dim=0)
-                    features_no_noise_ten = []
-                    targets_no_noise_ten = []
-                    with torch.no_grad():
-                        for i in range(10):
-                            for j in range(i + 1, 10):
-                                z = torch.zeros(MID_DOT_NUM, 2, 512).cuda()
-                                z = z.contiguous()
-                                labels = torch.tensor([[i, j]])
-                                labels = torch.cat([labels] * MID_DOT_NUM, dim=0).cuda()
-                                target = torch.tensor([(i + 1) * 10 + j + 500])
-                                target = torch.cat([target] * MID_DOT_NUM, dim=0)
-                                targets_no_noise_ten.append(target)
-                                l = linear.cuda()
-                                images = generator(z, labels, l)
-                                if args.quant:
-                                    _, feature = model.quantize_forward(images, out_feature=True)
-                                else:
-                                    _, feature = model(images, out_feature=True)
-                                features_no_noise_ten.append(feature.cpu())
-                    features_cat_no_noise_ten = torch.cat(features_no_noise_ten, dim=0)
-                    targets_cat_no_noise_ten = torch.cat(targets_no_noise_ten, dim=0)
-                    color = sns.color_palette("tab10")
-                    features_total = torch.cat([features_cat_gen, features_cat_no_noise, features_cat_gen_mix, features_cat_no_noise_ten], dim=0)
-                    targets_total = torch.cat([targets_cat_label, targets_cat_no_noise, targets_cat_label_mix, targets_cat_no_noise_ten], dim=0)
-                    no_noise_start = len(targets_cat_label)
-                    mix_start = no_noise_start + len(targets_cat_no_noise)
-                    no_noise_ten_start = mix_start + len(targets_cat_label_mix)
-                    standardized_data_total = feature_scaler.transform(features_total)
-                    x = 0
-                    for i in range(10):
-                        for j in range(i + 1, 10):
-                            if j - i == 1:
-                                selected_features = torch.cat([
-                                    features_cat_gen[i * 1000: (i + 1) * 1000],
-                                    features_cat_gen[j * 1000: (j + 1) * 1000],
-                                    features_cat_no_noise[x * args.num_dot_per_path: (x + 1) * args.num_dot_per_path],
-                                    features_cat_gen_mix[x * args.num_dot_per_mix: (x + 1) * args.num_dot_per_mix],
-                                    features_cat_no_noise_ten[x * MID_DOT_NUM: (x + 1) * MID_DOT_NUM]
-                                ] , dim=0)
-                                selected_targets = torch.cat([
-                                    targets_cat_label[i * 1000: (i + 1) * 1000],
-                                    targets_cat_label[j * 1000: (j + 1) * 1000],
-                                    targets_cat_no_noise[x * args.num_dot_per_path: (x + 1) * args.num_dot_per_path],
-                                    targets_cat_label_mix[x * args.num_dot_per_mix: (x + 1) * args.num_dot_per_mix],
-                                    targets_cat_no_noise_ten[x * MID_DOT_NUM: (x + 1) * MID_DOT_NUM]
-                                ], dim=0)
-                                standardized_data_selected = feature_scaler.transform(selected_features)
-                                covar_matrix_selected = np.matmul(standardized_data_selected.T , standardized_data_selected)
-                                values_selected, vectors_selected = eigh(covar_matrix_selected, eigvals=(510,511))
-                                vectors_selected = vectors_selected.T
-                                new_coordinates_selected = np.matmul(vectors_selected, standardized_data_selected.T)
-                                new_coordinates_selected = np.vstack((new_coordinates_selected, selected_targets)).T
-                                df_selected = pd.DataFrame(data=new_coordinates_selected, columns=("1st_principal", "2nd_principal", "label"))
-                                pca_result_selected = sns.FacetGrid(df_selected, hue="label", height=10, hue_kws={'marker':['o', 'o', 'o', 'o', 'o'], 's':[30, 30, 30, 30, 300], 'color':[color[i], color[j], 'black', 'lightgreen', 'black'],}).map(plt.scatter, '1st_principal', '2nd_principal')
-                                pca_result_selected.set(xticks=[], yticks=[], xlabel='', ylabel='')
-                                plt.savefig(pca_path_dir + f'path_{i}_{j}.png')
-                            x += 1
--- a/ykl/ALL/cat.sh
+++ b/ykl/ALL/cat.sh
+if [ -z $1 ];then
+    cat $(ls -1 ret/ret-*.out | sort -n -t - -k 2 | tail -n 1)
+else
+    cat ret/ret-"$1".out
+fi
\ No newline at end of file
--- a/ykl/ALL/fig/cifar100_org.png
+++ b/ykl/ALL/fig/cifar100_org.png
--- a/ykl/ALL/fig/cifar100_pgd.png
+++ b/ykl/ALL/fig/cifar100_pgd.png
--- a/ykl/ALL/fig/cifar10_org.png
+++ b/ykl/ALL/fig/cifar10_org.png
--- a/ykl/ALL/fig/cifar10_pgd.png
+++ b/ykl/ALL/fig/cifar10_pgd.png
--- a/ykl/ALL/fig/img_adv.png
+++ b/ykl/ALL/fig/img_adv.png
--- a/ykl/ALL/fig/img_org.png
+++ b/ykl/ALL/fig/img_org.png
--- a/ykl/ALL/fig/pca_gen_adjust.png
+++ b/ykl/ALL/fig/pca_gen_adjust.png
--- a/ykl/ALL/fig/pca_gen_org.png
+++ b/ykl/ALL/fig/pca_gen_org.png
--- a/ykl/ALL/fig/pca_src.png
+++ b/ykl/ALL/fig/pca_src.png
--- a/ykl/ALL/gen_result/cifar10/AlexNet.txt
+++ b/ykl/ALL/gen_result/cifar10/AlexNet.txt
 Gen: AlexNet cifar10
-Namespace(dataset='cifar10', freeze=False, model='AlexNet', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Namespace(adjust=True, dataset='cifar10', freeze=False, model='AlexNet', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
 Test Result:
 	Teacher Accuray: 88.640000
 Train Result:
-	Gen acc: 99.824219
+	Gen acc: 99.917969
-	Time: 44.96s
+	Time: 38.51s
 Adjust Result:
-	Iters: 13
+	Iters: 105
-	Gen  acc: 98.945312
+	Gen  acc: 95.000000
-	FGSM acc: 43.828125 -- 45.340000(Testloader)
+	FGSM acc: 48.281250 -- 45.340000(Testloader)
-	PGD  acc: 19.023438 -- 19.810000(Testloader)
+	PGD  acc: 20.351562 -- 19.840000(Testloader)
-	Time: 19.30s
+	Time: 78.02s
--- a/ykl/ALL/gen_result/cifar10/AlexNet_BN.txt
+++ b/ykl/ALL/gen_result/cifar10/AlexNet_BN.txt
 Gen: AlexNet_BN cifar10
-Namespace(dataset='cifar10', freeze=False, model='AlexNet_BN', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Namespace(adjust=True, dataset='cifar10', freeze=False, model='AlexNet_BN', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
 Test Result:
 	Teacher Accuray: 90.130000
 Train Result:
-	Gen acc: 99.878906
+	Gen acc: 99.972656
-	Time: 59.58s
+	Time: 56.85s
 Adjust Result:
-	Iters: 3
+	Iters: 17
-	Gen  acc: 97.656250
+	Gen  acc: 91.015625
-	FGSM acc: 51.015625 -- 48.620000(Testloader)
+	FGSM acc: 38.242188 -- 48.620000(Testloader)
-	PGD  acc: 21.601562 -- 19.170000(Testloader)
+	PGD  acc: 20.039062 -- 19.170000(Testloader)
-	Time: 10.53s
+	Time: 29.39s
--- a/ykl/ALL/gen_result/cifar10/Inception_BN.txt
+++ b/ykl/ALL/gen_result/cifar10/Inception_BN.txt
 Gen: Inception_BN cifar10
-Namespace(dataset='cifar10', freeze=False, model='Inception_BN', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Namespace(adjust=True, dataset='cifar10', freeze=False, model='Inception_BN', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
 Test Result:
 	Teacher Accuray: 94.830000
 Train Result:
-	Gen acc: 99.976562
+	Gen acc: 100.000000
-	Time: 430.90s
+	Time: 431.35s
 Adjust Result:
-	Iters: 1
+	Iters: 10
-	Gen  acc: 94.375000
+	Gen  acc: 94.687500
-	FGSM acc: 45.625000 -- 42.760000(Testloader)
+	FGSM acc: 41.445312 -- 42.640000(Testloader)
-	PGD  acc: 5.976562 -- 7.210000(Testloader)
+	PGD  acc: 6.835938 -- 7.220000(Testloader)
-	Time: 102.60s
+	Time: 260.47s
--- a/ykl/ALL/gen_result/cifar10/MobileNetV2.txt
+++ b/ykl/ALL/gen_result/cifar10/MobileNetV2.txt
 Gen: MobileNetV2 cifar10
-Namespace(dataset='cifar10', freeze=False, model='MobileNetV2', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Namespace(adjust=True, dataset='cifar10', freeze=False, model='MobileNetV2', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
 Test Result:
-	Teacher Accuray: 90.270000
+	Teacher Accuray: 90.280000
 Train Result:
-	Gen acc: 99.957031
+	Gen acc: 99.968750
-	Time: 246.35s
+	Time: 256.14s
 Adjust Result:
-	Iters: 2
+	Iters: 143
-	Gen  acc: 80.976562
+	Gen  acc: 96.406250
-	FGSM acc: 37.890625 -- 40.190000(Testloader)
+	FGSM acc: 35.781250 -- 40.180000(Testloader)
-	PGD  acc: 3.320312 -- 5.590000(Testloader)
+	PGD  acc: 6.132812 -- 5.610000(Testloader)
-	Time: 39.31s
+	Time: 962.08s
--- a/ykl/ALL/gen_result/cifar10/ResNet_152.txt
+++ b/ykl/ALL/gen_result/cifar10/ResNet_152.txt
 Gen: ResNet_152 cifar10
-Namespace(dataset='cifar10', freeze=False, model='ResNet_152', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Namespace(adjust=True, dataset='cifar10', freeze=False, model='ResNet_152', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
 Test Result:
 	Teacher Accuray: 94.430000
 Train Result:
-	Gen acc: 99.558594
+	Gen acc: 99.980469
-	Time: 967.98s
+	Time: 983.17s
 Adjust Result:
-	Iters: 5
+	Iters: 1
-	Gen  acc: 89.062500
+	Gen  acc: 99.921875
-	FGSM acc: 42.421875 -- 44.370000(Testloader)
+	FGSM acc: 49.414062 -- 44.340000(Testloader)
-	PGD  acc: 12.343750 -- 10.190000(Testloader)
+	PGD  acc: 12.500000 -- 10.240000(Testloader)
-	Time: 334.84s
+	Time: 221.71s
--- a/ykl/ALL/gen_result/cifar10/ResNet_18.txt
+++ b/ykl/ALL/gen_result/cifar10/ResNet_18.txt
 Gen: ResNet_18 cifar10
-Namespace(dataset='cifar10', freeze=False, model='ResNet_18', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Namespace(adjust=True, dataset='cifar10', freeze=False, model='ResNet_18', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
 Test Result:
-	Teacher Accuray: 94.300000
+	Teacher Accuray: 94.310000
 Train Result:
-	Gen acc: 99.910156
+	Gen acc: 99.980469
-	Time: 143.98s
+	Time: 142.13s
 Adjust Result:
-	Iters: 14
+	Iters: 99
-	Gen  acc: 99.609375
+	Gen  acc: 99.257812
-	FGSM acc: 47.968750 -- 47.410000(Testloader)
+	FGSM acc: 34.882812 -- 47.330000(Testloader)
-	PGD  acc: 10.585938 -- 11.240000(Testloader)
+	PGD  acc: 12.148438 -- 11.270000(Testloader)
-	Time: 80.04s
+	Time: 473.30s
--- a/ykl/ALL/gen_result/cifar10/ResNet_50.txt
+++ b/ykl/ALL/gen_result/cifar10/ResNet_50.txt
 Gen: ResNet_50 cifar10
-Namespace(dataset='cifar10', freeze=False, model='ResNet_50', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Namespace(adjust=True, dataset='cifar10', freeze=False, model='ResNet_50', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
 Test Result:
 	Teacher Accuray: 94.570000
 Train Result:
-	Gen acc: 99.964844
+	Gen acc: 100.000000
-	Time: 394.87s
+	Time: 588.57s
 Adjust Result:
-	Iters: 18
+	Iters: 1
-	Gen  acc: 97.265625
+	Gen  acc: 97.929688
-	FGSM acc: 46.015625 -- 44.400000(Testloader)
+	FGSM acc: 55.000000 -- 44.430000(Testloader)
-	PGD  acc: 11.250000 -- 8.920000(Testloader)
+	PGD  acc: 10.234375 -- 8.910000(Testloader)
-	Time: 325.25s
+	Time: 128.45s
--- a/ykl/ALL/gen_result/cifar10/VGG_16.txt
+++ b/ykl/ALL/gen_result/cifar10/VGG_16.txt
 Gen: VGG_16 cifar10
-Namespace(dataset='cifar10', freeze=False, model='VGG_16', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Namespace(adjust=True, dataset='cifar10', freeze=False, model='VGG_16', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
 Test Result:
 	Teacher Accuray: 93.130000
 Train Result:
-	Gen acc: 99.863281
+	Gen acc: 99.984375
-	Time: 131.06s
+	Time: 131.10s
 Adjust Result:
-	Iters: 7
+	Iters: 25
-	Gen  acc: 99.726562
+	Gen  acc: 92.031250
-	FGSM acc: 51.640625 -- 53.170000(Testloader)
+	FGSM acc: 40.937500 -- 53.170000(Testloader)
-	PGD  acc: 20.546875 -- 18.740000(Testloader)
+	PGD  acc: 19.062500 -- 18.710000(Testloader)
-	Time: 35.02s
+	Time: 92.61s
--- a/ykl/ALL/gen_result/cifar10/VGG_19.txt
+++ b/ykl/ALL/gen_result/cifar10/VGG_19.txt
 Gen: VGG_19 cifar10
-Namespace(dataset='cifar10', freeze=False, model='VGG_19', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Namespace(adjust=True, dataset='cifar10', freeze=False, model='VGG_19', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
 Test Result:
 	Teacher Accuray: 93.030000
 Train Result:
 	Gen acc: 99.941406
-	Time: 147.04s
+	Time: 147.77s
 Adjust Result:
-	Iters: 21
+	Iters: 2
-	Gen  acc: 97.343750
+	Gen  acc: 90.625000
-	FGSM acc: 49.375000 -- 50.580000(Testloader)
+	FGSM acc: 70.000000 -- 50.580000(Testloader)
-	PGD  acc: 14.687500 -- 16.890000(Testloader)
+	PGD  acc: 17.539062 -- 16.820000(Testloader)
-	Time: 89.95s
+	Time: 27.11s
--- a/ykl/ALL/gen_result/cifar10_noadv/AlexNet.txt
+++ b/ykl/ALL/gen_result/cifar10_noadv/AlexNet.txt
+Gen: AlexNet cifar10
+Namespace(dataset='cifar10', freeze=False, model='AlexNet', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Test Result:
+	Teacher Accuray: 88.640000
+Train Result:
+	Gen acc: 99.824219
+	Time: 44.96s
+Adjust Result:
+	Iters: 13
+	Gen  acc: 98.945312
+	FGSM acc: 43.828125 -- 45.340000(Testloader)
+	PGD  acc: 19.023438 -- 19.810000(Testloader)
+	Time: 19.30s
--- a/ykl/ALL/gen_result/cifar10_noadv/AlexNet_BN.txt
+++ b/ykl/ALL/gen_result/cifar10_noadv/AlexNet_BN.txt
+Gen: AlexNet_BN cifar10
+Namespace(dataset='cifar10', freeze=False, model='AlexNet_BN', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Test Result:
+	Teacher Accuray: 90.130000
+Train Result:
+	Gen acc: 99.878906
+	Time: 59.58s
+Adjust Result:
+	Iters: 3
+	Gen  acc: 97.656250
+	FGSM acc: 51.015625 -- 48.620000(Testloader)
+	PGD  acc: 21.601562 -- 19.170000(Testloader)
+	Time: 10.53s
--- a/ykl/ALL/gen_result/cifar10_noadv/Inception_BN.txt
+++ b/ykl/ALL/gen_result/cifar10_noadv/Inception_BN.txt
+Gen: Inception_BN cifar10
+Namespace(dataset='cifar10', freeze=False, model='Inception_BN', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Test Result:
+	Teacher Accuray: 94.830000
+Train Result:
+	Gen acc: 99.976562
+	Time: 430.90s
+Adjust Result:
+	Iters: 1
+	Gen  acc: 94.375000
+	FGSM acc: 45.625000 -- 42.760000(Testloader)
+	PGD  acc: 5.976562 -- 7.210000(Testloader)
+	Time: 102.60s
--- a/ykl/ALL/gen_result/cifar10_noadv/MobileNetV2.txt
+++ b/ykl/ALL/gen_result/cifar10_noadv/MobileNetV2.txt
+Gen: MobileNetV2 cifar10
+Namespace(dataset='cifar10', freeze=False, model='MobileNetV2', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Test Result:
+	Teacher Accuray: 90.270000
+Train Result:
+	Gen acc: 99.957031
+	Time: 246.35s
+Adjust Result:
+	Iters: 2
+	Gen  acc: 80.976562
+	FGSM acc: 37.890625 -- 40.190000(Testloader)
+	PGD  acc: 3.320312 -- 5.590000(Testloader)
+	Time: 39.31s
--- a/ykl/ALL/gen_result/cifar10_noadv/ResNet_152.txt
+++ b/ykl/ALL/gen_result/cifar10_noadv/ResNet_152.txt
+Gen: ResNet_152 cifar10
+Namespace(dataset='cifar10', freeze=False, model='ResNet_152', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Test Result:
+	Teacher Accuray: 94.430000
+Train Result:
+	Gen acc: 99.558594
+	Time: 967.98s
+Adjust Result:
+	Iters: 5
+	Gen  acc: 89.062500
+	FGSM acc: 42.421875 -- 44.370000(Testloader)
+	PGD  acc: 12.343750 -- 10.190000(Testloader)
+	Time: 334.84s
--- a/ykl/ALL/gen_result/cifar10_noadv/ResNet_18.txt
+++ b/ykl/ALL/gen_result/cifar10_noadv/ResNet_18.txt
+Gen: ResNet_18 cifar10
+Namespace(dataset='cifar10', freeze=False, model='ResNet_18', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Test Result:
+	Teacher Accuray: 94.300000
+Train Result:
+	Gen acc: 99.910156
+	Time: 143.98s
+Adjust Result:
+	Iters: 14
+	Gen  acc: 99.609375
+	FGSM acc: 47.968750 -- 47.410000(Testloader)
+	PGD  acc: 10.585938 -- 11.240000(Testloader)
+	Time: 80.04s
--- a/ykl/ALL/gen_result/cifar10_noadv/ResNet_50.txt
+++ b/ykl/ALL/gen_result/cifar10_noadv/ResNet_50.txt
+Gen: ResNet_50 cifar10
+Namespace(dataset='cifar10', freeze=False, model='ResNet_50', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Test Result:
+	Teacher Accuray: 94.570000
+Train Result:
+	Gen acc: 99.964844
+	Time: 394.87s
+Adjust Result:
+	Iters: 18
+	Gen  acc: 97.265625
+	FGSM acc: 46.015625 -- 44.400000(Testloader)
+	PGD  acc: 11.250000 -- 8.920000(Testloader)
+	Time: 325.25s
--- a/ykl/ALL/gen_result/cifar10_noadv/VGG_16.txt
+++ b/ykl/ALL/gen_result/cifar10_noadv/VGG_16.txt
+Gen: VGG_16 cifar10
+Namespace(dataset='cifar10', freeze=False, model='VGG_16', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Test Result:
+	Teacher Accuray: 93.130000
+Train Result:
+	Gen acc: 99.863281
+	Time: 131.06s
+Adjust Result:
+	Iters: 7
+	Gen  acc: 99.726562
+	FGSM acc: 51.640625 -- 53.170000(Testloader)
+	PGD  acc: 20.546875 -- 18.740000(Testloader)
+	Time: 35.02s
--- a/ykl/ALL/gen_result/cifar10_noadv/VGG_19.txt
+++ b/ykl/ALL/gen_result/cifar10_noadv/VGG_19.txt
+Gen: VGG_19 cifar10
+Namespace(dataset='cifar10', freeze=False, model='VGG_19', multi_label_num=2, multi_label_prob=0.4, no_DM=True, noise_scale=1.0, randemb=False)
+Test Result:
+	Teacher Accuray: 93.030000
+Train Result:
+	Gen acc: 99.941406
+	Time: 147.04s
+Adjust Result:
+	Iters: 21
+	Gen  acc: 97.343750
+	FGSM acc: 49.375000 -- 50.580000(Testloader)
+	PGD  acc: 14.687500 -- 16.890000(Testloader)
+	Time: 89.95s
--- a/ykl/ALL/noise_visualize.py
+++ b/ykl/ALL/noise_visualize.py
-from torch.utils.data import DataLoader 
-import torchvision
-import torchvision.datasets as dsets
-import torchvision.transforms as transforms
-import os
-import sys
-import numpy as np
-import torch
-# CIFAR10提取的图像只有32x32像素，较为模糊，为更清晰显示，使用插值法进行了resize
-if __name__ == "__main__":
-    noise_dir = 'noise_image/'
-    os.makedirs(noise_dir,exist_ok='True')
-    noise_scale_list = [1, 0.5, 0.1, 0.05, 0.01, 0.005, 0.001]
-    batchSize = 1
-    testloader = DataLoader(
-        dsets.CIFAR10(root='/lustre/datasets/CIFAR10',
-                      train=False,
-                      transform=transforms.ToTensor(),
-                      download=False),
-        batch_size = batchSize,
-        shuffle = False
-    )
-    classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']
-    for data,target in testloader:
-        for image, label in zip(data,target):
-            print(classes[label])
-            torchvision.utils.save_image(image,noise_dir+'img_org.png')
-            for i, noise_scale in enumerate(noise_scale_list):
-                noise = np.random.normal(0., noise_scale, image.size())
-                noise = torch.tensor(noise).float()
-                noise_image = image + noise
-                noise_image.clamp_(0. , 255.)
-                torchvision.utils.save_image(noise_image,noise_dir+'img_noise'+str(noise_scale)+'.png')
-            sys.exit()
\ No newline at end of file
--- a/ykl/ALL/org_adv_image/img_adv.png
+++ b/ykl/ALL/org_adv_image/img_adv.png
--- a/ykl/ALL/org_adv_image/img_org.png
+++ b/ykl/ALL/org_adv_image/img_org.png
--- a/ykl/ALL/pca_AlexNet_cifar10/pca_gen_adjust.png
+++ b/ykl/ALL/pca_AlexNet_cifar10/pca_gen_adjust.png
--- a/ykl/ALL/pca_AlexNet_cifar10/pca_gen_org.png
+++ b/ykl/ALL/pca_AlexNet_cifar10/pca_gen_org.png
--- a/ykl/ALL/pca_AlexNet_cifar10/pca_src.png
+++ b/ykl/ALL/pca_AlexNet_cifar10/pca_src.png
--- a/ykl/ALL/pca_ResNet18_cifar10/pca_gen_adjust.png
+++ b/ykl/ALL/pca_ResNet18_cifar10/pca_gen_adjust.png
--- a/ykl/ALL/pca_ResNet18_cifar10/pca_gen_org.png
+++ b/ykl/ALL/pca_ResNet18_cifar10/pca_gen_org.png
--- a/ykl/ALL/pca_ResNet18_cifar10/pca_src.png
+++ b/ykl/ALL/pca_ResNet18_cifar10/pca_src.png
--- a/ykl/ALL/pca_ResNet_18_cifar10/pca_gen_adjust.png
+++ b/ykl/ALL/pca_ResNet_18_cifar10/pca_gen_adjust.png
--- a/ykl/ALL/pca_ResNet_18_cifar10/pca_gen_org.png
+++ b/ykl/ALL/pca_ResNet_18_cifar10/pca_gen_org.png
--- a/ykl/ALL/pca_ResNet_18_cifar10/pca_src.png
+++ b/ykl/ALL/pca_ResNet_18_cifar10/pca_src.png
--- a/ykl/ALL/pca_ResNet_50_cifar10/pca_gen_adjust.png
+++ b/ykl/ALL/pca_ResNet_50_cifar10/pca_gen_adjust.png
--- a/ykl/ALL/pca_ResNet_50_cifar10/pca_gen_org.png
+++ b/ykl/ALL/pca_ResNet_50_cifar10/pca_gen_org.png
--- a/ykl/ALL/pca_ResNet_50_cifar10/pca_src.png
+++ b/ykl/ALL/pca_ResNet_50_cifar10/pca_src.png
--- a/ykl/ALL/robust_attack_visual.py
+++ b/ykl/ALL/robust_attack_visual.py
+from dataloader import DataLoader
+from robust_utils import get_adversary
+from model import Model
+from torch.utils.data import DataLoader 
+import torchvision
+import torchvision.datasets as dsets
+import torchvision.transforms as transforms
+import os
+import sys
+import numpy as np
+import torch
+# CIFAR10提取的图像只有32x32像素，较为模糊，为更清晰显示，下载后进行了resize
+# 使用ResNet18进行对抗攻击
+if __name__ == "__main__":
+    adv_dir = 'org_adv_image/'
+    os.makedirs(adv_dir,exist_ok='True')
+    model = 'ResNet_18'
+    dataset = 'cifar10'
+    batchSize = 1
+    attack_type = 'pgd'
+    eps = 8/255
+    # dataloader = DataLoader(dataset,batchSize)
+    # _,_,test_loader = dataloader.getloader()
+    # 这里不需要正则化了
+    test_loader = DataLoader(
+        dsets.CIFAR10(root='/lustre/datasets/CIFAR10',
+                      train=False,
+                      transform=transforms.ToTensor(),
+                      download=False),
+        batch_size = batchSize,
+        shuffle = True
+    )
+    model = Model(model,dataset).cuda()
+    adversary = get_adversary(model, attack_type, eps, num_classes=10)
+    classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']
+    for inputs,targets in test_loader:
+        # org
+        for image, label in zip(inputs,targets):
+            print(classes[label])
+            torchvision.utils.save_image(image,adv_dir+'img_org.png')
+        inputs,targets = inputs.cuda(), targets.cuda()
+        advs = adversary.perturb(inputs, targets).detach()
+        for image in advs:
+            image = image.cpu()
+            torchvision.utils.save_image(image,adv_dir+'img_adv.png')
+        # 只取第一个图片
+        sys.exit()
\ No newline at end of file
--- a/ykl/ALL/robust_attack_visual.slurm
+++ b/ykl/ALL/robust_attack_visual.slurm
+#!/bin/bash
+#- Job parameters
+# (TODO)
+# Please modify job name
+#SBATCH -J Attack_Visual              # The job name
+#SBATCH -o ret/ret-%j.out        # Write the standard output to file named 'ret-<job_number>.out'
+#SBATCH -e ret/ret-%j.err        # Write the standard error to file named 'ret-<job_number>.err'
+#- Resources
+# (TODO)
+# Please modify your requirements
+#SBATCH -p nv-gpu                    # Submit to 'nv-gpu' Partitiion
+#SBATCH -t 0-04:00:00                # Run for a maximum time of 0 days, 12 hours, 00 mins, 00 secs
+#SBATCH --nodes=1                    # Request N nodes
+#SBATCH --gres=gpu:1                 # Request M GPU per node
+#SBATCH --gres-flags=enforce-binding # CPU-GPU Affinity
+#SBATCH --qos=gpu-debug             # Request QOS Type
+###
+### The system will alloc 8 or 16 cores per gpu by default.
+### If you need more or less, use following:
+### #SBATCH --cpus-per-task=K            # Request K cores
+###
+### 
+### Without specifying the constraint, any available nodes that meet the requirement will be allocated
+### You can specify the characteristics of the compute nodes, and even the names of the compute nodes
+###
+### #SBATCH --nodelist=gpu-v00           # Request a specific list of hosts 
+### #SBATCH --constraint="Volta|RTX8000" # Request GPU Type: Volta(V100 or V100S) or RTX8000
+###
+# set constraint for RTX8000 to meet my cuda
+#SBATCH --constraint="Ampere|RTX8000|Volta"
+#- Log information
+echo "Job start at $(date "+%Y-%m-%d %H:%M:%S")"
+echo "Job run at:"
+echo "$(hostnamectl)"
+#- Load environments
+source /tools/module_env.sh
+module list                       # list modules loaded
+##- Tools
+module load cluster-tools/v1.0
+module load slurm-tools/v1.0
+module load cmake/3.15.7
+module load git/2.17.1
+module load vim/8.1.2424
+##- language
+module load python3/3.8.16
+##- CUDA
+# module load cuda-cudnn/10.2-7.6.5
+# module load cuda-cudnn/11.2-8.2.1
+module load cuda-cudnn/11.1-8.2.1
+##- virtualenv
+# source xxxxx/activate
+echo $(module list)              # list modules loaded
+echo $(which gcc)
+echo $(which python)
+echo $(which python3)
+cluster-quota                    # nas quota
+nvidia-smi --format=csv --query-gpu=name,driver_version,power.limit # gpu info
+#- Warning! Please not change your CUDA_VISIBLE_DEVICES
+#- in `.bashrc`, `env.sh`, or your job script
+echo "Use GPU ${CUDA_VISIBLE_DEVICES}"                              # which gpus
+#- The CUDA_VISIBLE_DEVICES variable is assigned and specified by SLURM
+#- Job step
+# [EDIT HERE(TODO)]
+python robust_attack_visual.py
+#- End
+echo "Job end at $(date "+%Y-%m-%d %H:%M:%S")"
--- a/ykl/ALL/robust_distribution.py
+++ b/ykl/ALL/robust_distribution.py
+"""
+    利用PCA降维可视化伪数据所得特征与模型分类结果/生成器输入标签关系，从而观测决策边界
+    模型分类结果out表示该模型的决策边界
+    生成器输入标签label表示生成器所拟合的边界
+    针对cifar10数据集下ResNet_18生成可视化图像
+    以ResNet18为例，利用PCA降维可视化测试集/未调整生成器和调整后生成器的数据分布
+"""
+from model import Model
+from dataloader import DataLoader
+from gen_one import GenOption
+import os
+import argparse
+import numpy as np
+import pandas as pd
+from scipy.linalg import eigh
+import torch
+import torch.nn as nn
+import torchvision
+from torchvision import datasets, transforms
+import seaborn as sns
+from matplotlib import pyplot as plt
+from sklearn.preprocessing import StandardScaler
+from sklearn.decomposition import PCA
+parser = argparse.ArgumentParser(description='PCA features')
+# 获取测试集在model上分布图
+parser.add_argument('--pca_src', action='store_true')
+# 未调整生成器伪数据的分布图
+parser.add_argument('--pca_gen_org', action='store_true')
+# 调整后生成器伪数据的分布图
+parser.add_argument('--pca_gen_adjust', action='store_true')
+# # 指定选择哪个模型对应的生成器
+# parser.add_argument('--quant',action='store_true')
+# # 当选择的为量化网络时，下述参数才生效
+# parser.add_argument('--quant_type',type=str,default='NONE')
+# parser.add_argument('--num_bits',type=int,default=0)
+# parser.add_argument('--e_bits',type=int,default=0)
+def reduce_df(dataframe, num_per_class):
+    df_list = []
+    for i in range(10):
+        df_list.append(dataframe.iloc[i * 1000: i * 1000 + num_per_class])
+    df = pd.concat(df_list)
+    return df
+if __name__ == '__main__':
+    args = parser.parse_args()
+    # 确定模型及生成器路径
+    model_name = 'ResNet_18'
+    # model_name = 'ResNet_50'
+    model_file = 'ckpt_full/cifar10/'+model_name+'.pt'
+    if args.pca_gen_org:
+        gen_org_file = 'ckpt_gen/cifar10/'+model_name+'.pt'
+        gen_org = torch.load(gen_org_file)
+        gen_org.eval()
+    if args.pca_gen_adjust:
+        gen_adjust_file = 'ckpt_gen/cifar10/'+model_name+'_adjust.pt'
+        gen_adjust = torch.load(gen_adjust_file)
+        gen_adjust.eval()
+    pca_dir = 'pca_'+model_name+'_cifar10/'
+    if True in [args.pca_src, args.pca_gen_org, args.pca_gen_adjust]:
+        os.makedirs(pca_dir, exist_ok=True)
+        model = Model(model_name=model_name,dataset='cifar10').cuda()
+        model.load_state_dict(torch.load(model_file))
+        model.eval()
+        print('Model Ready')
+        dataloader = DataLoader('cifar10',200)
+        _,_,test_loader = dataloader.getloader()
+        features = []
+        targets = []
+        with torch.no_grad():
+            for i, (data, target) in enumerate(test_loader):
+                data = data.cuda()
+                _, feature = model(data, out_feature=True)
+                features.append(feature.cpu())
+                targets.append(target)
+        features_cat = torch.cat(features, dim=0)
+        targets_cat = torch.cat(targets, dim=0)
+        feature_scaler = StandardScaler().fit(features_cat)
+        standardized_data = feature_scaler.transform(features_cat)
+        covar_matrix = np.matmul(standardized_data.T , standardized_data)
+        values, vectors = eigh(covar_matrix, eigvals=(510,511))
+        vectors = vectors.T
+        if args.pca_src:
+            print('pca of source data')
+            new_coordinates = np.matmul(vectors, standardized_data.T)
+            new_coordinates = np.vstack((new_coordinates, targets_cat)).T
+            dataframe = pd.DataFrame(data=new_coordinates, columns=("1st_principal", "2nd_principal", "label"))
+            dataframe.sort_values(by=['label'], axis=0, inplace=True)
+            df = reduce_df(dataframe, 1000)
+            pca_result = sns.FacetGrid(df, hue="label", height=10, hue_kws={'marker':['x'] * 10}).map(plt.scatter, '1st_principal', '2nd_principal')
+            pca_result.set(xticks=[], yticks=[], xlabel='', ylabel='')
+            plt.savefig(pca_dir+'pca_src.png')
+        if args.pca_gen_org:
+            print('pca of gen before adjust')
+            features_gen = []
+            targets_gen = []
+            with torch.no_grad():
+                for i in range(50):
+                    z = torch.randn(200, 512).cuda()
+                    labels = (torch.ones(200) * (i // 5)).type(torch.LongTensor)
+                    targets_gen.append(labels)
+                    labels = labels.cuda()
+                    z = z.contiguous()
+                    labels = labels.contiguous()
+                    images = gen_org(z, labels)
+                    _, feature = model(images, out_feature=True)
+                    features_gen.append(feature.cpu())
+            features_cat_gen = torch.cat(features_gen, dim=0)
+            targets_cat_gen = torch.cat(targets_gen, dim=0)
+            standardized_data_gen = feature_scaler.transform(features_cat_gen)
+            new_coordinates_gen = np.matmul(vectors, standardized_data_gen.T)
+            new_coordinates_gen = np.vstack((new_coordinates_gen, targets_cat_gen)).T
+            dataframe_gen = pd.DataFrame(data=new_coordinates_gen, columns=("1st_principal", "2nd_principal", "label"))
+            pca_result = sns.FacetGrid(dataframe_gen, hue="label", height=10, hue_kws={'marker':['x'] * 10}).map(plt.scatter, '1st_principal', '2nd_principal')
+            pca_result.set(xticks=[], yticks=[], xlabel='', ylabel='')
+            plt.savefig(pca_dir+'pca_gen_org.png')
+        if args.pca_gen_adjust:
+            print('pca of gen after adjust')
+            features_gen = []
+            targets_gen = []
+            with torch.no_grad():
+                for i in range(50):
+                    z = torch.randn(200, 512).cuda()
+                    labels = (torch.ones(200) * (i // 5)).type(torch.LongTensor)
+                    targets_gen.append(labels)
+                    labels = labels.cuda()
+                    z = z.contiguous()
+                    labels = labels.contiguous()
+                    images = gen_adjust(z, labels)
+                    _, feature = model(images, out_feature=True)
+                    features_gen.append(feature.cpu())
+            features_cat_gen = torch.cat(features_gen, dim=0)
+            targets_cat_gen = torch.cat(targets_gen, dim=0)
+            standardized_data_gen = feature_scaler.transform(features_cat_gen)
+            new_coordinates_gen = np.matmul(vectors, standardized_data_gen.T)
+            new_coordinates_gen = np.vstack((new_coordinates_gen, targets_cat_gen)).T
+            dataframe_gen = pd.DataFrame(data=new_coordinates_gen, columns=("1st_principal", "2nd_principal", "label"))
+            pca_result = sns.FacetGrid(dataframe_gen, hue="label", height=10, hue_kws={'marker':['x'] * 10}).map(plt.scatter, '1st_principal', '2nd_principal')
+            pca_result.set(xticks=[], yticks=[], xlabel='', ylabel='')
+            plt.savefig(pca_dir+'pca_gen_adjust.png')
\ No newline at end of file
--- a/ykl/ALL/boundary_visualize.slurm
+++ b/ykl/ALL/boundary_visualize.slurm
@@ -5,7 +5,7 @@
 # (TODO)
 # Please modify job name
-#SBATCH -J Boundary              # The job name
+#SBATCH -J Distribution              # The job name
 #SBATCH -o ret/ret-%j.out        # Write the standard output to file named 'ret-<job_number>.out'
 #SBATCH -e ret/ret-%j.err        # Write the standard error to file named 'ret-<job_number>.err'
@@ -82,12 +82,8 @@ echo "Use GPU ${CUDA_VISIBLE_DEVICES}"                              # which gpus
 #- Job step
 # [EDIT HERE(TODO)]
-### FULL
-python boundary_visualize.py --pca_gen --pca_mix --pca_path
-# ### quant
+python robust_distribution.py --pca_src --pca_gen_org --pca_gen_adjust
-python boundary_visualize.py --pca_gen --pca_mix --pca_path --quant --quant_type=INT --num_bits=4
-python boundary_visualize.py --pca_gen --pca_mix --pca_path --quant --quant_type=INT --num_bits=5
-# python boundary_visualize.py --pca_gen --pca_mix --pca_path --quant --quant_type=INT --num_bits=16
 #- End
 echo "Job end at $(date "+%Y-%m-%d %H:%M:%S")"
--- a/ykl/ALL/robust_one.slurm
+++ b/ykl/ALL/robust_one.slurm
@@ -11,11 +11,11 @@
 # Please modify your requirements
 #SBATCH -p nv-gpu                    # Submit to 'nv-gpu' Partitiion
-#SBATCH -t 1-06:00:00                # Run for a maximum time of 0 days, 12 hours, 00 mins, 00 secs
+## #SBATCH -t 1-06:00:00                # Run for a maximum time of 0 days, 12 hours, 00 mins, 00 secs
 #SBATCH --nodes=1                    # Request N nodes
 #SBATCH --gres=gpu:1                 # Request M GPU per node
 #SBATCH --gres-flags=enforce-binding # CPU-GPU Affinity
-#SBATCH --qos=gpu-normal             # Request QOS Type
+## #SBATCH --qos=gpu-normal             # Request QOS Type
 ###
 ### The system will alloc 8 or 16 cores per gpu by default.
@@ -86,8 +86,9 @@ else
    exit
 fi
-python robust_one.py --model $Model --dataset $Dataset --multi_label_num $Label --adjust
+# python robust_one.py --model $Model --dataset $Dataset --multi_label_num $Label --adjust
-python robust_one.py --model $Model --dataset $Dataset --multi_label_num $Label
+# Adjust根据传入的参数决定，可能是'--adjust'或''
+python robust_one.py --model $Model --dataset $Dataset --multi_label_num $Label $Adjust
 #- End
 echo "Job end at $(date "+%Y-%m-%d %H:%M:%S")"
--- a/ykl/ALL/robust_result/cifar10/AlexNet.txt
+++ b/ykl/ALL/robust_result/cifar10/AlexNet.txt
 AlexNet cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      88.640000     99.726562     45.340000     60.039062     19.860000     34.625000     12.48s
+Full      88.640000     99.960938     45.340000     89.914062     19.850000     62.492188     11.31s
-INT_2     10.000000     10.101562     10.000000     10.101562     10.000000     10.101562     27.51s
+INT_2     10.000000     10.437500     10.000000     10.437500     10.000000     10.437500     26.55s
-INT_3     10.120000     12.867188     10.000000     9.859375     10.000000     9.859375     28.69s
+INT_3     10.120000     11.734375     10.000000     9.632812     10.000000     9.632812     22.62s
-INT_4     55.640000     61.656250     13.900000     24.125000     11.280000     18.562500     24.35s
+INT_4     55.750000     75.382812     14.120000     22.250000     11.390000     15.382812     20.36s
-INT_5     82.880000     97.656250     37.790000     47.492188     29.120000     39.851562     29.08s
+INT_5     82.850000     99.531250     38.530000     75.031250     28.830000     65.015625     20.23s
-INT_6     87.300000     99.601562     44.420000     57.523438     30.590000     44.406250     28.29s
+INT_6     87.290000     99.945312     44.240000     87.875000     30.120000     75.750000     20.20s
-INT_7     88.230000     99.687500     44.040000     64.289062     25.940000     45.078125     26.63s
+INT_7     88.240000     99.960938     44.390000     89.789062     26.160000     74.343750     20.24s
-INT_8     88.450000     99.750000     45.230000     60.523438     23.230000     38.359375     29.04s
+INT_8     88.440000     99.960938     45.000000     89.664062     23.040000     68.093750     20.24s
-INT_9     88.630000     99.703125     45.200000     60.445312     21.140000     35.984375     26.95s
+INT_9     88.610000     99.960938     45.130000     90.109375     21.220000     65.328125     20.23s
-INT_10     88.700000     99.726562     45.230000     59.882812     20.510000     35.289062     26.87s
+INT_10     88.730000     99.960938     45.260000     90.015625     20.480000     63.531250     20.12s
-INT_11     88.660000     99.726562     45.250000     60.046875     20.100000     34.851562     25.40s
+INT_11     88.650000     99.960938     45.280000     89.960938     20.050000     62.906250     20.19s
-INT_12     88.660000     99.734375     45.260000     60.109375     19.830000     34.804688     26.59s
+INT_12     88.670000     99.960938     45.300000     89.968750     19.880000     62.554688     20.45s
-INT_13     88.630000     99.726562     45.250000     60.039062     19.860000     34.640625     28.14s
+INT_13     88.620000     99.960938     45.200000     90.007812     19.900000     62.578125     20.25s
-INT_14     88.630000     99.726562     45.230000     59.992188     19.820000     34.687500     28.48s
+INT_14     88.650000     99.960938     45.210000     89.953125     19.880000     62.492188     20.26s
-INT_15     88.620000     99.726562     45.390000     60.000000     19.920000     34.617188     26.30s
+INT_15     88.620000     99.960938     45.380000     89.929688     19.830000     62.437500     20.26s
-INT_16     88.630000     99.726562     45.350000     60.039062     19.840000     34.679688     26.49s
+INT_16     88.640000     99.960938     45.320000     89.960938     19.850000     62.523438     20.29s
-POT_2     10.000000     10.101562     10.000000     10.101562     10.000000     10.101562     37.71s
+POT_2     10.000000     10.437500     10.000000     10.437500     10.000000     10.437500     34.96s
-POT_3     16.660000     22.515625     10.010000     9.859375     10.000000     9.859375     38.29s
+POT_3     16.660000     30.554688     10.010000     9.632812     10.010000     9.632812     32.22s
-POT_4     69.810000     93.085938     28.190000     31.140625     17.220000     22.968750     44.90s
+POT_4     69.730000     99.171875     28.580000     62.804688     17.170000     48.992188     36.97s
-POT_5     69.760000     94.015625     27.550000     30.828125     15.820000     22.289062     53.51s
+POT_5     69.830000     99.304688     27.640000     62.695312     15.520000     47.343750     45.75s
-POT_6     70.680000     93.789062     27.980000     29.921875     15.690000     22.023438     74.98s
+POT_6     70.690000     99.382812     27.670000     61.929688     15.510000     46.531250     61.38s
-POT_7     70.320000     94.070312     28.060000     30.867188     15.880000     22.164062     118.00s
+POT_7     70.350000     99.312500     27.930000     62.578125     15.420000     46.468750     94.38s
-POT_8     69.810000     93.976562     27.690000     30.664062     15.670000     22.210938     201.64s
+POT_8     69.920000     99.343750     27.700000     62.656250     15.520000     46.976562     161.26s
-FLOAT_3_E1     23.220000     27.843750     14.160000     22.140625     11.230000     17.406250     38.73s
+FLOAT_3_E1     23.120000     33.960938     13.860000     25.132812     11.250000     20.429688     34.52s
-FLOAT_4_E1     68.120000     91.484375     23.850000     34.398438     17.930000     27.429688     44.20s
+FLOAT_4_E1     68.090000     97.070312     23.440000     53.890625     17.740000     43.609375     37.20s
-FLOAT_4_E2     66.360000     85.289062     24.400000     34.234375     20.050000     31.000000     43.02s
+FLOAT_4_E2     66.710000     94.031250     24.620000     48.960938     20.250000     42.828125     36.16s
-FLOAT_5_E1     79.430000     98.726562     29.100000     47.679688     18.930000     33.992188     54.85s
+FLOAT_5_E1     79.520000     99.773438     29.100000     71.937500     19.090000     55.757812     43.69s
-FLOAT_5_E2     84.020000     97.804688     37.570000     55.046875     24.200000     39.953125     54.37s
+FLOAT_5_E2     84.000000     99.726562     37.430000     79.390625     24.000000     64.859375     44.62s
-FLOAT_5_E3     85.030000     99.250000     39.370000     55.171875     19.650000     32.359375     54.10s
+FLOAT_5_E3     84.950000     99.875000     38.840000     81.726562     19.550000     58.640625     45.43s
-FLOAT_6_E1     83.350000     98.812500     32.690000     61.523438     18.640000     41.695312     75.39s
+FLOAT_6_E1     83.280000     99.914062     33.300000     82.687500     18.560000     63.367188     59.82s
-FLOAT_6_E2     87.150000     99.632812     40.570000     50.257812     22.020000     32.414062     75.66s
+FLOAT_6_E2     87.120000     99.937500     40.580000     83.664062     22.110000     63.250000     59.52s
-FLOAT_6_E3     87.980000     99.648438     44.120000     67.335938     20.330000     39.570312     75.61s
+FLOAT_6_E3     88.000000     99.929688     44.280000     90.867188     20.340000     68.109375     59.69s
-FLOAT_6_E4     85.250000     99.250000     39.030000     53.781250     19.680000     31.476562     75.94s
+FLOAT_6_E4     85.230000     99.882812     39.070000     81.453125     19.720000     58.398438     59.83s
-FLOAT_7_E1     85.030000     99.195312     35.290000     68.187500     17.640000     45.750000     118.53s
+FLOAT_7_E1     85.030000     99.929688     35.350000     86.320312     18.260000     65.757812     94.31s
-FLOAT_7_E2     87.490000     99.750000     41.860000     48.734375     20.750000     28.445312     118.74s
+FLOAT_7_E2     87.510000     99.929688     41.750000     84.382812     20.890000     60.445312     93.92s
-FLOAT_7_E3     88.610000     99.765625     44.980000     59.601562     19.960000     35.289062     118.59s
+FLOAT_7_E3     88.610000     99.960938     44.920000     89.023438     20.010000     62.648438     94.56s
-FLOAT_7_E4     88.090000     99.671875     43.810000     67.312500     20.060000     39.593750     118.47s
+FLOAT_7_E4     88.130000     99.937500     44.250000     90.664062     20.200000     68.085938     94.28s
-FLOAT_7_E5     85.270000     99.296875     39.270000     53.632812     19.510000     31.132812     118.94s
+FLOAT_7_E5     85.240000     99.906250     39.020000     81.250000     19.680000     58.492188     92.55s
-FLOAT_8_E1     86.080000     99.320312     36.530000     69.195312     17.620000     45.312500     202.51s
+FLOAT_8_E1     86.020000     99.906250     36.560000     87.281250     17.650000     65.671875     159.21s
-FLOAT_8_E2     87.870000     99.640625     41.830000     47.335938     19.320000     26.867188     202.51s
+FLOAT_8_E2     87.880000     99.937500     41.990000     84.531250     19.320000     58.984375     159.44s
-FLOAT_8_E3     88.730000     99.757812     44.970000     60.351562     19.860000     35.195312     202.19s
+FLOAT_8_E3     88.700000     99.968750     44.790000     89.960938     19.840000     63.648438     161.67s
-FLOAT_8_E4     88.630000     99.781250     44.840000     59.601562     19.950000     34.890625     202.12s
+FLOAT_8_E4     88.610000     99.960938     44.910000     89.015625     19.960000     62.531250     161.05s
-FLOAT_8_E5     88.150000     99.648438     44.280000     67.242188     20.160000     39.281250     202.64s
+FLOAT_8_E5     88.230000     99.937500     44.220000     90.843750     19.940000     68.031250     161.62s
-FLOAT_8_E6     85.200000     99.281250     38.980000     53.492188     19.830000     30.859375     202.72s
+FLOAT_8_E6     85.210000     99.867188     39.010000     81.570312     19.490000     58.164062     161.74s
--- a/ykl/ALL/robust_result/cifar10/AlexNet.xlsx
+++ b/ykl/ALL/robust_result/cifar10/AlexNet.xlsx
--- a/ykl/ALL/robust_result/cifar10/AlexNet_BN.txt
+++ b/ykl/ALL/robust_result/cifar10/AlexNet_BN.txt
 AlexNet_BN cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      90.130000     99.843750     48.620000     64.164062     19.220000     23.390625     14.21s
+Full      90.130000     99.976562     48.610000     67.304688     19.190000     28.429688     11.62s
-INT_2     10.000000     9.796875     10.000000     9.796875     10.000000     9.796875     28.30s
+INT_2     10.000000     10.156250     10.000000     10.156250     10.000000     10.156250     21.60s
-INT_3     14.040000     16.929688     10.000000     9.796875     10.000000     9.796875     31.25s
+INT_3     14.040000     17.890625     10.000000     10.156250     10.000000     10.156250     33.12s
-INT_4     48.760000     62.328125     15.280000     17.804688     13.540000     15.468750     35.92s
+INT_4     48.760000     74.398438     15.290000     13.703125     13.590000     9.960938     25.82s
-INT_5     76.310000     96.093750     23.750000     32.851562     16.270000     23.593750     28.12s
+INT_5     76.320000     99.343750     23.810000     42.835938     16.590000     30.820312     22.04s
-INT_6     88.910000     99.375000     43.970000     65.976562     24.860000     43.390625     31.49s
+INT_6     88.930000     99.937500     44.050000     69.210938     25.140000     42.804688     36.14s
-INT_7     89.790000     99.875000     47.430000     65.625000     24.060000     32.945312     33.04s
+INT_7     89.790000     99.968750     47.510000     66.906250     24.320000     34.296875     34.73s
-INT_8     90.240000     99.828125     47.930000     65.617188     21.380000     28.531250     34.08s
+INT_8     90.270000     99.960938     47.840000     68.234375     21.490000     31.757812     35.67s
-INT_9     90.070000     99.835938     48.230000     64.531250     20.100000     24.960938     31.51s
+INT_9     90.050000     99.976562     48.260000     67.492188     20.100000     29.445312     36.22s
-INT_10     90.100000     99.843750     48.380000     64.101562     19.560000     24.078125     31.64s
+INT_10     90.100000     99.976562     48.450000     67.679688     19.650000     29.046875     36.48s
-INT_11     90.120000     99.843750     48.360000     64.320312     19.390000     23.601562     30.91s
+INT_11     90.120000     99.976562     48.390000     67.460938     19.400000     28.601562     32.79s
-INT_12     90.160000     99.843750     48.490000     63.929688     19.300000     23.343750     33.59s
+INT_12     90.160000     99.976562     48.540000     67.273438     19.290000     28.453125     33.57s
-INT_13     90.140000     99.843750     48.490000     64.062500     19.200000     23.414062     37.41s
+INT_13     90.140000     99.976562     48.500000     67.312500     19.320000     28.453125     35.52s
-INT_14     90.130000     99.843750     48.550000     64.062500     19.200000     23.320312     34.77s
+INT_14     90.130000     99.976562     48.530000     67.289062     19.110000     28.406250     36.37s
-INT_15     90.140000     99.843750     48.650000     64.125000     19.310000     23.312500     34.93s
+INT_15     90.140000     99.976562     48.660000     67.335938     19.200000     28.406250     35.24s
-INT_16     90.130000     99.843750     48.610000     64.179688     19.170000     23.242188     27.59s
+INT_16     90.130000     99.976562     48.590000     67.382812     19.280000     28.468750     35.09s
-POT_2     10.000000     9.796875     10.000000     9.796875     10.000000     9.796875     40.82s
+POT_2     10.000000     10.156250     10.000000     10.156250     10.000000     10.156250     37.73s
-POT_3     17.480000     21.945312     10.930000     17.320312     10.470000     16.445312     39.56s
+POT_3     17.430000     25.765625     10.020000     14.835938     9.950000     13.992188     42.93s
-POT_4     74.750000     94.773438     28.570000     30.968750     16.050000     20.554688     46.32s
+POT_4     74.760000     99.062500     28.610000     36.507812     16.140000     24.250000     42.19s
-POT_5     74.280000     95.609375     30.290000     34.664062     16.780000     23.367188     56.10s
+POT_5     74.240000     99.093750     29.910000     37.445312     17.070000     23.445312     47.22s
-POT_6     74.770000     94.875000     30.550000     32.242188     17.040000     21.546875     77.70s
+POT_6     74.820000     99.070312     30.580000     36.539062     16.690000     23.656250     59.03s
-POT_7     74.510000     94.929688     30.430000     32.617188     16.910000     21.593750     120.50s
+POT_7     74.470000     99.093750     30.410000     36.781250     16.600000     23.429688     91.95s
-POT_8     74.440000     94.882812     30.590000     32.570312     17.060000     21.695312     203.68s
+POT_8     74.430000     99.062500     30.620000     36.375000     17.170000     23.664062     160.59s
-FLOAT_3_E1     23.080000     29.265625     10.980000     12.031250     10.450000     9.218750     40.04s
+FLOAT_3_E1     23.080000     30.632812     11.260000     12.554688     10.660000     11.289062     36.55s
-FLOAT_4_E1     68.200000     85.187500     20.790000     39.726562     14.550000     26.523438     46.18s
+FLOAT_4_E1     68.170000     92.265625     20.750000     40.234375     14.390000     27.406250     41.31s
-FLOAT_4_E2     72.840000     75.398438     24.180000     25.703125     18.250000     14.500000     46.47s
+FLOAT_4_E2     72.820000     94.984375     24.140000     36.531250     17.950000     29.382812     40.24s
-FLOAT_5_E1     82.640000     97.960938     33.660000     37.171875     19.340000     21.437500     56.24s
+FLOAT_5_E1     82.610000     99.281250     33.740000     53.000000     19.710000     30.765625     47.46s
-FLOAT_5_E2     85.490000     97.875000     39.450000     52.281250     22.870000     36.187500     56.42s
+FLOAT_5_E2     85.470000     99.773438     39.440000     49.210938     22.890000     31.976562     46.36s
-FLOAT_5_E3     87.690000     99.500000     44.720000     39.648438     22.760000     8.898438     55.78s
+FLOAT_5_E3     87.700000     99.898438     44.720000     54.546875     22.590000     27.132812     43.32s
-FLOAT_6_E1     85.790000     98.984375     40.120000     41.929688     20.980000     20.867188     77.81s
+FLOAT_6_E1     85.780000     99.742188     40.120000     51.828125     21.000000     27.710938     62.65s
-FLOAT_6_E2     87.740000     99.203125     42.470000     58.515625     21.300000     29.851562     77.15s
+FLOAT_6_E2     87.750000     99.929688     42.450000     54.093750     21.100000     31.609375     63.73s
-FLOAT_6_E3     89.570000     99.804688     48.220000     62.257812     21.390000     31.390625     77.14s
+FLOAT_6_E3     89.550000     99.968750     48.260000     65.695312     21.620000     28.757812     63.61s
-FLOAT_6_E4     87.980000     99.492188     45.690000     39.554688     22.790000     9.023438     77.11s
+FLOAT_6_E4     88.000000     99.898438     45.590000     55.273438     22.930000     27.945312     62.84s
-FLOAT_7_E1     86.840000     99.039062     41.350000     42.812500     19.330000     18.835938     120.79s
+FLOAT_7_E1     86.830000     99.851562     41.340000     53.375000     19.440000     27.085938     95.38s
-FLOAT_7_E2     88.630000     99.546875     44.440000     60.148438     21.050000     27.734375     120.65s
+FLOAT_7_E2     88.650000     99.960938     44.810000     59.593750     20.980000     30.406250     92.52s
-FLOAT_7_E3     89.950000     99.812500     48.060000     64.007812     19.780000     23.828125     120.79s
+FLOAT_7_E3     89.930000     99.976562     48.130000     66.914062     19.650000     30.203125     95.62s
-FLOAT_7_E4     89.280000     99.773438     48.030000     62.218750     21.390000     30.929688     120.54s
+FLOAT_7_E4     89.280000     99.960938     48.080000     64.726562     21.560000     28.585938     95.99s
-FLOAT_7_E5     87.790000     99.562500     45.490000     39.453125     22.620000     9.007812     120.39s
+FLOAT_7_E5     87.810000     99.906250     45.390000     55.476562     22.670000     27.445312     92.61s
-FLOAT_8_E1     86.990000     99.125000     42.250000     44.859375     19.130000     18.960938     203.77s
+FLOAT_8_E1     86.990000     99.867188     42.260000     54.820312     18.980000     27.117188     161.30s
-FLOAT_8_E2     88.850000     99.679688     44.820000     61.281250     20.120000     26.546875     203.59s
+FLOAT_8_E2     88.870000     99.929688     44.850000     60.468750     20.070000     29.796875     162.49s
-FLOAT_8_E3     90.120000     99.835938     48.090000     64.414062     19.210000     24.250000     203.75s
+FLOAT_8_E3     90.100000     99.976562     48.020000     67.773438     19.310000     29.164062     162.06s
-FLOAT_8_E4     89.810000     99.804688     48.030000     63.921875     19.600000     23.882812     203.55s
+FLOAT_8_E4     89.800000     99.976562     48.030000     66.960938     19.850000     30.078125     162.40s
-FLOAT_8_E5     89.560000     99.804688     48.230000     62.453125     21.530000     31.429688     203.70s
+FLOAT_8_E5     89.560000     99.968750     48.370000     65.421875     21.540000     28.804688     162.15s
-FLOAT_8_E6     87.870000     99.515625     45.530000     39.664062     22.880000     9.023438     204.57s
+FLOAT_8_E6     87.880000     99.890625     45.520000     55.187500     22.780000     28.109375     162.52s
--- a/ykl/ALL/robust_result/cifar10/AlexNet_BN.xlsx
+++ b/ykl/ALL/robust_result/cifar10/AlexNet_BN.xlsx
--- a/ykl/ALL/robust_result/cifar10/AlexNet_BN_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10/AlexNet_BN_adjust.txt
 AlexNet_BN cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      90.130000     98.140625     48.620000     53.664062     19.240000     21.531250     14.11s
+Full      90.130000     91.062500     48.610000     38.828125     19.260000     21.398438     12.66s
-INT_2     10.000000     9.859375     10.000000     9.859375     10.000000     9.859375     35.01s
+INT_2     10.000000     10.296875     10.000000     10.296875     10.000000     10.296875     35.11s
-INT_3     14.040000     14.937500     10.000000     9.859375     10.000000     9.859375     32.19s
+INT_3     14.040000     12.007812     10.000000     10.296875     10.000000     10.296875     36.84s
-INT_4     48.760000     50.593750     15.270000     15.078125     13.680000     11.140625     33.45s
+INT_4     48.760000     28.273438     14.790000     10.976562     13.390000     9.742188     35.88s
-INT_5     76.310000     89.203125     23.770000     24.539062     16.410000     15.882812     35.46s
+INT_5     76.320000     64.187500     23.870000     22.929688     16.550000     18.015625     36.24s
-INT_6     88.910000     97.398438     44.340000     59.687500     25.030000     34.093750     34.29s
+INT_6     88.930000     81.875000     44.510000     36.875000     24.740000     25.710938     36.44s
-INT_7     89.790000     98.390625     47.460000     57.789062     24.340000     28.945312     34.86s
+INT_7     89.790000     91.179688     47.360000     37.539062     24.110000     23.421875     36.47s
-INT_8     90.240000     98.226562     48.240000     55.875000     21.340000     24.593750     28.40s
+INT_8     90.270000     90.492188     47.970000     38.859375     21.460000     23.406250     35.81s
-INT_9     90.070000     98.210938     48.250000     54.171875     20.160000     22.367188     35.74s
+INT_9     90.050000     91.093750     48.450000     38.812500     20.380000     22.164062     26.21s
-INT_10     90.100000     98.148438     48.370000     53.789062     19.640000     22.046875     27.08s
+INT_10     90.100000     91.007812     48.340000     38.875000     19.710000     21.765625     35.04s
-INT_11     90.120000     98.140625     48.360000     53.882812     19.380000     21.640625     28.42s
+INT_11     90.120000     91.054688     48.290000     38.789062     19.300000     21.656250     23.97s
-INT_12     90.160000     98.156250     48.430000     53.468750     19.290000     21.445312     35.95s
+INT_12     90.160000     91.062500     48.470000     38.757812     19.310000     21.468750     35.02s
-INT_13     90.140000     98.164062     48.510000     53.726562     19.230000     21.523438     33.68s
+INT_13     90.140000     91.062500     48.510000     38.757812     19.140000     21.421875     34.42s
-INT_14     90.130000     98.156250     48.610000     53.640625     19.320000     21.492188     35.24s
+INT_14     90.130000     91.062500     48.620000     38.789062     19.210000     21.414062     30.86s
-INT_15     90.140000     98.156250     48.630000     53.695312     19.190000     21.484375     32.02s
+INT_15     90.140000     91.062500     48.630000     38.765625     19.290000     21.382812     34.77s
-INT_16     90.130000     98.148438     48.590000     53.648438     19.190000     21.468750     30.39s
+INT_16     90.130000     91.054688     48.570000     38.765625     19.270000     21.437500     35.31s
-POT_2     10.000000     9.859375     10.000000     9.859375     10.000000     9.859375     36.74s
+POT_2     10.000000     10.296875     10.000000     10.296875     10.000000     10.296875     46.27s
-POT_3     17.480000     18.789062     10.110000     11.898438     10.070000     9.265625     39.12s
+POT_3     17.430000     18.187500     10.000000     11.531250     10.220000     11.460938     40.41s
-POT_4     74.750000     82.226562     28.580000     19.375000     16.420000     4.570312     44.06s
+POT_4     74.770000     73.265625     28.550000     26.367188     16.370000     20.390625     40.61s
-POT_5     74.280000     82.382812     30.280000     20.734375     16.600000     3.804688     54.91s
+POT_5     74.240000     72.046875     30.290000     30.625000     16.890000     23.726562     49.17s
-POT_6     74.770000     81.304688     30.540000     19.132812     16.790000     3.882812     75.97s
+POT_6     74.800000     73.281250     30.580000     27.718750     17.060000     20.828125     62.51s
-POT_7     74.510000     81.250000     30.410000     19.304688     17.110000     4.023438     120.26s
+POT_7     74.470000     73.250000     30.400000     27.960938     16.990000     20.898438     95.41s
-POT_8     74.440000     81.210938     30.580000     19.148438     16.620000     4.062500     202.14s
+POT_8     74.430000     73.585938     30.560000     27.765625     16.850000     20.468750     161.43s
-FLOAT_3_E1     23.080000     30.210938     11.580000     12.078125     10.740000     10.859375     38.64s
+FLOAT_3_E1     23.080000     25.921875     11.380000     14.140625     10.840000     13.039062     40.21s
-FLOAT_4_E1     68.200000     79.320312     20.760000     27.664062     14.320000     22.875000     43.86s
+FLOAT_4_E1     68.170000     60.023438     21.470000     29.671875     14.870000     24.898438     39.26s
-FLOAT_4_E2     72.840000     62.210938     24.170000     24.750000     18.080000     20.062500     44.07s
+FLOAT_4_E2     72.810000     49.695312     24.190000     20.257812     18.220000     17.062500     38.71s
-FLOAT_5_E1     82.640000     93.945312     34.060000     25.593750     19.360000     8.656250     54.97s
+FLOAT_5_E1     82.610000     76.593750     34.510000     29.273438     19.630000     22.343750     45.00s
-FLOAT_5_E2     85.490000     93.062500     39.460000     45.640625     22.900000     32.156250     55.10s
+FLOAT_5_E2     85.470000     78.242188     39.400000     27.156250     22.580000     18.781250     42.46s
-FLOAT_5_E3     87.690000     97.679688     44.720000     52.140625     22.650000     33.414062     56.69s
+FLOAT_5_E3     87.700000     88.054688     45.120000     33.617188     22.630000     22.179688     42.63s
-FLOAT_6_E1     85.790000     97.007812     40.050000     23.304688     20.800000     2.242188     78.21s
+FLOAT_6_E1     85.780000     82.664062     39.940000     30.523438     20.840000     21.328125     58.43s
-FLOAT_6_E2     87.740000     96.273438     42.320000     46.750000     21.030000     23.171875     78.11s
+FLOAT_6_E2     87.750000     83.468750     42.580000     31.382812     21.330000     19.210938     58.39s
-FLOAT_6_E3     89.570000     98.117188     48.210000     54.781250     21.460000     33.867188     77.11s
+FLOAT_6_E3     89.550000     88.476562     48.230000     35.531250     21.740000     20.460938     58.47s
-FLOAT_6_E4     87.980000     97.796875     45.490000     51.765625     22.620000     33.242188     77.57s
+FLOAT_6_E4     87.990000     87.625000     45.560000     33.328125     22.570000     21.968750     58.41s
-FLOAT_7_E1     86.840000     97.500000     40.980000     23.367188     19.280000     2.437500     120.82s
+FLOAT_7_E1     86.830000     85.484375     41.060000     30.273438     19.290000     19.765625     95.96s
-FLOAT_7_E2     88.630000     97.476562     44.790000     49.515625     21.340000     21.687500     120.77s
+FLOAT_7_E2     88.640000     87.718750     44.460000     33.757812     21.010000     19.914062     95.70s
-FLOAT_7_E3     89.950000     98.000000     47.930000     54.250000     19.720000     23.625000     120.26s
+FLOAT_7_E3     89.930000     90.515625     48.110000     38.796875     19.820000     22.070312     93.19s
-FLOAT_7_E4     89.280000     98.210938     48.330000     54.109375     21.410000     33.726562     121.09s
+FLOAT_7_E4     89.260000     88.460938     48.030000     35.656250     21.460000     20.367188     95.11s
-FLOAT_7_E5     87.790000     97.656250     44.930000     50.390625     22.760000     32.015625     120.11s
+FLOAT_7_E5     87.810000     87.570312     45.390000     33.289062     22.500000     22.054688     95.74s
-FLOAT_8_E1     86.990000     97.312500     42.130000     24.601562     18.890000     2.265625     204.38s
+FLOAT_8_E1     86.990000     86.273438     41.880000     30.812500     19.240000     19.695312     161.59s
-FLOAT_8_E2     88.850000     97.835938     44.780000     50.250000     20.240000     21.273438     203.89s
+FLOAT_8_E2     88.870000     88.820312     45.090000     35.101562     20.180000     21.062500     161.42s
-FLOAT_8_E3     90.120000     97.992188     47.990000     53.593750     19.320000     21.429688     203.68s
+FLOAT_8_E3     90.100000     90.664062     47.900000     38.351562     19.290000     21.515625     161.45s
-FLOAT_8_E4     89.810000     97.984375     48.180000     54.085938     19.630000     23.789062     203.57s
+FLOAT_8_E4     89.800000     90.562500     48.230000     38.992188     19.730000     22.078125     160.13s
-FLOAT_8_E5     89.560000     98.187500     48.020000     54.031250     21.520000     33.882812     203.36s
+FLOAT_8_E5     89.560000     88.507812     48.200000     35.367188     21.490000     20.648438     161.57s
-FLOAT_8_E6     87.870000     97.664062     45.340000     51.070312     22.850000     32.656250     203.67s
+FLOAT_8_E6     87.880000     87.609375     45.400000     33.148438     22.670000     21.898438     162.22s
--- a/ykl/ALL/robust_result/cifar10/AlexNet_BN_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10/AlexNet_BN_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10/AlexNet_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10/AlexNet_adjust.txt
 AlexNet cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      88.640000     98.367188     45.350000     44.460938     19.840000     18.523438     12.74s
+Full      88.640000     95.859375     45.340000     48.312500     19.870000     19.773438     11.55s
-INT_2     10.000000     9.664062     10.000000     9.664062     10.000000     9.664062     25.70s
+INT_2     10.000000     9.882812     10.000000     9.882812     10.000000     9.882812     26.12s
-INT_3     10.120000     11.695312     10.000000     9.734375     10.000000     9.734375     26.12s
+INT_3     10.120000     9.585938     10.000000     9.828125     10.000000     9.828125     28.13s
-INT_4     55.630000     32.539062     14.140000     15.945312     11.180000     12.492188     26.08s
+INT_4     55.760000     21.328125     14.210000     12.359375     11.580000     10.000000     28.33s
-INT_5     82.870000     91.015625     38.720000     39.273438     29.440000     32.289062     27.52s
+INT_5     82.890000     75.414062     37.630000     37.070312     28.830000     30.320312     27.25s
-INT_6     87.290000     96.789062     43.940000     42.273438     30.270000     30.421875     26.53s
+INT_6     87.300000     89.273438     44.030000     45.296875     30.470000     33.867188     28.50s
-INT_7     88.210000     98.171875     44.080000     45.671875     25.950000     25.851562     27.96s
+INT_7     88.230000     92.593750     44.110000     48.296875     26.070000     29.820312     27.30s
-INT_8     88.450000     98.320312     45.320000     45.484375     23.240000     21.710938     26.62s
+INT_8     88.420000     95.539062     45.360000     49.085938     23.120000     24.617188     26.47s
-INT_9     88.620000     98.382812     45.110000     44.523438     21.210000     19.460938     28.96s
+INT_9     88.570000     95.515625     45.290000     48.234375     21.130000     21.718750     29.46s
-INT_10     88.700000     98.382812     45.330000     44.515625     20.510000     19.023438     27.46s
+INT_10     88.690000     95.695312     45.350000     48.578125     20.470000     20.601562     30.35s
-INT_11     88.660000     98.351562     45.370000     44.546875     20.060000     18.617188     28.68s
+INT_11     88.670000     95.773438     45.480000     48.492188     20.190000     19.968750     23.86s
-INT_12     88.650000     98.367188     45.280000     44.601562     19.970000     18.515625     28.58s
+INT_12     88.650000     95.820312     45.260000     48.203125     19.960000     19.843750     29.32s
-INT_13     88.610000     98.359375     45.300000     44.445312     19.930000     18.539062     28.37s
+INT_13     88.620000     95.835938     45.320000     48.273438     19.860000     19.718750     21.08s
-INT_14     88.630000     98.367188     45.280000     44.390625     19.850000     18.515625     28.09s
+INT_14     88.650000     95.851562     45.260000     48.296875     19.810000     19.781250     20.28s
-INT_15     88.620000     98.375000     45.340000     44.437500     19.920000     18.484375     27.94s
+INT_15     88.620000     95.859375     45.300000     48.343750     19.880000     19.820312     21.88s
-INT_16     88.640000     98.359375     45.360000     44.453125     19.860000     18.500000     29.81s
+INT_16     88.630000     95.867188     45.350000     48.343750     19.870000     19.742188     20.06s
-POT_2     10.000000     9.664062     10.000000     9.664062     10.000000     9.664062     38.80s
+POT_2     10.000000     9.882812     10.000000     9.882812     10.000000     9.882812     34.26s
-POT_3     16.660000     22.265625     10.000000     9.734375     10.000000     9.734375     39.44s
+POT_3     16.660000     11.054688     10.010000     9.828125     10.010000     9.828125     35.33s
-POT_4     69.820000     80.359375     28.350000     21.015625     17.140000     16.023438     44.81s
+POT_4     69.720000     72.195312     27.940000     22.312500     17.210000     16.585938     36.98s
-POT_5     69.760000     81.335938     27.910000     20.648438     15.550000     15.398438     54.06s
+POT_5     69.820000     72.960938     27.650000     21.328125     15.360000     15.257812     44.30s
-POT_6     70.700000     82.140625     27.860000     20.617188     15.480000     15.296875     75.89s
+POT_6     70.690000     72.507812     27.950000     21.875000     15.300000     15.398438     61.61s
-POT_7     70.330000     81.703125     27.980000     20.531250     15.410000     15.296875     118.40s
+POT_7     70.350000     72.914062     27.880000     21.367188     15.550000     15.148438     93.04s
-POT_8     69.780000     81.601562     27.390000     20.640625     15.190000     15.539062     202.54s
+POT_8     69.880000     73.070312     27.670000     21.289062     15.590000     15.109375     159.20s
-FLOAT_3_E1     23.290000     23.593750     14.870000     17.546875     12.380000     13.703125     38.63s
+FLOAT_3_E1     23.040000     23.671875     14.810000     19.656250     12.180000     15.976562     30.31s
-FLOAT_4_E1     68.090000     78.453125     23.870000     25.351562     17.530000     19.164062     45.01s
+FLOAT_4_E1     68.130000     66.664062     24.490000     28.875000     17.330000     22.562500     36.84s
-FLOAT_4_E2     66.380000     64.734375     24.690000     28.187500     20.490000     24.898438     44.96s
+FLOAT_4_E2     66.690000     41.289062     24.390000     22.781250     20.260000     20.023438     37.31s
-FLOAT_5_E1     79.440000     91.828125     28.910000     34.781250     18.920000     23.375000     54.94s
+FLOAT_5_E1     79.460000     82.484375     28.880000     32.195312     18.880000     22.320312     44.82s
-FLOAT_5_E2     84.040000     90.421875     38.090000     39.320312     23.950000     24.382812     54.86s
+FLOAT_5_E2     83.980000     78.796875     38.050000     38.343750     24.160000     25.937500     44.75s
-FLOAT_5_E3     85.010000     96.132812     39.170000     42.804688     19.610000     21.914062     54.40s
+FLOAT_5_E3     84.950000     89.390625     39.050000     38.515625     19.540000     20.539062     43.53s
-FLOAT_6_E1     83.300000     92.437500     33.340000     48.632812     18.750000     28.976562     76.28s
+FLOAT_6_E1     83.310000     87.921875     33.350000     43.343750     18.760000     25.039062     58.19s
-FLOAT_6_E2     87.160000     95.906250     40.520000     36.976562     21.800000     19.195312     76.35s
+FLOAT_6_E2     87.120000     88.531250     40.590000     37.906250     21.890000     21.085938     58.11s
-FLOAT_6_E3     88.000000     98.132812     44.240000     46.445312     20.020000     18.070312     75.01s
+FLOAT_6_E3     87.990000     93.718750     44.360000     48.609375     20.210000     20.351562     57.93s
-FLOAT_6_E4     85.260000     96.414062     39.190000     42.765625     19.890000     21.921875     76.13s
+FLOAT_6_E4     85.210000     89.656250     39.180000     37.476562     19.930000     19.718750     58.23s
-FLOAT_7_E1     85.010000     94.062500     35.230000     57.640625     17.780000     35.171875     118.51s
+FLOAT_7_E1     85.030000     88.312500     35.140000     47.812500     18.060000     25.906250     91.86s
-FLOAT_7_E2     87.530000     96.648438     41.790000     33.414062     20.990000     15.617188     119.42s
+FLOAT_7_E2     87.540000     91.695312     41.970000     37.226562     20.980000     17.679688     94.28s
-FLOAT_7_E3     88.620000     98.375000     44.910000     45.765625     19.990000     19.265625     118.86s
+FLOAT_7_E3     88.650000     95.453125     44.930000     48.140625     20.010000     21.007812     94.63s
-FLOAT_7_E4     88.100000     98.046875     44.130000     46.031250     19.990000     18.000000     118.58s
+FLOAT_7_E4     88.110000     93.734375     44.070000     48.078125     20.130000     20.195312     93.68s
-FLOAT_7_E5     85.250000     96.125000     39.210000     42.187500     19.480000     21.625000     119.04s
+FLOAT_7_E5     85.230000     89.429688     39.150000     37.304688     19.880000     19.429688     94.21s
-FLOAT_8_E1     86.050000     95.023438     36.430000     57.023438     17.670000     33.640625     202.68s
+FLOAT_8_E1     86.080000     89.343750     36.570000     48.812500     17.650000     24.742188     160.78s
-FLOAT_8_E2     87.840000     96.796875     42.310000     31.882812     19.590000     14.875000     202.56s
+FLOAT_8_E2     87.870000     92.304688     42.340000     35.843750     19.240000     16.101562     160.98s
-FLOAT_8_E3     88.720000     98.507812     44.790000     45.359375     19.850000     18.406250     203.11s
+FLOAT_8_E3     88.700000     95.898438     44.780000     48.742188     19.900000     20.609375     159.82s
-FLOAT_8_E4     88.620000     98.343750     44.770000     45.515625     20.090000     19.156250     203.37s
+FLOAT_8_E4     88.620000     95.226562     44.780000     47.507812     19.930000     20.953125     159.36s
-FLOAT_8_E5     88.150000     98.187500     44.180000     45.843750     20.120000     18.125000     203.58s
+FLOAT_8_E5     88.210000     93.773438     44.070000     48.421875     20.090000     20.195312     159.44s
-FLOAT_8_E6     85.170000     96.140625     38.670000     42.554688     19.550000     21.828125     203.49s
+FLOAT_8_E6     85.220000     89.656250     38.670000     37.437500     19.480000     19.765625     159.55s
--- a/ykl/ALL/robust_result/cifar10/AlexNet_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10/AlexNet_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10/Inception_BN.txt
+++ b/ykl/ALL/robust_result/cifar10/Inception_BN.txt
 Inception_BN cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      94.830000     99.976562     42.840000     61.320312     7.240000     4.601562     158.12s
+Full      94.840000     100.000000     42.780000     68.640625     7.230000     12.726562     159.12s
-INT_2     10.000000     10.039062     10.000000     10.039062     10.000000     10.039062     289.91s
+INT_2     10.000000     9.695312     10.000000     9.695312     10.000000     9.695312     314.70s
-INT_3     10.680000     11.445312     10.090000     9.281250     10.320000     9.921875     286.58s
+INT_3     11.190000     10.789062     9.860000     11.015625     9.250000     10.351562     282.15s
-INT_4     29.840000     34.031250     13.340000     25.953125     11.530000     23.289062     309.70s
+INT_4     30.290000     56.968750     10.690000     22.523438     10.230000     23.835938     303.39s
-INT_5     80.350000     87.601562     31.260000     43.593750     16.150000     26.859375     310.38s
+INT_5     80.740000     99.078125     27.880000     52.000000     14.870000     33.976562     313.97s
-INT_6     93.480000     99.765625     41.320000     58.539062     12.690000     23.078125     314.44s
+INT_6     93.410000     100.000000     41.890000     58.882812     13.820000     27.445312     311.68s
-INT_7     94.540000     99.976562     42.930000     61.117188     9.610000     11.625000     313.02s
+INT_7     94.470000     100.000000     44.490000     65.687500     10.510000     18.789062     310.58s
-INT_8     94.830000     99.976562     43.680000     61.593750     8.100000     6.328125     311.08s
+INT_8     94.830000     100.000000     43.240000     68.648438     8.650000     14.890625     320.47s
-INT_9     94.840000     99.960938     43.210000     60.367188     7.430000     4.828125     309.57s
+INT_9     94.770000     100.000000     42.900000     68.359375     7.640000     13.453125     317.92s
-INT_10     94.790000     99.968750     42.950000     60.304688     7.220000     4.656250     305.39s
+INT_10     94.840000     100.000000     42.770000     68.109375     7.390000     12.953125     283.89s
-INT_11     94.840000     99.968750     42.830000     60.445312     7.210000     4.523438     308.33s
+INT_11     94.830000     100.000000     42.900000     68.460938     7.180000     12.898438     302.49s
-INT_12     94.850000     99.968750     42.900000     60.382812     7.230000     4.507812     313.92s
+INT_12     94.870000     100.000000     42.760000     68.335938     7.250000     12.843750     325.46s
-INT_13     94.820000     99.968750     42.740000     60.468750     7.250000     4.515625     292.75s
+INT_13     94.840000     100.000000     42.690000     68.390625     7.200000     12.882812     312.06s
-INT_14     94.830000     99.968750     42.790000     60.414062     7.060000     4.531250     309.78s
+INT_14     94.840000     100.000000     42.730000     68.492188     7.160000     12.843750     318.80s
-INT_15     94.810000     99.968750     42.850000     60.398438     7.250000     4.523438     309.29s
+INT_15     94.830000     100.000000     42.860000     68.414062     7.160000     12.882812     317.39s
-INT_16     94.830000     99.968750     42.800000     60.445312     7.200000     4.492188     307.34s
+INT_16     94.830000     100.000000     42.970000     68.460938     7.150000     12.804688     311.29s
-POT_2     10.000000     10.039062     10.000000     10.039062     10.000000     10.039062     449.54s
+POT_2     10.000000     9.695312     10.000000     9.695312     10.000000     9.695312     440.67s
-POT_3     11.500000     8.343750     9.780000     9.632812     9.630000     9.210938     502.14s
+POT_3     11.710000     11.796875     10.220000     10.632812     9.910000     10.257812     499.91s
-POT_4     38.810000     24.929688     14.590000     15.445312     10.510000     13.671875     639.36s
+POT_4     39.190000     86.203125     25.300000     39.031250     18.300000     24.617188     638.73s
-POT_5     40.190000     39.179688     16.720000     26.164062     13.180000     21.125000     909.17s
+POT_5     39.970000     58.414062     17.850000     15.835938     11.930000     10.156250     903.95s
-POT_6     23.960000     24.367188     13.880000     16.445312     9.070000     13.445312     1425.79s
+POT_6     24.110000     39.843750     16.870000     13.609375     11.480000     9.406250     1419.10s
-POT_7     38.480000     48.031250     18.230000     26.125000     10.690000     18.312500     2487.01s
+POT_7     38.160000     69.351562     18.800000     15.687500     13.000000     14.617188     2479.35s
-POT_8     40.730000     42.921875     19.370000     23.312500     12.090000     14.000000     4562.34s
+POT_8     42.380000     71.687500     20.860000     19.179688     12.220000     11.484375     4553.80s
-FLOAT_3_E1     10.000000     9.890625     9.910000     9.218750     10.140000     9.398438     503.88s
+FLOAT_3_E1     10.070000     9.921875     10.000000     9.921875     10.010000     9.929688     498.83s
-FLOAT_4_E1     19.150000     30.679688     20.670000     15.750000     14.380000     12.265625     640.31s
+FLOAT_4_E1     17.330000     43.562500     22.010000     16.273438     13.050000     14.789062     638.79s
-FLOAT_4_E2     54.380000     44.984375     16.450000     25.640625     10.530000     16.679688     640.48s
+FLOAT_4_E2     54.070000     85.593750     16.550000     30.296875     10.690000     20.828125     639.04s
-FLOAT_5_E1     60.290000     76.406250     28.360000     38.593750     15.290000     22.578125     906.06s
+FLOAT_5_E1     59.350000     93.437500     28.440000     46.585938     15.050000     32.585938     903.64s
-FLOAT_5_E2     85.500000     98.218750     37.320000     39.484375     17.170000     17.351562     906.78s
+FLOAT_5_E2     85.420000     99.882812     32.640000     41.015625     16.570000     18.460938     903.75s
-FLOAT_5_E3     86.480000     99.593750     40.220000     59.359375     13.480000     26.515625     907.52s
+FLOAT_5_E3     86.560000     99.812500     37.710000     52.234375     15.170000     28.453125     904.53s
-FLOAT_6_E1     76.320000     95.289062     30.400000     43.734375     12.730000     19.054688     1420.68s
+FLOAT_6_E1     76.170000     99.468750     31.270000     48.234375     12.900000     24.906250     1416.71s
-FLOAT_6_E2     92.260000     99.859375     40.440000     46.671875     14.370000     13.015625     1424.48s
+FLOAT_6_E2     92.320000     99.984375     41.310000     66.632812     15.030000     29.210938     1417.22s
-FLOAT_6_E3     93.400000     99.929688     43.200000     62.179688     11.020000     16.570312     1426.48s
+FLOAT_6_E3     93.410000     100.000000     42.730000     60.562500     10.920000     19.085938     1419.16s
-FLOAT_6_E4     86.480000     99.500000     38.810000     51.578125     14.470000     22.687500     1422.52s
+FLOAT_6_E4     86.650000     99.968750     39.640000     62.695312     13.870000     33.812500     1420.92s
-FLOAT_7_E1     78.170000     97.359375     31.890000     42.812500     11.760000     14.968750     2480.58s
+FLOAT_7_E1     78.420000     99.882812     31.710000     50.265625     11.920000     21.695312     2478.14s
-FLOAT_7_E2     93.010000     99.914062     42.120000     46.851562     13.230000     9.828125     2480.65s
+FLOAT_7_E2     93.160000     99.992188     41.380000     59.921875     13.400000     17.835938     2478.68s
-FLOAT_7_E3     94.470000     99.976562     43.230000     57.070312     8.860000     6.117188     2485.42s
+FLOAT_7_E3     94.420000     100.000000     43.700000     70.140625     9.330000     16.039062     2480.34s
-FLOAT_7_E4     93.430000     99.953125     42.890000     63.476562     11.410000     17.773438     2486.79s
+FLOAT_7_E4     93.390000     100.000000     42.990000     65.554688     11.060000     21.835938     2480.62s
-FLOAT_7_E5     87.980000     98.765625     38.120000     51.718750     14.820000     25.601562     2484.98s
+FLOAT_7_E5     88.260000     99.960938     38.530000     62.062500     13.230000     31.546875     2480.32s
+FLOAT_8_E1     82.480000     99.859375     32.290000     51.734375     10.870000     20.750000     4552.20s
+FLOAT_8_E2     93.720000     99.992188     41.040000     61.976562     11.850000     18.085938     4553.95s
+FLOAT_8_E3     94.800000     100.000000     42.930000     68.507812     8.000000     13.492188     4557.31s
+FLOAT_8_E4     94.500000     100.000000     43.290000     69.257812     9.050000     16.257812     4561.96s
+FLOAT_8_E5     93.220000     100.000000     42.310000     60.828125     11.090000     19.515625     4561.87s
+FLOAT_8_E6     87.720000     99.750000     37.610000     56.781250     14.090000     31.648438     4562.20s
--- a/ykl/ALL/robust_result/cifar10/Inception_BN.xlsx
+++ b/ykl/ALL/robust_result/cifar10/Inception_BN.xlsx
--- a/ykl/ALL/robust_result/cifar10/Inception_BN_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10/Inception_BN_adjust.txt
 Inception_BN cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      94.830000     88.007812     42.810000     46.429688     7.230000     5.210938     157.45s
+Full      94.840000     95.078125     42.750000     41.726562     7.220000     7.421875     230.02s
-INT_2     10.000000     9.539062     10.000000     9.539062     10.000000     9.539062     312.83s
+INT_2     10.000000     9.718750     10.000000     9.718750     10.000000     9.718750     365.64s
-INT_3     10.750000     7.906250     9.430000     10.664062     9.670000     9.742188     273.20s
+INT_3     10.460000     10.273438     10.850000     9.429688     10.340000     9.242188     365.24s
-INT_4     29.690000     28.929688     14.540000     19.476562     10.040000     15.421875     327.39s
+INT_4     29.940000     17.429688     14.270000     13.875000     10.530000     14.945312     368.69s
-INT_5     80.670000     59.156250     30.230000     29.742188     16.490000     18.468750     326.41s
+INT_5     80.500000     53.632812     33.510000     35.109375     16.580000     25.281250     370.48s
-INT_6     93.540000     79.750000     42.680000     40.429688     13.360000     15.554688     313.06s
+INT_6     93.450000     86.859375     42.360000     35.437500     12.250000     14.976562     370.84s
-INT_7     94.510000     86.109375     42.520000     45.703125     9.560000     10.015625     321.22s
+INT_7     94.570000     94.789062     44.270000     38.632812     10.020000     9.875000     368.34s
-INT_8     94.860000     86.617188     43.170000     45.945312     8.010000     5.648438     317.96s
+INT_8     94.810000     94.781250     43.320000     40.656250     8.130000     7.984375     369.72s
-INT_9     94.810000     85.437500     43.200000     45.750000     7.580000     5.710938     326.22s
+INT_9     94.880000     94.226562     42.990000     40.382812     7.470000     7.679688     368.32s
-INT_10     94.840000     85.554688     42.920000     45.273438     7.240000     5.296875     308.54s
+INT_10     94.810000     94.242188     42.920000     40.664062     7.290000     7.515625     370.66s
-INT_11     94.840000     85.335938     42.870000     45.500000     7.360000     5.328125     308.32s
+INT_11     94.840000     94.375000     42.810000     40.773438     7.170000     7.289062     368.69s
-INT_12     94.850000     85.539062     42.750000     45.359375     7.230000     5.234375     319.09s
+INT_12     94.850000     94.304688     42.700000     40.703125     7.190000     7.187500     366.69s
-INT_13     94.820000     85.296875     42.870000     45.484375     7.120000     5.171875     313.66s
+INT_13     94.840000     94.328125     42.810000     40.648438     7.320000     7.164062     364.85s
-INT_14     94.840000     85.359375     42.820000     45.460938     7.210000     5.164062     308.37s
+INT_14     94.830000     94.289062     42.890000     40.648438     7.250000     7.210938     366.21s
-INT_15     94.810000     85.585938     42.770000     45.515625     7.200000     5.226562     309.83s
+INT_15     94.800000     94.289062     42.800000     40.640625     7.200000     7.242188     370.93s
-INT_16     94.830000     85.632812     42.780000     45.523438     7.270000     5.210938     312.72s
+INT_16     94.830000     94.289062     42.870000     40.562500     7.130000     7.281250     370.24s
-POT_2     10.000000     9.539062     10.000000     9.539062     10.000000     9.539062     442.95s
+POT_2     10.000000     9.718750     10.000000     9.718750     10.000000     9.718750     601.08s
-POT_3     11.540000     10.664062     10.350000     9.187500     10.290000     9.710938     500.26s
+POT_3     11.430000     10.703125     10.650000     10.195312     10.320000     10.109375     686.37s
-POT_4     38.340000     21.226562     26.370000     22.453125     16.150000     11.648438     639.03s
+POT_4     39.230000     24.710938     21.770000     19.046875     14.730000     17.929688     858.71s
-POT_5     39.980000     34.382812     17.060000     16.164062     11.520000     11.773438     908.58s
+POT_5     40.290000     29.742188     22.820000     23.421875     15.940000     21.726562     1196.08s
-POT_6     24.030000     15.484375     13.480000     11.171875     9.170000     10.406250     1426.20s
+POT_6     24.020000     17.906250     22.950000     27.687500     16.360000     25.210938     1856.77s
-POT_7     38.250000     40.664062     22.170000     20.437500     15.010000     9.546875     2483.35s
+POT_7     38.760000     30.343750     19.840000     15.718750     11.280000     14.492188     3214.18s
-POT_8     41.360000     32.523438     23.510000     20.164062     14.980000     12.617188     4567.44s
+POT_8     41.310000     32.125000     23.470000     21.703125     14.200000     15.023438     5820.29s
-FLOAT_3_E1     10.030000     9.968750     9.950000     9.984375     10.060000     10.132812     503.42s
+FLOAT_3_E1     10.010000     9.718750     10.000000     9.718750     10.000000     9.718750     686.32s
-FLOAT_4_E1     17.620000     28.054688     19.260000     16.750000     14.870000     11.382812     639.87s
+FLOAT_4_E1     19.030000     14.632812     16.200000     13.937500     11.540000     11.453125     857.40s
-FLOAT_4_E2     54.990000     26.539062     16.470000     19.804688     10.100000     9.843750     640.43s
+FLOAT_4_E2     54.370000     39.140625     23.220000     24.398438     13.690000     18.921875     857.03s
-FLOAT_5_E1     59.920000     48.804688     28.060000     29.125000     14.400000     19.906250     905.43s
+FLOAT_5_E1     59.600000     45.625000     25.810000     28.820312     12.370000     15.562500     1193.96s
-FLOAT_5_E2     85.410000     71.265625     33.910000     26.796875     16.600000     12.984375     910.60s
+FLOAT_5_E2     85.590000     76.921875     35.130000     25.570312     16.800000     7.625000     1194.17s
-FLOAT_5_E3     86.580000     72.437500     37.810000     41.031250     13.790000     18.593750     903.49s
+FLOAT_5_E3     86.340000     86.984375     37.470000     42.226562     13.490000     18.960938     1194.70s
-FLOAT_6_E1     76.300000     58.875000     30.310000     32.015625     12.410000     15.710938     1420.05s
+FLOAT_6_E1     76.000000     60.804688     28.930000     34.359375     12.270000     18.390625     1855.91s
-FLOAT_6_E2     92.190000     88.070312     41.010000     36.132812     14.840000     9.726562     1419.32s
+FLOAT_6_E2     92.410000     90.937500     40.040000     32.726562     12.790000     12.062500     1855.39s
-FLOAT_6_E3     93.290000     86.539062     42.810000     42.671875     11.900000     12.796875     1422.39s
+FLOAT_6_E3     93.250000     90.656250     42.860000     35.531250     11.750000     9.101562     1855.62s
-FLOAT_6_E4     86.740000     78.867188     39.560000     44.601562     14.680000     18.531250     1421.04s
+FLOAT_6_E4     86.730000     80.906250     37.080000     40.640625     13.500000     19.031250     1855.54s
-FLOAT_7_E1     78.370000     58.156250     30.890000     33.570312     11.620000     14.000000     2480.21s
+FLOAT_7_E1     78.430000     62.835938     30.440000     37.726562     11.450000     18.687500     3214.38s
-FLOAT_7_E2     93.030000     88.695312     42.090000     39.156250     13.060000     9.492188     2483.90s
+FLOAT_7_E2     93.020000     92.054688     41.280000     32.671875     12.670000     9.757812     3214.59s
-FLOAT_7_E3     94.450000     88.250000     43.370000     43.000000     9.310000     6.257812     2482.01s
+FLOAT_7_E3     94.450000     93.835938     43.580000     40.140625     8.820000     11.117188     3214.45s
-FLOAT_7_E4     93.570000     85.632812     43.480000     43.718750     11.540000     13.203125     2481.06s
+FLOAT_7_E4     93.420000     93.171875     43.820000     37.226562     11.210000     6.117188     3214.26s
-FLOAT_7_E5     88.000000     68.929688     39.650000     41.398438     14.730000     17.562500     2482.61s
+FLOAT_7_E5     88.060000     81.570312     35.870000     35.132812     13.490000     16.367188     3214.75s
-FLOAT_8_E1     82.240000     61.664062     31.650000     31.703125     10.610000     12.351562     4562.81s
+FLOAT_8_E1     82.340000     69.906250     31.490000     37.898438     11.270000     18.218750     5820.11s
-FLOAT_8_E2     93.680000     86.945312     41.010000     35.921875     12.320000     8.031250     4563.76s
+FLOAT_8_E2     93.760000     92.195312     41.640000     33.476562     10.810000     9.507812     5820.63s
-FLOAT_8_E3     94.760000     86.843750     42.640000     45.796875     7.780000     5.781250     4562.76s
+FLOAT_8_E3     94.740000     94.265625     42.360000     40.679688     7.700000     8.460938     5820.00s
-FLOAT_8_E4     94.460000     88.773438     43.660000     41.367188     9.330000     5.921875     4575.23s
+FLOAT_8_E4     94.450000     93.929688     43.420000     39.671875     8.920000     11.015625     5820.34s
-FLOAT_8_E5     93.290000     86.468750     41.740000     41.054688     11.830000     11.843750     4576.43s
+FLOAT_8_E5     93.160000     90.007812     42.760000     35.765625     11.030000     5.992188     5820.05s
-FLOAT_8_E6     87.980000     77.648438     37.900000     42.898438     14.720000     18.507812     4572.51s
--- a/ykl/ALL/robust_result/cifar10/Inception_BN_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10/Inception_BN_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10/MobileNetV2.txt
+++ b/ykl/ALL/robust_result/cifar10/MobileNetV2.txt
 MobileNetV2 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      90.270000     99.960938     40.190000     76.007812     5.550000     16.015625     58.61s
+Full      90.260000     99.945312     40.210000     83.195312     5.610000     16.906250     60.46s
-INT_2     10.000000     9.453125     10.000000     9.453125     10.000000     9.453125     228.33s
+INT_2     10.000000     9.765625     10.000000     9.765625     10.000000     9.765625     221.87s
-INT_3     9.960000     9.453125     10.000000     9.453125     10.000000     9.453125     225.76s
+INT_3     9.960000     9.765625     10.000000     9.765625     10.000000     9.765625     222.28s
-INT_4     9.490000     10.398438     10.280000     9.835938     10.150000     9.960938     229.86s
+INT_4     9.460000     11.250000     10.040000     10.023438     9.710000     9.429688     220.40s
-INT_5     20.560000     38.156250     11.720000     18.320312     10.230000     14.906250     229.48s
+INT_5     20.380000     43.203125     12.340000     19.960938     10.820000     16.460938     162.90s
-INT_6     57.910000     94.695312     24.450000     39.335938     14.740000     25.492188     229.98s
+INT_6     57.930000     94.695312     20.010000     53.164062     12.600000     34.671875     222.45s
-INT_7     80.300000     99.617188     35.160000     64.382812     12.750000     33.750000     228.65s
+INT_7     80.090000     99.617188     35.750000     70.015625     13.600000     35.195312     222.45s
-INT_8     88.180000     99.898438     43.090000     76.250000     10.770000     28.632812     228.98s
+INT_8     88.220000     99.953125     43.040000     82.398438     10.670000     32.046875     219.99s
-INT_9     89.760000     99.937500     41.570000     74.953125     8.410000     21.726562     227.42s
+INT_9     89.870000     99.937500     41.590000     82.585938     8.130000     23.070312     218.91s
-INT_10     90.380000     99.968750     40.400000     75.234375     6.480000     18.093750     204.56s
+INT_10     90.290000     99.937500     40.530000     83.265625     6.360000     18.984375     146.57s
-INT_11     90.290000     99.945312     40.410000     76.359375     5.950000     17.062500     230.18s
+INT_11     90.290000     99.937500     40.340000     83.453125     6.010000     17.742188     140.19s
-INT_12     90.270000     99.960938     40.260000     75.882812     5.750000     16.234375     228.24s
+INT_12     90.230000     99.945312     40.320000     83.054688     5.690000     17.085938     219.15s
-INT_13     90.240000     99.960938     40.270000     76.000000     5.760000     16.195312     184.42s
+INT_13     90.260000     99.945312     40.270000     83.265625     5.640000     16.968750     223.43s
-INT_14     90.260000     99.960938     40.140000     75.937500     5.610000     16.101562     231.10s
+INT_14     90.280000     99.945312     40.130000     83.226562     5.680000     16.960938     221.80s
-INT_15     90.270000     99.960938     40.220000     76.000000     5.660000     16.085938     230.59s
+INT_15     90.270000     99.945312     40.170000     83.171875     5.600000     16.835938     222.38s
-INT_16     90.270000     99.960938     40.100000     76.117188     5.650000     16.085938     226.82s
+INT_16     90.250000     99.945312     40.260000     83.156250     5.570000     16.945312     221.94s
-POT_2     10.000000     9.453125     10.000000     9.453125     10.000000     9.453125     249.26s
+POT_2     10.000000     9.765625     10.000000     9.765625     10.000000     9.765625     249.32s
-POT_3     9.990000     9.343750     9.790000     9.484375     9.910000     9.453125     253.89s
+POT_3     9.990000     8.921875     9.700000     9.781250     9.840000     9.765625     247.80s
-POT_4     14.620000     21.656250     10.240000     14.851562     10.260000     14.046875     267.65s
+POT_4     14.520000     23.109375     10.230000     10.882812     10.210000     11.210938     262.58s
-POT_5     14.390000     20.992188     10.700000     12.523438     10.550000     9.789062     314.54s
+POT_5     14.230000     22.585938     10.910000     12.890625     10.650000     11.679688     322.25s
-POT_6     14.330000     20.406250     10.030000     11.757812     10.020000     11.039062     446.22s
+POT_6     14.130000     22.289062     10.030000     9.781250     10.030000     9.359375     440.23s
-POT_7     15.040000     22.085938     10.510000     15.671875     10.100000     12.734375     688.91s
+POT_7     15.140000     26.625000     10.380000     12.796875     10.250000     9.718750     688.71s
-POT_8     14.710000     20.492188     11.000000     12.359375     10.430000     11.156250     1190.58s
+POT_8     15.060000     24.000000     11.000000     14.476562     10.420000     10.421875     1181.86s
-FLOAT_3_E1     9.660000     9.859375     9.960000     10.007812     9.920000     10.117188     222.21s
+FLOAT_3_E1     9.660000     10.148438     10.060000     10.125000     10.000000     10.125000     249.52s
-FLOAT_4_E1     11.660000     13.765625     10.170000     10.539062     11.100000     10.703125     269.14s
+FLOAT_4_E1     11.660000     12.671875     13.910000     10.460938     12.840000     10.265625     263.09s
-FLOAT_4_E2     13.230000     19.789062     10.430000     13.820312     10.080000     13.921875     269.10s
+FLOAT_4_E2     14.050000     26.601562     11.760000     11.007812     10.650000     11.000000     262.63s
-FLOAT_5_E1     17.160000     32.843750     11.100000     21.820312     10.590000     19.171875     320.41s
+FLOAT_5_E1     20.310000     34.726562     12.360000     23.187500     11.220000     20.156250     324.11s
-FLOAT_5_E2     26.760000     49.726562     14.300000     24.031250     11.460000     21.664062     316.64s
+FLOAT_5_E2     26.860000     54.476562     14.650000     27.117188     11.540000     20.671875     322.74s
-FLOAT_5_E3     46.320000     76.359375     28.230000     38.593750     15.810000     27.125000     325.47s
+FLOAT_5_E3     45.920000     82.156250     20.140000     43.734375     13.010000     28.398438     321.91s
-FLOAT_6_E1     28.010000     48.945312     11.350000     28.734375     10.320000     25.109375     445.64s
+FLOAT_6_E1     28.220000     56.562500     11.900000     25.828125     10.270000     18.156250     441.12s
-FLOAT_6_E2     45.820000     88.882812     21.670000     25.640625     13.820000     20.078125     445.42s
+FLOAT_6_E2     45.760000     91.429688     23.430000     34.835938     13.510000     22.921875     429.02s
-FLOAT_6_E3     69.910000     97.281250     37.480000     64.585938     13.410000     35.734375     444.29s
+FLOAT_6_E3     69.700000     98.257812     36.610000     72.695312     14.170000     40.140625     416.46s
-FLOAT_6_E4     46.590000     77.820312     27.800000     37.906250     15.840000     25.828125     444.06s
+FLOAT_6_E4     47.240000     83.187500     18.660000     41.070312     11.350000     25.710938     416.64s
-FLOAT_7_E1     33.850000     65.789062     12.760000     12.945312     9.460000     10.710938     695.39s
+FLOAT_7_E1     33.610000     79.367188     13.020000     16.882812     9.480000     11.164062     672.43s
-FLOAT_7_E2     59.400000     95.421875     21.080000     24.164062     9.980000     16.007812     675.21s
+FLOAT_7_E2     59.640000     95.125000     23.150000     32.382812     10.840000     16.445312     690.92s
-FLOAT_7_E3     85.620000     99.906250     38.860000     71.718750     11.040000     29.531250     682.41s
+FLOAT_7_E3     85.470000     99.921875     37.040000     76.406250     10.220000     30.867188     688.60s
-FLOAT_7_E4     68.900000     97.562500     36.920000     63.671875     13.480000     34.007812     676.20s
+FLOAT_7_E4     68.700000     98.078125     37.060000     72.914062     14.400000     40.304688     688.90s
-FLOAT_7_E5     47.350000     76.328125     23.630000     37.179688     13.530000     25.382812     689.76s
+FLOAT_7_E5     46.970000     81.351562     22.650000     39.742188     13.130000     24.273438     669.48s
-FLOAT_8_E1     41.420000     72.015625     11.360000     22.734375     10.010000     15.734375     1184.54s
+FLOAT_8_E1     41.330000     82.734375     13.990000     25.460938     10.790000     15.929688     1180.58s
-FLOAT_8_E2     68.860000     97.851562     24.470000     32.976562     11.570000     21.460938     1189.14s
+FLOAT_8_E2     68.280000     98.757812     25.040000     42.312500     12.410000     19.406250     1182.82s
-FLOAT_8_E3     89.220000     99.960938     40.040000     71.375000     8.530000     22.945312     1193.14s
+FLOAT_8_E3     89.170000     99.929688     41.030000     82.109375     8.950000     26.492188     1185.14s
-FLOAT_8_E4     85.830000     99.867188     37.180000     68.492188     10.300000     27.601562     1187.11s
+FLOAT_8_E4     85.650000     99.945312     37.470000     74.156250     10.840000     28.179688     1184.22s
-FLOAT_8_E5     68.490000     97.140625     36.850000     63.984375     13.690000     35.257812     1192.24s
+FLOAT_8_E5     68.250000     98.070312     36.270000     72.203125     14.450000     40.757812     1183.20s
-FLOAT_8_E6     46.620000     76.835938     27.690000     38.179688     15.320000     25.703125     1191.62s
+FLOAT_8_E6     46.760000     81.242188     20.270000     39.390625     12.620000     24.437500     1184.79s
--- a/ykl/ALL/robust_result/cifar10/MobileNetV2.xlsx
+++ b/ykl/ALL/robust_result/cifar10/MobileNetV2.xlsx
--- a/ykl/ALL/robust_result/cifar10/MobileNetV2_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10/MobileNetV2_adjust.txt
 MobileNetV2 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      90.270000     75.890625     40.190000     36.140625     5.590000     3.234375     57.71s
+Full      90.270000     96.546875     40.200000     35.757812     5.570000     6.156250     59.75s
-INT_2     10.000000     9.960938     10.000000     9.960938     10.000000     9.960938     140.67s
+INT_2     10.000000     9.984375     10.000000     9.984375     10.000000     9.984375     222.66s
-INT_3     9.960000     9.960938     10.000000     9.960938     10.000000     9.960938     203.35s
+INT_3     9.960000     9.976562     10.000000     9.984375     10.000000     9.984375     160.20s
-INT_4     9.490000     8.921875     10.470000     9.171875     10.220000     9.117188     221.97s
+INT_4     9.490000     9.203125     10.250000     9.671875     10.270000     9.500000     225.38s
-INT_5     20.560000     21.453125     12.930000     13.609375     10.540000     13.062500     219.63s
+INT_5     20.560000     23.906250     12.900000     18.679688     10.490000     16.226562     139.84s
-INT_6     57.910000     59.773438     23.630000     22.429688     14.120000     12.093750     223.85s
+INT_6     57.910000     77.890625     24.490000     24.210938     14.120000     16.656250     221.92s
-INT_7     80.300000     70.710938     36.340000     31.156250     13.340000     12.796875     223.15s
+INT_7     80.300000     92.078125     34.980000     27.851562     12.670000     12.906250     223.33s
-INT_8     88.180000     72.945312     42.470000     36.648438     10.800000     7.296875     222.42s
+INT_8     88.180000     96.367188     42.630000     38.640625     10.660000     11.578125     195.72s
-INT_9     89.760000     76.039062     41.690000     35.085938     8.180000     4.953125     224.29s
+INT_9     89.760000     96.507812     41.500000     34.898438     8.190000     8.093750     140.61s
-INT_10     90.380000     76.070312     40.280000     35.804688     6.340000     3.812500     220.84s
+INT_10     90.380000     96.632812     40.140000     35.218750     6.420000     6.648438     207.40s
-INT_11     90.290000     75.656250     40.460000     36.070312     5.930000     3.484375     225.77s
+INT_11     90.290000     96.687500     40.350000     35.882812     5.920000     6.546875     224.36s
-INT_12     90.270000     75.679688     40.280000     36.039062     5.750000     3.281250     221.15s
+INT_12     90.270000     96.546875     40.340000     35.804688     5.810000     6.273438     225.78s
-INT_13     90.240000     75.804688     40.230000     36.039062     5.770000     3.203125     221.53s
+INT_13     90.240000     96.523438     40.330000     35.765625     5.660000     6.210938     226.06s
-INT_14     90.260000     75.851562     40.170000     36.195312     5.660000     3.187500     222.13s
+INT_14     90.260000     96.570312     40.140000     35.781250     5.650000     6.203125     227.30s
-INT_15     90.270000     75.882812     40.190000     36.039062     5.630000     3.218750     223.85s
+INT_15     90.270000     96.554688     40.130000     35.804688     5.610000     6.140625     225.23s
-INT_16     90.270000     75.875000     40.150000     36.078125     5.580000     3.203125     222.96s
+INT_16     90.270000     96.546875     40.070000     35.828125     5.650000     6.132812     225.36s
-POT_2     10.000000     9.960938     10.000000     9.960938     10.000000     9.960938     243.47s
+POT_2     10.000000     9.984375     10.000000     9.984375     10.000000     9.984375     246.35s
-POT_3     9.990000     9.882812     9.670000     9.281250     9.610000     9.593750     240.64s
+POT_3     9.990000     9.742188     9.920000     9.960938     9.980000     10.000000     248.84s
-POT_4     14.620000     12.492188     10.170000     16.406250     10.070000     15.171875     262.08s
+POT_4     14.620000     16.445312     10.280000     14.242188     10.080000     12.476562     264.89s
-POT_5     14.390000     11.203125     10.610000     12.218750     10.590000     10.539062     317.48s
+POT_5     14.390000     16.210938     10.640000     10.695312     10.110000     10.101562     323.07s
-POT_6     14.330000     12.171875     10.020000     12.226562     10.000000     10.890625     436.84s
+POT_6     14.330000     16.226562     10.020000     10.273438     10.010000     10.023438     440.81s
-POT_7     15.040000     14.234375     10.490000     16.687500     10.250000     14.820312     690.31s
+POT_7     15.040000     16.296875     10.990000     12.671875     10.470000     11.875000     688.60s
-POT_8     14.710000     12.039062     11.290000     12.656250     10.560000     11.804688     1186.04s
+POT_8     14.710000     17.390625     10.930000     12.164062     10.650000     9.796875     1177.88s
-FLOAT_3_E1     9.660000     9.750000     10.420000     9.703125     10.340000     9.921875     238.90s
+FLOAT_3_E1     9.660000     9.679688     10.130000     10.062500     10.010000     10.242188     242.49s
-FLOAT_4_E1     11.660000     11.148438     11.340000     9.953125     10.950000     8.992188     261.89s
+FLOAT_4_E1     11.660000     14.132812     11.660000     10.296875     10.800000     9.984375     243.27s
-FLOAT_4_E2     13.230000     15.601562     11.040000     12.132812     10.780000     11.171875     264.80s
+FLOAT_4_E2     13.230000     18.500000     10.690000     11.117188     9.960000     10.453125     259.99s
-FLOAT_5_E1     17.160000     14.484375     10.780000     13.296875     10.350000     12.828125     319.40s
+FLOAT_5_E1     17.160000     23.734375     10.960000     19.148438     10.510000     15.820312     319.46s
-FLOAT_5_E2     26.760000     25.257812     14.530000     20.609375     11.370000     17.187500     322.91s
+FLOAT_5_E2     26.760000     29.070312     13.800000     20.890625     11.360000     17.929688     319.64s
-FLOAT_5_E3     46.320000     35.921875     26.910000     18.406250     14.750000     11.726562     323.57s
+FLOAT_5_E3     46.320000     51.226562     27.030000     37.070312     14.800000     27.570312     319.72s
-FLOAT_6_E1     28.010000     21.164062     11.670000     13.085938     10.670000     10.898438     441.74s
+FLOAT_6_E1     28.010000     38.617188     11.700000     17.390625     10.540000     13.703125     439.14s
-FLOAT_6_E2     45.820000     50.187500     21.360000     21.625000     13.380000     15.359375     441.60s
+FLOAT_6_E2     45.820000     60.453125     20.650000     19.937500     13.530000     14.539062     439.23s
-FLOAT_6_E3     69.910000     66.226562     37.160000     31.343750     13.500000     10.710938     419.23s
+FLOAT_6_E3     69.910000     86.750000     37.250000     40.570312     13.300000     19.007812     438.94s
-FLOAT_6_E4     46.590000     35.015625     27.670000     18.195312     15.450000     10.656250     438.30s
+FLOAT_6_E4     46.590000     49.515625     27.500000     37.000000     15.760000     24.625000     438.82s
-FLOAT_7_E1     33.850000     42.398438     12.750000     13.359375     9.600000     8.742188     672.35s
+FLOAT_7_E1     33.850000     52.531250     12.790000     12.984375     9.410000     9.406250     686.43s
-FLOAT_7_E2     59.400000     57.781250     21.050000     16.929688     10.500000     10.140625     679.77s
+FLOAT_7_E2     59.400000     69.179688     19.810000     20.562500     10.270000     11.921875     687.33s
-FLOAT_7_E3     85.620000     75.304688     39.370000     37.000000     10.910000     9.648438     679.33s
+FLOAT_7_E3     85.620000     96.359375     39.120000     39.421875     10.830000     14.976562     687.57s
-FLOAT_7_E4     68.900000     65.718750     36.710000     30.421875     13.590000     10.265625     690.20s
+FLOAT_7_E4     68.900000     86.796875     36.800000     40.203125     13.200000     18.367188     678.10s
-FLOAT_7_E5     47.350000     38.382812     24.230000     21.367188     13.760000     16.851562     668.22s
+FLOAT_7_E5     47.350000     57.054688     24.290000     34.609375     13.030000     22.296875     687.02s
-FLOAT_8_E1     41.420000     42.039062     11.290000     18.187500     9.980000     11.757812     1183.25s
+FLOAT_8_E1     41.420000     56.773438     11.560000     18.515625     9.930000     12.398438     1177.93s
-FLOAT_8_E2     68.860000     58.406250     25.150000     18.640625     11.960000     9.539062     1182.87s
+FLOAT_8_E2     68.860000     77.484375     25.180000     24.289062     12.230000     14.562500     1180.02s
-FLOAT_8_E3     89.220000     75.000000     39.870000     33.851562     8.730000     6.867188     1185.24s
+FLOAT_8_E3     89.220000     95.984375     39.840000     33.218750     8.650000     8.851562     1178.86s
-FLOAT_8_E4     85.830000     75.945312     37.480000     36.562500     10.440000     8.906250     1187.76s
+FLOAT_8_E4     85.830000     96.351562     37.220000     39.687500     10.400000     14.828125     1159.26s
-FLOAT_8_E5     68.490000     65.054688     36.680000     30.789062     13.730000     10.367188     1180.14s
+FLOAT_8_E5     68.490000     86.460938     36.810000     41.351562     13.380000     18.625000     1179.59s
-FLOAT_8_E6     46.620000     36.007812     27.130000     17.242188     15.720000     10.234375     1187.43s
+FLOAT_8_E6     46.620000     51.703125     27.400000     33.859375     15.690000     23.250000     1180.15s
--- a/ykl/ALL/robust_result/cifar10/MobileNetV2_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10/MobileNetV2_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10/ResNet_152.txt
+++ b/ykl/ALL/robust_result/cifar10/ResNet_152.txt
+ResNet_152 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      94.430000     99.976562     44.340000     61.812500     10.150000     14.906250     334.33s
+INT_2     10.000000     9.742188     10.000000     9.742188     10.000000     9.742188     855.55s
+INT_3     10.030000     10.007812     10.000000     9.546875     10.000000     9.546875     854.98s
+INT_4     15.490000     19.570312     11.060000     10.593750     10.630000     10.281250     857.55s
+INT_5     30.450000     49.593750     14.840000     35.265625     8.430000     22.992188     857.39s
+INT_6     74.520000     96.421875     19.890000     56.500000     8.670000     26.265625     794.95s
+INT_7     90.250000     99.945312     36.120000     73.140625     10.010000     27.484375     858.74s
+INT_8     94.030000     99.984375     42.410000     61.140625     10.510000     16.617188     858.21s
+INT_9     94.310000     99.976562     44.990000     62.085938     10.740000     14.992188     858.72s
+INT_10     94.410000     99.984375     43.580000     60.695312     10.280000     14.593750     855.46s
+INT_11     94.370000     99.976562     43.910000     60.718750     10.310000     14.601562     852.76s
+INT_12     94.410000     99.976562     44.170000     61.359375     10.270000     14.859375     859.22s
+INT_13     94.450000     99.976562     44.280000     61.726562     10.220000     14.859375     851.80s
+INT_14     94.430000     99.976562     44.300000     61.828125     10.200000     14.843750     851.35s
+INT_15     94.420000     99.976562     44.470000     61.757812     10.180000     14.898438     852.51s
+INT_16     94.430000     99.976562     44.290000     61.812500     10.300000     14.820312     708.86s
+POT_2     10.000000     9.742188     10.000000     9.742188     10.000000     9.742188     1213.34s
+POT_3     10.010000     9.703125     10.000000     9.539062     10.000000     9.468750     1376.82s
+POT_4     44.480000     70.789062     18.810000     19.031250     15.130000     14.703125     1777.25s
+POT_5     43.300000     71.757812     18.080000     18.648438     13.710000     13.773438     2583.99s
+POT_6     39.560000     64.406250     18.670000     13.906250     13.510000     10.570312     4180.37s
+POT_7     34.210000     66.468750     17.560000     18.710938     12.660000     12.937500     7461.56s
+POT_8     39.230000     66.093750     17.320000     13.789062     13.110000     11.234375     13860.59s
+FLOAT_3_E1     9.970000     17.218750     10.000000     9.789062     10.000000     9.796875     1371.40s
+FLOAT_4_E1     18.780000     29.937500     14.600000     17.664062     11.750000     16.234375     1760.54s
+FLOAT_4_E2     19.630000     30.039062     13.890000     11.000000     12.330000     8.875000     1761.26s
+FLOAT_5_E1     60.340000     94.062500     16.940000     51.765625     10.390000     31.851562     2568.00s
+FLOAT_5_E2     73.280000     99.125000     27.390000     40.296875     15.950000     20.078125     2568.36s
+FLOAT_5_E3     84.320000     99.601562     30.030000     63.007812     13.070000     33.390625     2569.40s
+FLOAT_6_E1     87.500000     99.890625     37.660000     61.945312     15.840000     36.546875     4147.24s
+FLOAT_6_E2     82.970000     99.289062     34.830000     34.484375     15.750000     15.265625     4150.12s
+FLOAT_6_E3     91.090000     99.960938     36.510000     55.265625     12.190000     17.703125     4160.50s
--- a/ykl/ALL/robust_result/cifar10/ResNet_152_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10/ResNet_152_adjust.txt
 ResNet_152 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      94.430000     82.945312     44.280000     40.617188     10.150000     11.281250     327.10s
+Full      94.430000     99.945312     44.320000     50.250000     10.170000     12.046875     347.66s
-INT_2     10.000000     10.179688     10.000000     10.179688     10.000000     10.179688     837.44s
+INT_2     10.000000     10.203125     10.000000     10.203125     10.000000     10.203125     838.26s
-INT_3     10.030000     15.242188     9.990000     10.992188     9.990000     10.914062     842.54s
+INT_3     10.030000     10.328125     10.000000     9.953125     10.000000     9.953125     840.41s
-INT_4     15.610000     15.093750     8.960000     11.781250     9.210000     11.539062     845.09s
+INT_4     15.700000     12.742188     8.690000     12.351562     8.760000     10.718750     840.70s
-INT_5     30.350000     11.750000     17.610000     10.328125     13.970000     10.304688     850.06s
+INT_5     30.450000     27.562500     14.030000     45.539062     10.980000     38.164062     841.63s
-INT_6     74.440000     24.976562     17.420000     52.289062     7.250000     24.015625     847.64s
+INT_6     73.990000     83.250000     19.840000     64.148438     8.740000     29.421875     839.85s
-INT_7     90.430000     58.632812     35.830000     51.773438     10.340000     14.453125     842.06s
+INT_7     90.450000     99.679688     35.170000     58.703125     9.800000     20.414062     841.44s
-INT_8     94.060000     80.796875     41.780000     38.859375     11.150000     11.289062     839.31s
+INT_8     94.060000     99.835938     42.300000     47.125000     11.240000     13.906250     842.02s
-INT_9     94.280000     82.921875     45.410000     39.656250     11.100000     11.148438     846.84s
+INT_9     94.310000     99.906250     45.730000     49.679688     11.020000     12.109375     842.40s
-INT_10     94.450000     83.195312     43.900000     40.585938     10.420000     11.867188     837.70s
+INT_10     94.390000     99.945312     44.040000     49.312500     10.480000     11.898438     841.17s
-INT_11     94.390000     83.273438     44.180000     40.460938     10.280000     11.273438     843.87s
+INT_11     94.400000     99.953125     43.880000     49.812500     10.170000     12.007812     841.43s
-INT_12     94.410000     83.070312     44.240000     40.648438     10.150000     11.406250     839.62s
+INT_12     94.420000     99.945312     44.060000     49.921875     10.050000     12.054688     840.65s
-INT_13     94.440000     82.968750     44.300000     40.492188     10.140000     11.210938     843.67s
+INT_13     94.440000     99.953125     44.270000     50.242188     10.250000     12.031250     838.94s
-INT_14     94.430000     82.875000     44.460000     40.781250     10.240000     11.265625     838.38s
+INT_14     94.430000     99.945312     44.430000     50.312500     10.190000     12.070312     839.48s
-INT_15     94.420000     82.914062     44.310000     40.679688     10.220000     11.312500     840.17s
+INT_15     94.420000     99.945312     44.420000     50.328125     10.210000     12.109375     839.55s
-INT_16     94.430000     82.906250     44.390000     40.632812     10.180000     11.281250     839.31s
+INT_16     94.430000     99.945312     44.360000     50.250000     10.260000     12.070312     774.33s
-POT_2     10.000000     10.179688     10.000000     10.179688     10.000000     10.179688     1220.44s
+POT_2     10.000000     10.203125     10.000000     10.203125     10.000000     10.203125     1179.93s
-POT_3     10.010000     12.671875     10.390000     14.234375     10.420000     14.554688     1389.87s
+POT_3     10.010000     9.250000     9.970000     8.585938     9.990000     8.460938     1377.22s
-POT_4     43.550000     32.453125     17.810000     21.554688     11.080000     16.914062     1775.54s
+POT_4     43.380000     52.796875     19.010000     19.593750     15.180000     16.851562     1780.86s
-POT_5     43.000000     24.554688     17.400000     28.750000     11.100000     17.304688     2581.30s
+POT_5     43.760000     52.789062     19.320000     20.640625     14.090000     17.328125     2587.36s
-POT_6     40.110000     34.664062     18.850000     22.343750     12.360000     17.015625     4165.48s
+POT_6     40.120000     52.429688     18.690000     21.656250     13.810000     17.398438     4167.72s
-POT_7     34.390000     28.687500     19.560000     18.109375     13.220000     14.476562     7427.86s
+POT_7     34.800000     51.281250     18.110000     19.640625     13.040000     14.921875     7413.00s
-POT_8     39.190000     39.695312     18.710000     18.664062     13.120000     16.187500     13804.55s
+POT_8     38.850000     50.835938     18.400000     22.000000     13.220000     17.156250     13791.90s
-FLOAT_3_E1     9.970000     15.734375     10.000000     9.968750     10.000000     9.968750     1384.86s
+FLOAT_3_E1     9.970000     10.414062     10.000000     10.031250     10.000000     10.031250     1373.64s
-FLOAT_4_E1     18.600000     10.773438     11.530000     9.539062     9.750000     8.382812     1780.54s
+FLOAT_4_E1     19.070000     17.804688     13.440000     18.570312     11.070000     16.796875     1776.63s
-FLOAT_4_E2     19.530000     23.335938     12.460000     18.726562     10.830000     17.187500     1778.50s
+FLOAT_4_E2     19.580000     30.117188     13.520000     11.062500     12.300000     8.750000     1776.39s
-FLOAT_5_E1     61.040000     23.507812     16.320000     25.726562     9.940000     11.859375     2579.43s
+FLOAT_5_E1     59.720000     54.929688     13.430000     8.125000     10.900000     4.164062     2582.35s
-FLOAT_5_E2     73.510000     36.351562     26.920000     42.765625     14.370000     24.898438     2585.40s
+FLOAT_5_E2     72.290000     90.453125     27.040000     40.734375     16.740000     24.265625     2586.83s
-FLOAT_5_E3     84.050000     45.218750     28.630000     41.265625     13.650000     26.765625     2581.44s
+FLOAT_5_E3     83.960000     91.445312     30.770000     26.992188     15.270000     11.718750     2585.13s
-FLOAT_6_E1     87.580000     69.328125     36.360000     41.992188     14.300000     7.453125     4150.79s
+FLOAT_6_E1     87.280000     99.437500     37.980000     50.492188     15.220000     30.375000     4159.25s
-FLOAT_6_E2     82.830000     49.992188     27.760000     35.648438     14.260000     22.250000     4152.38s
+FLOAT_6_E2     83.050000     92.875000     34.450000     24.617188     16.220000     12.578125     4159.07s
-FLOAT_6_E3     91.170000     57.562500     37.240000     44.117188     12.300000     8.039062     4164.32s
+FLOAT_6_E3     90.980000     97.671875     35.900000     52.070312     11.360000     15.593750     4168.01s
-FLOAT_6_E4     85.330000     46.023438     30.710000     40.304688     13.220000     26.726562     4160.66s
-FLOAT_7_E1     90.300000     83.601562     35.850000     26.359375     15.280000     8.570312     7388.60s
-FLOAT_7_E2     85.720000     48.398438     27.820000     32.976562     12.420000     19.898438     7393.53s
-FLOAT_7_E3     93.620000     74.273438     43.020000     44.156250     12.260000     13.476562     7409.19s
-FLOAT_7_E4     91.100000     59.023438     36.440000     43.937500     11.750000     8.085938     7428.80s
--- a/ykl/ALL/robust_result/cifar10/ResNet_18.txt
+++ b/ykl/ALL/robust_result/cifar10/ResNet_18.txt
 ResNet_18 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      94.300000     99.984375     47.320000     82.757812     11.300000     60.851562     61.58s
+Full      94.290000     99.992188     47.290000     87.523438     11.340000     42.296875     43.51s
-INT_2     10.000000     9.882812     10.000000     9.882812     10.000000     9.882812     113.99s
+INT_2     10.000000     9.773438     10.000000     9.773438     10.000000     9.773438     104.55s
-INT_3     10.000000     9.625000     10.000000     9.625000     10.000000     9.625000     110.67s
+INT_3     10.000000     9.796875     10.000000     9.796875     10.000000     9.796875     108.52s
-INT_4     49.440000     55.828125     21.800000     34.109375     14.300000     27.742188     115.23s
+INT_4     49.590000     75.296875     21.800000     26.992188     14.140000     20.625000     109.25s
-INT_5     87.620000     98.531250     34.660000     52.773438     20.740000     42.156250     117.49s
+INT_5     87.350000     99.296875     37.720000     76.992188     21.200000     55.750000     96.75s
-INT_6     93.250000     99.945312     47.120000     82.835938     16.640000     66.960938     111.18s
+INT_6     93.200000     99.992188     47.340000     84.375000     16.610000     49.351562     109.62s
-INT_7     94.070000     99.953125     46.560000     81.468750     13.600000     62.968750     110.95s
+INT_7     94.160000     99.992188     48.190000     87.804688     13.450000     48.304688     103.52s
-INT_8     94.260000     99.976562     48.200000     83.757812     12.300000     62.914062     112.09s
+INT_8     94.300000     99.992188     48.030000     87.484375     12.150000     44.515625     104.98s
-INT_9     94.350000     99.976562     47.650000     83.375000     11.700000     62.328125     110.99s
+INT_9     94.320000     99.992188     47.590000     87.617188     11.620000     43.812500     107.60s
-INT_10     94.340000     99.976562     47.670000     82.531250     11.450000     61.117188     108.41s
+INT_10     94.340000     99.992188     47.500000     87.570312     11.420000     42.718750     110.07s
-INT_11     94.290000     99.976562     47.590000     82.851562     11.420000     61.273438     112.16s
+INT_11     94.310000     99.992188     47.480000     87.617188     11.390000     42.648438     109.50s
-INT_12     94.320000     99.984375     47.530000     82.875000     11.280000     61.054688     113.02s
+INT_12     94.320000     99.992188     47.350000     87.492188     11.360000     42.453125     108.80s
-INT_13     94.310000     99.984375     47.490000     82.789062     11.360000     61.078125     113.65s
+INT_13     94.310000     99.992188     47.360000     87.515625     11.400000     42.460938     105.54s
-INT_14     94.320000     99.976562     47.390000     82.820312     11.390000     61.085938     114.14s
+INT_14     94.310000     99.992188     47.480000     87.500000     11.360000     42.531250     98.59s
-INT_15     94.300000     99.976562     47.420000     82.796875     11.330000     61.125000     116.35s
+INT_15     94.310000     99.992188     47.500000     87.453125     11.310000     42.546875     83.73s
-INT_16     94.320000     99.976562     47.340000     82.750000     11.310000     61.164062     112.37s
+INT_16     94.310000     99.992188     47.420000     87.460938     11.380000     42.429688     103.37s
-POT_2     10.000000     9.882812     10.000000     9.882812     10.000000     9.882812     172.08s
+POT_2     10.000000     9.773438     10.000000     9.773438     10.000000     9.773438     134.49s
-POT_3     10.200000     14.468750     10.050000     13.390625     8.030000     11.812500     192.24s
+POT_3     10.470000     11.820312     10.790000     14.281250     9.700000     13.148438     144.72s
-POT_4     63.780000     75.414062     28.790000     18.781250     17.630000     14.562500     233.05s
+POT_4     63.830000     85.914062     28.690000     35.281250     17.040000     28.085938     173.80s
-POT_5     50.530000     51.570312     24.380000     10.195312     13.340000     9.984375     314.09s
+POT_5     50.440000     76.820312     23.940000     24.914062     13.600000     18.398438     238.65s
-POT_6     51.610000     57.195312     24.930000     10.351562     14.880000     10.078125     475.13s
+POT_6     50.840000     74.820312     25.100000     28.937500     15.050000     22.359375     365.53s
-POT_7     49.050000     53.460938     26.370000     11.148438     15.120000     10.148438     805.59s
+POT_7     50.150000     82.132812     26.350000     29.914062     15.150000     22.601562     624.49s
-POT_8     55.540000     59.414062     26.630000     10.859375     16.300000     10.265625     1438.61s
+POT_8     55.480000     79.007812     25.460000     33.015625     15.920000     27.242188     1136.80s
-FLOAT_3_E1     12.740000     15.453125     11.000000     13.179688     11.810000     12.515625     190.74s
+FLOAT_3_E1     12.940000     14.140625     11.810000     9.093750     11.760000     8.539062     147.73s
-FLOAT_4_E1     47.470000     59.093750     22.790000     14.085938     17.650000     12.562500     232.41s
+FLOAT_4_E1     47.310000     77.710938     22.540000     29.453125     17.580000     24.414062     173.60s
-FLOAT_4_E2     52.510000     95.570312     17.470000     27.437500     10.200000     20.601562     233.23s
+FLOAT_4_E2     52.060000     98.367188     17.680000     36.539062     10.380000     30.210938     174.08s
-FLOAT_5_E1     81.840000     91.625000     36.050000     32.656250     18.880000     23.625000     315.02s
+FLOAT_5_E1     81.970000     99.601562     37.150000     59.421875     19.030000     46.359375     238.89s
-FLOAT_5_E2     85.740000     99.890625     35.820000     58.484375     14.070000     37.796875     315.16s
+FLOAT_5_E2     85.820000     99.953125     37.230000     67.835938     13.910000     41.117188     238.71s
-FLOAT_5_E3     89.480000     99.851562     44.030000     75.523438     17.910000     59.203125     315.12s
+FLOAT_5_E3     89.390000     99.976562     43.470000     81.398438     17.620000     54.335938     238.26s
-FLOAT_6_E1     87.390000     98.367188     40.690000     32.328125     16.650000     19.828125     476.72s
+FLOAT_6_E1     87.570000     99.851562     40.080000     57.023438     16.900000     37.859375     364.11s
-FLOAT_6_E2     91.650000     99.914062     42.820000     77.484375     13.280000     56.468750     476.46s
+FLOAT_6_E2     91.640000     99.976562     42.290000     72.328125     13.640000     40.218750     364.19s
-FLOAT_6_E3     93.410000     99.984375     46.900000     83.117188     14.290000     64.664062     476.15s
+FLOAT_6_E3     93.260000     99.992188     46.720000     87.679688     14.580000     52.750000     365.38s
-FLOAT_6_E4     89.530000     99.828125     44.860000     73.500000     18.060000     56.882812     476.13s
+FLOAT_6_E4     89.470000     99.937500     43.310000     72.617188     17.620000     46.187500     364.41s
-FLOAT_7_E1     90.160000     98.796875     42.160000     52.984375     15.160000     36.179688     807.53s
+FLOAT_7_E1     90.140000     99.968750     41.800000     68.601562     15.340000     42.562500     623.58s
-FLOAT_7_E2     92.610000     99.945312     45.390000     80.851562     12.460000     60.054688     807.65s
+FLOAT_7_E2     92.540000     100.000000     44.830000     78.546875     13.160000     41.812500     624.03s
-FLOAT_7_E3     94.080000     99.984375     48.150000     83.132812     13.180000     62.726562     807.36s
+FLOAT_7_E3     94.060000     99.984375     48.070000     86.906250     13.100000     46.523438     625.24s
-FLOAT_7_E4     93.120000     99.929688     47.440000     81.375000     15.060000     61.218750     807.40s
+FLOAT_7_E4     93.180000     100.000000     47.410000     87.195312     15.070000     52.218750     624.34s
-FLOAT_7_E5     89.320000     99.734375     41.960000     62.453125     18.720000     44.476562     807.31s
+FLOAT_7_E5     89.280000     99.953125     42.670000     79.773438     18.110000     54.515625     623.68s
-FLOAT_8_E1     90.340000     99.343750     41.100000     49.804688     14.850000     32.750000     1439.81s
+FLOAT_8_E1     90.340000     99.960938     41.100000     68.953125     14.610000     42.664062     1137.84s
-FLOAT_8_E2     92.250000     99.953125     43.710000     72.687500     13.540000     49.375000     1439.54s
+FLOAT_8_E2     92.480000     99.984375     43.780000     79.390625     13.240000     45.476562     1137.35s
-FLOAT_8_E3     94.240000     99.976562     47.240000     82.289062     11.960000     61.062500     1439.69s
+FLOAT_8_E3     94.250000     99.992188     47.270000     86.765625     11.960000     43.367188     1139.59s
-FLOAT_8_E4     94.060000     99.976562     47.570000     82.531250     12.870000     62.132812     1439.74s
+FLOAT_8_E4     94.070000     99.984375     47.420000     86.617188     12.910000     46.062500     1138.90s
-FLOAT_8_E5     93.310000     99.968750     46.900000     84.390625     14.510000     65.539062     1439.76s
+FLOAT_8_E5     93.270000     100.000000     47.010000     88.390625     14.690000     53.328125     1137.91s
-FLOAT_8_E6     89.410000     99.781250     43.070000     67.773438     18.690000     50.945312     1440.24s
+FLOAT_8_E6     89.470000     99.960938     42.670000     75.429688     18.970000     51.234375     1137.51s
--- a/ykl/ALL/robust_result/cifar10/ResNet_18.xlsx
+++ b/ykl/ALL/robust_result/cifar10/ResNet_18.xlsx
--- a/ykl/ALL/robust_result/cifar10/ResNet_18_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10/ResNet_18_adjust.txt
 ResNet_18 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      94.300000     99.414062     47.310000     47.835938     11.270000     10.867188     59.05s
+Full      94.290000     99.289062     47.300000     34.210938     11.330000     11.250000     41.24s
-INT_2     10.000000     9.843750     10.000000     9.843750     10.000000     9.843750     105.14s
+INT_2     10.000000     9.843750     10.000000     9.843750     10.000000     9.843750     108.60s
-INT_3     10.000000     10.007812     10.000000     10.007812     10.000000     10.007812     105.30s
+INT_3     10.000000     10.367188     10.000000     10.367188     10.000000     10.367188     106.94s
-INT_4     49.440000     28.398438     20.680000     24.406250     14.080000     17.132812     105.48s
+INT_4     49.350000     43.656250     21.230000     24.343750     14.860000     19.093750     107.43s
-INT_5     87.620000     87.671875     34.230000     39.539062     19.800000     19.164062     105.49s
+INT_5     87.510000     87.703125     37.150000     24.773438     21.750000     16.882812     99.51s
-INT_6     93.250000     98.453125     47.820000     52.632812     16.790000     18.226562     105.88s
+INT_6     93.340000     97.195312     48.210000     37.070312     16.860000     17.500000     107.97s
-INT_7     94.070000     98.898438     46.700000     47.726562     13.450000     13.914062     128.22s
+INT_7     94.190000     98.945312     46.690000     35.640625     13.870000     13.476562     106.72s
-INT_8     94.260000     99.398438     48.870000     48.085938     12.440000     12.304688     109.68s
+INT_8     94.290000     99.281250     48.600000     34.148438     12.640000     11.593750     85.87s
-INT_9     94.350000     99.437500     47.720000     49.085938     11.800000     11.414062     126.65s
+INT_9     94.350000     99.289062     47.580000     34.789062     11.680000     11.710938     86.24s
-INT_10     94.340000     99.406250     47.400000     47.968750     11.470000     11.085938     130.41s
+INT_10     94.330000     99.289062     47.600000     34.101562     11.460000     11.476562     107.20s
-INT_11     94.290000     99.414062     47.590000     48.164062     11.430000     11.085938     124.30s
+INT_11     94.280000     99.296875     47.500000     34.539062     11.360000     11.414062     108.11s
-INT_12     94.320000     99.421875     47.470000     48.023438     11.370000     10.812500     105.42s
+INT_12     94.320000     99.289062     47.450000     34.242188     11.200000     11.367188     106.48s
-INT_13     94.310000     99.414062     47.440000     48.015625     11.390000     10.882812     118.16s
+INT_13     94.310000     99.296875     47.480000     34.203125     11.380000     11.359375     85.25s
-INT_14     94.320000     99.414062     47.420000     48.093750     11.190000     10.921875     119.38s
+INT_14     94.310000     99.289062     47.400000     34.210938     11.300000     11.328125     107.12s
-INT_15     94.300000     99.414062     47.470000     48.031250     11.450000     10.921875     126.28s
+INT_15     94.310000     99.289062     47.440000     34.203125     11.350000     11.320312     107.61s
-INT_16     94.320000     99.414062     47.480000     48.093750     11.290000     10.953125     126.69s
+INT_16     94.320000     99.289062     47.360000     34.234375     11.410000     11.343750     106.59s
-POT_2     10.000000     9.843750     10.000000     9.843750     10.000000     9.843750     169.25s
+POT_2     10.000000     9.843750     10.000000     9.843750     10.000000     9.843750     135.56s
-POT_3     10.200000     14.890625     10.350000     10.046875     8.400000     7.742188     190.90s
+POT_3     10.470000     9.625000     9.970000     10.296875     9.090000     9.421875     144.64s
-POT_4     63.780000     61.000000     29.720000     10.218750     17.810000     5.429688     231.81s
+POT_4     63.790000     60.929688     29.710000     10.273438     17.880000     9.765625     174.06s
-POT_5     50.530000     68.671875     26.900000     10.445312     15.230000     4.335938     311.95s
+POT_5     50.280000     27.320312     24.160000     9.640625     14.020000     9.632812     237.14s
-POT_6     51.610000     72.226562     27.290000     10.101562     15.910000     9.226562     472.97s
+POT_6     51.630000     27.789062     25.250000     9.640625     15.070000     9.632812     362.73s
-POT_7     49.050000     71.421875     28.030000     10.531250     15.920000     5.140625     802.77s
+POT_7     50.400000     29.148438     26.010000     9.648438     14.730000     9.640625     622.94s
-POT_8     55.540000     71.281250     28.080000     10.250000     16.380000     8.296875     1439.04s
+POT_8     56.460000     30.960938     26.000000     9.726562     16.040000     9.640625     1135.80s
-FLOAT_3_E1     12.740000     23.578125     11.370000     13.601562     11.430000     13.273438     189.11s
+FLOAT_3_E1     12.940000     14.335938     11.260000     12.968750     11.970000     12.695312     142.78s
-FLOAT_4_E1     47.470000     51.546875     24.570000     13.429688     17.960000     10.171875     228.67s
+FLOAT_4_E1     47.700000     33.187500     23.870000     10.171875     17.930000     9.835938     172.74s
-FLOAT_4_E2     52.510000     82.953125     16.440000     11.648438     9.930000     10.578125     229.72s
+FLOAT_4_E2     52.180000     77.382812     16.630000     11.343750     10.320000     10.187500     172.64s
-FLOAT_5_E1     81.840000     71.031250     37.930000     11.773438     20.110000     5.796875     311.31s
+FLOAT_5_E1     81.930000     75.179688     37.550000     11.617188     18.790000     9.992188     236.15s
-FLOAT_5_E2     85.740000     97.453125     36.790000     35.609375     12.920000     13.664062     313.17s
+FLOAT_5_E2     85.650000     97.187500     35.290000     13.390625     13.680000     10.148438     238.49s
-FLOAT_5_E3     89.480000     95.187500     43.070000     32.476562     17.940000     19.031250     312.07s
+FLOAT_5_E3     89.390000     96.117188     44.090000     22.218750     17.680000     12.570312     237.10s
-FLOAT_6_E1     87.390000     89.695312     41.370000     11.984375     16.970000     1.296875     473.94s
+FLOAT_6_E1     87.460000     79.148438     42.480000     10.929688     17.770000     9.828125     363.60s
-FLOAT_6_E2     91.650000     99.054688     42.760000     38.984375     13.620000     13.421875     473.40s
+FLOAT_6_E2     91.500000     98.156250     42.080000     25.007812     12.960000     12.046875     362.77s
-FLOAT_6_E3     93.410000     99.046875     46.530000     33.992188     14.550000     11.796875     473.30s
+FLOAT_6_E3     93.420000     98.554688     46.350000     26.539062     14.760000     11.578125     362.86s
-FLOAT_6_E4     89.530000     95.625000     44.260000     35.390625     17.820000     20.460938     472.14s
+FLOAT_6_E4     89.700000     94.046875     42.630000     14.250000     17.640000     10.406250     363.59s
-FLOAT_7_E1     90.160000     93.593750     41.590000     15.351562     15.700000     0.828125     801.96s
+FLOAT_7_E1     90.090000     88.281250     42.040000     12.257812     15.330000     10.031250     624.15s
-FLOAT_7_E2     92.610000     99.070312     44.680000     43.726562     12.340000     14.000000     802.51s
+FLOAT_7_E2     92.520000     98.953125     44.500000     29.218750     12.720000     12.609375     622.39s
-FLOAT_7_E3     94.080000     99.437500     48.210000     45.812500     13.040000     12.179688     801.48s
+FLOAT_7_E3     94.090000     99.078125     48.010000     32.437500     13.020000     12.093750     624.57s
-FLOAT_7_E4     93.120000     99.109375     47.720000     40.773438     14.930000     12.601562     801.43s
+FLOAT_7_E4     93.190000     98.609375     47.840000     30.289062     14.810000     12.460938     624.36s
-FLOAT_7_E5     89.320000     95.203125     42.210000     39.250000     17.570000     22.953125     801.24s
+FLOAT_7_E5     89.370000     96.132812     44.090000     18.437500     19.050000     11.351562     623.93s
-FLOAT_8_E1     90.340000     94.007812     41.470000     16.093750     14.760000     0.554688     1437.55s
+FLOAT_8_E1     90.370000     93.789062     41.420000     11.546875     14.860000     9.882812     1134.85s
-FLOAT_8_E2     92.250000     99.171875     43.930000     30.164062     13.510000     12.054688     1439.68s
+FLOAT_8_E2     92.210000     98.875000     43.960000     20.562500     13.660000     11.000000     1136.18s
-FLOAT_8_E3     94.240000     99.398438     47.440000     45.812500     12.370000     12.070312     1438.96s
+FLOAT_8_E3     94.230000     99.265625     47.060000     32.226562     12.060000     11.171875     1138.17s
-FLOAT_8_E4     94.060000     99.382812     47.390000     45.953125     13.020000     12.484375     1438.85s
+FLOAT_8_E4     94.060000     99.070312     47.470000     31.781250     12.810000     11.843750     1137.50s
-FLOAT_8_E5     93.310000     99.031250     46.520000     40.296875     14.590000     12.234375     1438.88s
+FLOAT_8_E5     93.280000     98.750000     46.850000     30.726562     14.590000     12.531250     1137.01s
-FLOAT_8_E6     89.410000     91.976562     42.590000     26.476562     19.140000     15.687500     1439.03s
+FLOAT_8_E6     89.350000     95.234375     43.540000     21.351562     19.080000     12.265625     1136.39s
--- a/ykl/ALL/robust_result/cifar10/ResNet_18_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10/ResNet_18_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10/ResNet_50.txt
+++ b/ykl/ALL/robust_result/cifar10/ResNet_50.txt
 ResNet_50 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      94.570000     99.945312     44.350000     70.015625     8.940000     13.328125     132.07s
+Full      94.570000     100.000000     44.390000     65.625000     8.970000     19.703125     138.71s
-INT_2     10.000000     9.820312     10.000000     9.820312     10.000000     9.820312     325.77s
+INT_2     10.000000     10.164062     10.000000     10.164062     10.000000     10.164062     305.50s
-INT_3     10.040000     14.148438     10.080000     12.039062     10.040000     12.109375     323.77s
+INT_3     10.040000     10.367188     10.000000     10.718750     10.000000     10.718750     304.82s
-INT_4     24.550000     21.554688     11.880000     9.898438     10.870000     9.882812     274.27s
+INT_4     25.330000     28.195312     11.790000     10.859375     10.370000     10.203125     300.40s
-INT_5     79.260000     83.382812     36.870000     39.500000     21.580000     22.937500     311.02s
+INT_5     78.780000     92.242188     30.700000     48.140625     16.610000     26.820312     308.66s
-INT_6     92.880000     99.015625     45.070000     55.203125     15.340000     19.492188     309.83s
+INT_6     92.640000     99.960938     44.130000     73.976562     17.770000     37.281250     310.66s
-INT_7     93.760000     99.921875     44.650000     64.335938     12.250000     14.515625     307.40s
+INT_7     93.900000     100.000000     44.660000     67.875000     13.000000     26.000000     298.60s
-INT_8     94.400000     99.921875     45.510000     71.429688     11.380000     16.343750     307.96s
+INT_8     94.400000     100.000000     44.810000     68.007812     10.950000     24.609375     304.85s
-INT_9     94.510000     99.945312     45.000000     70.609375     9.550000     14.187500     324.85s
+INT_9     94.560000     100.000000     44.330000     65.468750     9.590000     20.859375     305.57s
-INT_10     94.550000     99.945312     44.320000     69.859375     9.180000     13.507812     309.98s
+INT_10     94.570000     100.000000     44.600000     65.640625     9.300000     20.140625     306.86s
-INT_11     94.660000     99.945312     44.560000     70.039062     8.940000     13.304688     308.57s
+INT_11     94.620000     100.000000     44.620000     65.859375     8.960000     19.859375     306.36s
-INT_12     94.580000     99.945312     44.520000     69.953125     8.980000     13.421875     309.40s
+INT_12     94.580000     100.000000     44.370000     65.796875     8.950000     19.859375     305.67s
-INT_13     94.580000     99.945312     44.470000     69.945312     8.950000     13.195312     309.02s
+INT_13     94.600000     100.000000     44.430000     65.695312     8.970000     19.757812     307.75s
-INT_14     94.570000     99.945312     44.470000     69.929688     9.020000     13.171875     308.25s
+INT_14     94.570000     100.000000     44.520000     65.734375     8.960000     19.757812     310.94s
-INT_15     94.570000     99.945312     44.370000     70.031250     8.950000     13.242188     307.84s
+INT_15     94.570000     100.000000     44.470000     65.718750     8.850000     19.625000     311.52s
-INT_16     94.570000     99.945312     44.380000     69.937500     9.030000     13.304688     308.10s
+INT_16     94.570000     100.000000     44.350000     65.703125     8.790000     19.781250     306.78s
-POT_2     10.000000     9.820312     10.000000     9.820312     10.000000     9.820312     485.49s
+POT_2     10.000000     10.164062     10.000000     10.164062     10.000000     10.164062     491.26s
-POT_3     10.390000     12.835938     10.030000     9.585938     9.930000     9.476562     567.34s
+POT_3     10.210000     6.953125     10.000000     10.718750     10.000000     10.718750     573.10s
-POT_4     51.590000     74.953125     19.470000     30.929688     13.380000     19.828125     756.15s
+POT_4     51.890000     88.445312     22.900000     43.234375     14.750000     30.734375     760.35s
-POT_5     50.500000     73.953125     17.320000     36.148438     11.770000     31.187500     1123.11s
+POT_5     52.190000     86.539062     22.240000     44.101562     14.550000     31.585938     1130.96s
-POT_6     55.340000     72.921875     22.490000     39.312500     14.490000     32.406250     1847.88s
+POT_6     53.810000     81.648438     21.670000     47.992188     14.490000     33.695312     1856.80s
-POT_7     50.930000     72.921875     20.260000     36.695312     13.530000     28.648438     3331.46s
+POT_7     51.750000     88.367188     22.620000     42.367188     14.880000     30.828125     3339.35s
-POT_8     44.430000     75.757812     18.900000     32.453125     14.180000     28.312500     6251.90s
+POT_8     45.850000     87.289062     21.850000     49.648438     14.950000     33.109375     6256.99s
-FLOAT_3_E1     9.440000     15.210938     9.810000     3.289062     9.880000     2.976562     567.61s
+FLOAT_3_E1     9.440000     15.992188     9.780000     10.171875     9.760000     10.164062     572.11s
-FLOAT_4_E1     53.580000     32.593750     15.650000     21.671875     13.770000     18.554688     757.48s
+FLOAT_4_E1     49.160000     74.429688     18.700000     35.523438     14.980000     29.375000     760.87s
-FLOAT_4_E2     19.850000     58.656250     9.520000     37.015625     7.560000     35.359375     755.65s
+FLOAT_4_E2     20.490000     59.890625     10.220000     25.601562     9.170000     21.929688     761.78s
+FLOAT_5_E1     83.820000     99.187500     34.970000     45.562500     19.040000     30.539062     1131.80s
+FLOAT_5_E2     62.080000     93.765625     19.390000     46.585938     12.170000     33.960938     1131.83s
+FLOAT_5_E3     88.850000     99.937500     43.190000     69.312500     19.490000     33.539062     1131.91s
+FLOAT_6_E1     87.320000     99.992188     38.180000     59.867188     17.360000     33.640625     1853.80s
+FLOAT_6_E2     88.780000     99.851562     32.740000     65.289062     15.990000     40.726562     1855.07s
+FLOAT_6_E3     92.970000     99.984375     44.740000     68.953125     14.530000     30.234375     1861.00s
+FLOAT_6_E4     88.690000     99.875000     41.930000     69.843750     20.090000     38.140625     1863.06s
+FLOAT_7_E1     90.680000     100.000000     41.040000     67.734375     15.620000     34.093750     3329.92s
+FLOAT_7_E2     91.870000     99.968750     36.540000     65.257812     15.290000     36.851562     3338.02s
+FLOAT_7_E3     94.150000     99.992188     44.800000     66.437500     11.960000     23.648438     3343.19s
+FLOAT_7_E4     92.960000     99.984375     45.100000     69.039062     14.680000     30.703125     3348.61s
+FLOAT_7_E5     89.080000     99.914062     43.060000     70.718750     19.540000     40.265625     3343.94s
+FLOAT_8_E1     90.800000     100.000000     39.790000     63.656250     14.560000     29.757812     6249.40s
+FLOAT_8_E2     92.520000     99.984375     37.430000     63.859375     14.220000     35.390625     6253.62s
+FLOAT_8_E3     94.450000     100.000000     44.760000     66.234375     10.040000     21.382812     6266.04s
+FLOAT_8_E4     94.160000     99.992188     44.750000     66.085938     11.760000     24.015625     6272.60s
--- a/ykl/ALL/robust_result/cifar10/ResNet_50_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10/ResNet_50_adjust.txt
 ResNet_50 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      94.570000     95.296875     44.360000     45.945312     8.980000     10.601562     135.24s
+Full      94.570000     98.062500     44.430000     53.960938     8.960000     9.671875     133.50s
-INT_2     10.000000     10.328125     10.000000     10.328125     10.000000     10.328125     313.70s
+INT_2     10.000000     9.750000     10.000000     9.750000     10.000000     9.750000     308.18s
-INT_3     10.040000     13.429688     10.050000     13.992188     10.070000     14.164062     318.85s
+INT_3     10.040000     8.882812     10.000000     9.937500     10.000000     9.937500     318.38s
-INT_4     24.480000     18.546875     10.970000     10.367188     10.650000     10.625000     316.06s
+INT_4     23.570000     31.992188     12.510000     15.601562     9.970000     14.179688     318.84s
-INT_5     79.260000     59.109375     37.500000     27.835938     19.430000     16.328125     296.41s
+INT_5     79.220000     54.937500     33.960000     42.453125     17.130000     20.875000     318.78s
-INT_6     92.840000     90.531250     46.820000     40.570312     15.700000     13.406250     323.31s
+INT_6     92.330000     92.742188     45.580000     59.757812     14.930000     17.187500     318.26s
-INT_7     93.730000     93.828125     43.610000     42.125000     11.800000     10.304688     305.24s
+INT_7     93.830000     98.062500     44.040000     53.976562     12.580000     13.125000     269.53s
-INT_8     94.450000     95.585938     45.520000     48.046875     10.950000     12.203125     303.49s
+INT_8     94.340000     98.273438     45.650000     56.726562     10.980000     12.164062     317.57s
-INT_9     94.550000     94.570312     44.480000     45.390625     9.540000     11.250000     303.94s
+INT_9     94.560000     97.953125     44.830000     53.750000     9.360000     10.187500     318.50s
-INT_10     94.580000     94.906250     44.460000     45.843750     9.100000     10.898438     305.67s
+INT_10     94.550000     98.070312     44.320000     53.882812     9.190000     9.976562     318.54s
-INT_11     94.640000     95.296875     44.510000     45.945312     9.030000     10.500000     308.67s
+INT_11     94.630000     98.109375     44.550000     54.109375     9.070000     9.765625     318.34s
-INT_12     94.580000     95.257812     44.410000     46.054688     8.940000     10.671875     303.62s
+INT_12     94.610000     98.054688     44.510000     54.070312     9.020000     9.820312     319.13s
-INT_13     94.590000     95.273438     44.450000     45.921875     8.950000     10.679688     305.91s
+INT_13     94.600000     98.054688     44.550000     54.093750     8.850000     9.656250     318.37s
-INT_14     94.600000     95.273438     44.470000     45.945312     8.960000     10.695312     272.73s
+INT_14     94.570000     98.054688     44.450000     54.023438     8.990000     9.679688     319.78s
-INT_15     94.570000     95.281250     44.520000     45.835938     8.930000     10.625000     289.87s
+INT_15     94.570000     98.054688     44.400000     53.960938     9.070000     9.703125     277.23s
-INT_16     94.570000     95.296875     44.380000     45.890625     8.950000     10.617188     272.32s
+INT_16     94.570000     98.046875     44.450000     53.976562     8.860000     9.648438     307.98s
-POT_2     10.000000     10.328125     10.000000     10.328125     10.000000     10.328125     485.14s
+POT_2     10.000000     9.750000     10.000000     9.750000     10.000000     9.750000     475.82s
-POT_3     10.260000     12.617188     10.000000     9.578125     10.000000     9.437500     564.90s
+POT_3     10.100000     10.617188     9.950000     10.476562     9.820000     10.179688     565.03s
-POT_4     51.730000     72.195312     19.410000     30.421875     13.800000     24.734375     757.13s
+POT_4     51.610000     72.015625     18.620000     36.265625     14.310000     26.109375     753.76s
-POT_5     53.030000     64.093750     21.140000     26.039062     14.780000     22.023438     1128.74s
+POT_5     53.890000     76.070312     22.850000     37.453125     15.010000     29.382812     1129.35s
-POT_6     55.280000     66.914062     21.140000     33.882812     13.710000     28.804688     1857.15s
+POT_6     54.980000     75.007812     21.510000     37.687500     14.910000     27.804688     1860.83s
-POT_7     51.220000     68.859375     18.990000     30.648438     12.140000     23.312500     3337.61s
+POT_7     50.580000     76.976562     19.090000     35.023438     12.990000     26.632812     3353.60s
-POT_8     44.780000     58.265625     18.930000     25.929688     13.450000     21.671875     6253.15s
+POT_8     43.650000     76.125000     21.080000     36.328125     14.650000     28.140625     6291.68s
-FLOAT_3_E1     9.440000     15.976562     9.010000     8.359375     8.890000     8.507812     567.10s
+FLOAT_3_E1     9.440000     16.046875     9.610000     10.968750     9.910000     11.210938     563.50s
-FLOAT_4_E1     52.520000     40.414062     16.870000     24.734375     12.980000     15.328125     757.10s
+FLOAT_4_E1     50.510000     45.570312     17.150000     28.359375     14.440000     23.773438     750.90s
-FLOAT_4_E2     19.800000     33.039062     10.030000     31.843750     8.310000     28.679688     755.31s
+FLOAT_4_E2     19.660000     35.406250     10.490000     20.218750     9.220000     16.265625     750.76s
-FLOAT_5_E1     84.380000     77.562500     40.060000     40.164062     21.950000     29.828125     1122.66s
+FLOAT_5_E1     81.530000     88.343750     36.030000     46.484375     19.700000     27.210938     1122.57s
-FLOAT_5_E2     63.310000     59.867188     21.590000     31.250000     13.280000     24.078125     1127.25s
+FLOAT_5_E2     62.380000     77.195312     24.960000     55.578125     14.570000     45.078125     1126.44s
-FLOAT_5_E3     88.820000     85.156250     42.390000     45.140625     20.040000     27.195312     1128.58s
+FLOAT_5_E3     88.970000     93.679688     43.240000     61.632812     20.040000     29.570312     1131.34s
-FLOAT_6_E1     87.410000     84.593750     38.790000     45.656250     17.710000     28.890625     1851.13s
+FLOAT_6_E1     87.400000     96.429688     38.210000     39.195312     17.650000     18.226562     1855.89s
-FLOAT_6_E2     88.610000     77.281250     35.700000     45.382812     15.570000     31.609375     1853.98s
+FLOAT_6_E2     88.640000     86.710938     34.940000     55.000000     15.930000     32.398438     1857.65s
-FLOAT_6_E3     92.990000     90.609375     44.470000     49.640625     14.770000     17.515625     1857.08s
+FLOAT_6_E3     92.960000     96.796875     44.280000     55.820312     15.140000     19.140625     1862.10s
-FLOAT_6_E4     88.470000     83.656250     42.930000     49.234375     19.750000     31.250000     1856.95s
+FLOAT_6_E4     89.110000     93.703125     43.460000     62.976562     20.490000     29.187500     1864.00s
-FLOAT_7_E1     90.630000     88.554688     40.630000     48.429688     15.880000     28.632812     3327.18s
+FLOAT_7_E1     90.690000     97.742188     41.250000     55.898438     15.810000     23.445312     3341.47s
-FLOAT_7_E2     91.940000     83.742188     38.530000     50.320312     14.890000     30.359375     3332.99s
+FLOAT_7_E2     91.840000     93.742188     40.700000     62.796875     15.790000     29.656250     3347.11s
-FLOAT_7_E3     94.170000     93.312500     44.200000     46.835938     11.800000     12.992188     3340.01s
+FLOAT_7_E3     94.100000     97.960938     45.540000     55.992188     11.810000     13.335938     3357.41s
-FLOAT_7_E4     92.950000     90.148438     43.750000     49.507812     14.640000     17.976562     3342.85s
+FLOAT_7_E4     93.040000     97.000000     44.190000     53.914062     15.160000     17.898438     3363.29s
-FLOAT_7_E5     88.970000     84.078125     42.870000     47.156250     20.230000     29.546875     3342.01s
+FLOAT_7_E5     89.040000     93.953125     44.080000     63.617188     20.530000     31.078125     3359.96s
-FLOAT_8_E1     90.840000     89.453125     39.530000     45.695312     14.220000     24.164062     6245.58s
+FLOAT_8_E1     90.940000     97.968750     39.620000     50.781250     14.300000     20.054688     6278.64s
-FLOAT_8_E2     92.650000     85.210938     39.950000     52.820312     13.510000     27.437500     6251.00s
+FLOAT_8_E2     92.550000     94.726562     40.890000     58.554688     14.100000     25.320312     6284.63s
-FLOAT_8_E3     94.470000     94.718750     44.390000     46.265625     10.180000     11.757812     6263.01s
+FLOAT_8_E3     94.500000     97.960938     45.190000     54.914062     10.150000     11.039062     6296.21s
-FLOAT_8_E4     94.170000     92.882812     44.530000     48.015625     12.000000     14.109375     6269.03s
+FLOAT_8_E4     94.150000     97.843750     45.160000     55.132812     11.890000     13.687500     6303.00s
-FLOAT_8_E5     92.950000     90.125000     44.670000     50.742188     14.740000     18.765625     6268.95s
-FLOAT_8_E6     87.850000     83.859375     41.850000     43.132812     21.560000     28.687500     6267.85s
--- a/ykl/ALL/robust_result/cifar10/VGG_16.txt
+++ b/ykl/ALL/robust_result/cifar10/VGG_16.txt
 VGG_16 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      93.130000     99.031250     53.170000     51.195312     18.780000     25.054688     28.36s
+Full      93.140000     99.984375     53.180000     73.281250     18.730000     18.265625     41.69s
-INT_2     10.000000     10.070312     10.000000     10.070312     10.000000     10.070312     70.63s
+INT_2     10.000000     9.617188     10.000000     9.617188     10.000000     9.617188     83.74s
-INT_3     10.020000     9.812500     10.000000     10.070312     10.000000     10.070312     55.48s
+INT_3     10.020000     9.679688     10.000000     9.617188     10.000000     9.617188     82.89s
-INT_4     29.300000     10.828125     11.970000     11.328125     10.190000     10.593750     63.97s
+INT_4     29.300000     30.171875     12.220000     13.523438     10.280000     11.640625     84.06s
-INT_5     88.810000     92.210938     39.680000     52.656250     20.310000     38.015625     72.48s
+INT_5     88.550000     99.585938     44.180000     68.789062     22.950000     38.742188     83.15s
-INT_6     92.500000     98.500000     50.700000     54.453125     21.590000     33.304688     74.44s
+INT_6     92.310000     99.960938     51.610000     76.320312     21.570000     30.445312     87.73s
-INT_7     92.980000     98.812500     52.910000     52.335938     20.730000     29.117188     72.67s
+INT_7     92.980000     99.984375     53.310000     74.484375     20.360000     23.875000     85.57s
-INT_8     93.020000     98.992188     53.240000     51.328125     19.540000     26.250000     62.34s
+INT_8     93.130000     99.984375     53.300000     73.515625     19.300000     19.789062     83.92s
-INT_9     93.050000     99.070312     53.120000     51.601562     19.020000     25.835938     72.20s
+INT_9     93.080000     99.992188     53.150000     73.617188     19.120000     18.781250     87.32s
-INT_10     93.150000     99.000000     53.180000     51.078125     18.930000     25.390625     73.33s
+INT_10     93.140000     99.992188     53.440000     73.453125     18.820000     18.578125     86.75s
-INT_11     93.110000     99.023438     53.070000     51.085938     18.730000     25.179688     68.53s
+INT_11     93.120000     99.984375     53.130000     73.523438     18.730000     18.351562     88.56s
-INT_12     93.140000     99.031250     53.200000     51.062500     18.720000     25.125000     68.94s
+INT_12     93.160000     99.984375     53.130000     73.257812     18.720000     18.234375     86.08s
-INT_13     93.160000     99.023438     53.210000     51.210938     18.730000     25.125000     71.74s
+INT_13     93.170000     99.984375     53.210000     73.320312     18.670000     18.203125     76.35s
-INT_14     93.160000     99.031250     53.190000     51.265625     18.780000     25.101562     72.25s
+INT_14     93.150000     99.984375     53.070000     73.328125     18.810000     18.218750     70.46s
-INT_15     93.130000     99.031250     53.290000     51.148438     18.820000     25.101562     71.79s
+INT_15     93.140000     99.984375     53.180000     73.226562     18.690000     18.257812     84.03s
-INT_16     93.140000     99.031250     53.160000     51.187500     18.700000     25.132812     61.27s
+INT_16     93.140000     99.984375     53.200000     73.273438     18.740000     18.289062     83.59s
-POT_2     10.000000     10.070312     10.000000     10.070312     10.000000     10.070312     89.14s
+POT_2     10.000000     9.617188     10.000000     9.617188     10.000000     9.617188     108.11s
-POT_3     10.450000     13.343750     10.010000     10.148438     10.010000     10.046875     87.41s
+POT_3     10.450000     11.523438     10.100000     9.328125     9.980000     9.226562     121.95s
-POT_4     79.980000     64.750000     43.280000     32.359375     20.620000     22.156250     105.94s
+POT_4     79.980000     94.062500     43.980000     43.882812     20.540000     22.476562     142.32s
-POT_5     79.820000     64.664062     43.910000     31.320312     20.470000     21.453125     143.33s
+POT_5     79.780000     94.531250     43.650000     43.492188     20.230000     22.468750     191.69s
-POT_6     79.670000     65.164062     42.980000     31.812500     20.350000     22.554688     217.25s
+POT_6     80.060000     94.554688     43.130000     43.640625     20.340000     22.273438     285.98s
-POT_7     79.850000     64.421875     43.180000     31.375000     20.320000     21.734375     367.59s
+POT_7     79.890000     94.414062     43.670000     43.726562     20.560000     22.164062     476.50s
-POT_8     79.790000     64.773438     43.390000     31.101562     20.480000     21.281250     665.74s
+POT_8     79.900000     94.414062     43.730000     43.953125     20.200000     22.710938     847.16s
-FLOAT_3_E1     10.130000     10.070312     10.030000     10.085938     10.010000     10.062500     90.55s
+FLOAT_3_E1     10.130000     9.617188     10.020000     9.617188     10.010000     9.609375     121.17s
-FLOAT_4_E1     80.090000     53.960938     35.250000     32.960938     19.880000     24.148438     106.88s
+FLOAT_4_E1     80.220000     82.320312     38.410000     40.851562     20.620000     22.812500     142.89s
-FLOAT_4_E2     72.050000     83.281250     37.510000     34.007812     21.830000     25.718750     107.78s
+FLOAT_4_E2     72.180000     98.796875     38.460000     44.734375     21.890000     27.890625     141.78s
-FLOAT_5_E1     87.670000     76.468750     45.970000     35.593750     20.450000     23.593750     143.18s
+FLOAT_5_E1     87.580000     97.984375     45.690000     54.992188     20.420000     24.382812     188.53s
-FLOAT_5_E2     90.380000     97.765625     49.290000     43.804688     21.410000     28.507812     143.05s
+FLOAT_5_E2     90.320000     99.953125     49.530000     59.523438     21.390000     27.179688     188.41s
-FLOAT_5_E3     89.850000     95.109375     51.530000     42.296875     21.690000     24.343750     143.16s
+FLOAT_5_E3     89.790000     99.914062     51.740000     61.898438     21.860000     23.171875     189.30s
-FLOAT_6_E1     90.200000     85.960938     48.690000     40.906250     20.800000     25.617188     215.65s
+FLOAT_6_E1     90.310000     99.265625     48.800000     56.414062     20.650000     22.562500     285.49s
-FLOAT_6_E2     91.860000     98.812500     50.450000     45.195312     19.170000     26.992188     215.42s
+FLOAT_6_E2     91.670000     99.968750     50.750000     63.187500     19.030000     23.695312     285.11s
-FLOAT_6_E3     92.750000     98.593750     53.610000     50.125000     20.300000     26.750000     215.43s
+FLOAT_6_E3     92.800000     99.984375     53.710000     73.500000     20.160000     21.625000     285.49s
-FLOAT_6_E4     89.750000     95.078125     51.470000     42.039062     21.660000     24.109375     215.40s
+FLOAT_6_E4     89.540000     99.914062     51.470000     61.570312     21.950000     23.406250     284.82s
-FLOAT_7_E1     90.810000     90.343750     49.430000     41.398438     19.780000     25.335938     365.55s
+FLOAT_7_E1     90.740000     99.625000     49.190000     57.960938     19.660000     22.445312     477.19s
-FLOAT_7_E2     91.920000     98.968750     51.530000     45.648438     18.970000     26.421875     366.54s
+FLOAT_7_E2     92.000000     99.968750     51.830000     64.281250     19.250000     21.984375     476.92s
-FLOAT_7_E3     92.890000     99.023438     52.850000     51.203125     19.150000     25.984375     366.76s
+FLOAT_7_E3     93.010000     99.976562     52.930000     73.539062     19.290000     19.734375     477.05s
-FLOAT_7_E4     92.710000     98.578125     53.240000     50.257812     20.240000     27.101562     367.26s
+FLOAT_7_E4     92.650000     99.992188     53.250000     73.328125     20.280000     21.734375     476.74s
-FLOAT_7_E5     89.770000     95.179688     51.810000     42.375000     21.750000     24.351562     366.76s
+FLOAT_7_E5     89.570000     99.906250     51.590000     61.703125     22.040000     23.484375     476.73s
-FLOAT_8_E1     91.190000     91.710938     49.480000     42.101562     19.400000     25.476562     661.73s
+FLOAT_8_E1     91.060000     99.726562     49.520000     59.312500     19.650000     22.179688     846.79s
-FLOAT_8_E2     92.220000     99.132812     52.180000     47.023438     19.320000     26.281250     663.08s
+FLOAT_8_E2     92.060000     99.984375     52.310000     66.296875     19.340000     22.171875     846.33s
-FLOAT_8_E3     93.150000     99.023438     53.110000     50.234375     19.090000     25.382812     662.49s
+FLOAT_8_E3     93.190000     99.984375     53.060000     72.414062     19.050000     18.695312     846.83s
-FLOAT_8_E4     93.000000     99.007812     53.010000     51.062500     19.200000     25.875000     664.14s
+FLOAT_8_E4     92.970000     99.984375     52.950000     73.101562     19.250000     19.804688     846.89s
-FLOAT_8_E5     92.790000     98.632812     53.290000     49.976562     20.310000     26.875000     664.98s
+FLOAT_8_E5     92.760000     100.000000     53.390000     73.335938     20.410000     21.585938     847.02s
-FLOAT_8_E6     89.750000     95.062500     51.650000     42.023438     21.710000     24.554688     665.24s
+FLOAT_8_E6     89.740000     99.914062     51.510000     62.265625     21.800000     23.937500     847.05s
--- a/ykl/ALL/robust_result/cifar10/VGG_16.xlsx
+++ b/ykl/ALL/robust_result/cifar10/VGG_16.xlsx
--- a/ykl/ALL/robust_result/cifar10/VGG_16_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10/VGG_16_adjust.txt
 VGG_16 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      93.140000     99.539062     53.180000     49.640625     18.800000     20.265625     28.55s
+Full      93.140000     92.148438     53.180000     39.937500     18.710000     18.421875     40.40s
-INT_2     10.000000     10.062500     10.000000     10.062500     10.000000     10.062500     70.01s
+INT_2     10.000000     9.968750     10.000000     9.968750     10.000000     9.968750     85.22s
-INT_3     10.020000     9.390625     10.000000     10.062500     10.000000     10.062500     55.97s
+INT_3     10.020000     10.210938     10.000000     9.968750     10.000000     9.968750     85.17s
-INT_4     29.300000     10.687500     11.750000     10.695312     9.820000     10.117188     69.62s
+INT_4     29.300000     12.359375     11.290000     13.562500     9.750000     12.578125     85.99s
-INT_5     88.550000     86.140625     39.580000     53.320312     19.850000     40.585938     65.74s
+INT_5     88.550000     61.578125     35.920000     36.968750     17.720000     27.390625     85.18s
-INT_6     92.310000     98.867188     50.520000     52.898438     21.360000     28.515625     65.59s
+INT_6     92.310000     89.257812     51.690000     44.187500     21.580000     26.281250     85.68s
-INT_7     92.980000     99.437500     52.860000     51.609375     20.450000     24.734375     72.48s
+INT_7     92.980000     90.554688     52.720000     42.476562     20.460000     22.765625     86.94s
-INT_8     93.130000     99.554688     53.380000     49.750000     19.640000     21.234375     75.11s
+INT_8     93.130000     92.031250     53.460000     39.718750     19.610000     19.421875     84.89s
-INT_9     93.080000     99.554688     53.190000     50.328125     19.190000     21.179688     63.08s
+INT_9     93.080000     92.187500     53.110000     40.414062     19.140000     19.109375     84.99s
-INT_10     93.140000     99.554688     53.380000     49.562500     18.820000     20.500000     72.66s
+INT_10     93.140000     92.132812     53.380000     39.804688     19.030000     18.640625     86.32s
-INT_11     93.120000     99.531250     53.100000     49.734375     18.720000     20.437500     57.33s
+INT_11     93.120000     92.132812     53.230000     39.882812     18.810000     18.429688     85.85s
-INT_12     93.160000     99.539062     53.180000     49.578125     18.690000     20.320312     72.70s
+INT_12     93.160000     92.187500     53.130000     39.953125     18.750000     18.468750     84.90s
-INT_13     93.170000     99.539062     53.140000     49.539062     18.720000     20.281250     55.47s
+INT_13     93.170000     92.179688     53.140000     39.914062     18.880000     18.476562     86.70s
-INT_14     93.150000     99.539062     53.220000     49.625000     18.640000     20.320312     72.86s
+INT_14     93.150000     92.187500     53.110000     39.914062     18.770000     18.453125     85.98s
-INT_15     93.140000     99.539062     53.190000     49.710938     18.670000     20.335938     60.35s
+INT_15     93.140000     92.164062     53.170000     39.937500     18.760000     18.414062     85.75s
-INT_16     93.140000     99.539062     53.170000     49.710938     18.740000     20.304688     74.73s
+INT_16     93.140000     92.140625     53.190000     39.960938     18.660000     18.375000     84.25s
-POT_2     10.000000     10.062500     10.000000     10.062500     10.000000     10.062500     88.77s
+POT_2     10.000000     9.968750     10.000000     9.968750     10.000000     9.968750     107.68s
-POT_3     10.450000     12.125000     10.140000     10.210938     9.960000     9.921875     91.41s
+POT_3     10.450000     10.906250     10.180000     11.460938     9.870000     11.000000     118.04s
-POT_4     79.980000     59.140625     43.350000     27.429688     20.610000     21.804688     108.44s
+POT_4     79.980000     46.898438     43.800000     24.179688     20.140000     18.531250     140.94s
-POT_5     79.780000     57.601562     43.470000     27.398438     20.450000     21.515625     143.89s
+POT_5     79.780000     46.187500     43.510000     24.078125     20.290000     18.460938     189.90s
-POT_6     80.060000     57.820312     43.140000     27.375000     20.040000     21.445312     216.30s
+POT_6     80.060000     46.179688     42.970000     23.937500     20.330000     18.179688     283.56s
-POT_7     79.890000     58.921875     43.630000     27.562500     20.730000     21.757812     366.70s
+POT_7     79.890000     47.187500     43.250000     24.015625     20.450000     18.421875     475.26s
-POT_8     79.900000     57.867188     43.730000     27.406250     20.540000     21.945312     664.48s
+POT_8     79.900000     47.148438     43.580000     23.726562     20.330000     17.984375     845.04s
-FLOAT_3_E1     10.130000     10.054688     10.000000     10.062500     10.010000     10.023438     90.10s
+FLOAT_3_E1     10.130000     9.968750     9.990000     9.960938     9.960000     9.968750     117.15s
-FLOAT_4_E1     80.220000     46.203125     35.740000     31.843750     19.140000     23.343750     104.98s
+FLOAT_4_E1     80.220000     33.164062     34.780000     26.976562     18.170000     20.851562     140.87s
-FLOAT_4_E2     72.180000     85.367188     35.890000     33.085938     21.340000     25.484375     109.12s
+FLOAT_4_E2     72.180000     68.367188     36.980000     31.476562     21.300000     24.679688     140.88s
-FLOAT_5_E1     87.580000     84.609375     46.180000     33.101562     20.860000     21.296875     144.63s
+FLOAT_5_E1     87.580000     52.515625     44.400000     29.375000     20.150000     19.890625     189.05s
-FLOAT_5_E2     90.320000     98.515625     48.540000     36.945312     20.950000     21.679688     145.13s
+FLOAT_5_E2     90.320000     85.429688     48.420000     34.429688     21.120000     22.148438     191.25s
-FLOAT_5_E3     89.790000     97.789062     51.460000     36.906250     21.600000     20.562500     144.24s
+FLOAT_5_E3     89.790000     81.398438     51.430000     32.687500     21.440000     20.046875     189.83s
-FLOAT_6_E1     90.310000     92.906250     48.590000     36.343750     20.680000     21.468750     215.38s
+FLOAT_6_E1     90.310000     63.398438     49.320000     32.281250     20.960000     20.328125     282.66s
-FLOAT_6_E2     91.670000     99.187500     50.740000     40.945312     19.230000     21.367188     216.65s
+FLOAT_6_E2     91.670000     89.578125     50.730000     35.695312     19.960000     21.484375     282.70s
-FLOAT_6_E3     92.800000     99.484375     53.400000     48.804688     20.180000     20.765625     215.16s
+FLOAT_6_E3     92.800000     91.414062     53.060000     38.781250     20.250000     19.179688     283.64s
-FLOAT_6_E4     89.540000     98.109375     51.650000     36.203125     21.940000     20.507812     215.94s
+FLOAT_6_E4     89.540000     81.109375     51.390000     32.625000     21.560000     19.757812     282.59s
-FLOAT_7_E1     90.740000     96.718750     49.670000     36.132812     19.640000     21.085938     365.69s
+FLOAT_7_E1     90.740000     70.695312     49.500000     31.687500     19.960000     19.414062     474.01s
-FLOAT_7_E2     92.000000     99.421875     51.320000     42.093750     19.180000     20.632812     365.91s
+FLOAT_7_E2     92.000000     89.859375     51.110000     36.656250     19.480000     20.906250     474.65s
-FLOAT_7_E3     93.010000     99.468750     52.940000     49.523438     19.250000     21.015625     365.89s
+FLOAT_7_E3     93.010000     91.695312     53.120000     39.898438     19.030000     19.390625     475.17s
-FLOAT_7_E4     92.650000     99.406250     53.010000     48.484375     20.330000     21.015625     366.05s
+FLOAT_7_E4     92.650000     91.515625     53.160000     38.789062     20.240000     19.023438     475.34s
-FLOAT_7_E5     89.570000     97.804688     51.280000     36.648438     21.830000     20.546875     366.57s
+FLOAT_7_E5     89.570000     81.000000     51.330000     32.164062     21.710000     19.953125     475.29s
-FLOAT_8_E1     91.060000     96.914062     49.670000     35.992188     19.690000     20.648438     661.56s
+FLOAT_8_E1     91.060000     73.039062     49.370000     31.757812     19.470000     19.171875     845.01s
-FLOAT_8_E2     92.060000     99.468750     52.110000     43.414062     18.690000     21.046875     661.99s
+FLOAT_8_E2     92.060000     89.773438     51.820000     37.296875     19.160000     20.804688     845.21s
-FLOAT_8_E3     93.190000     99.523438     53.030000     48.750000     19.070000     20.531250     663.80s
+FLOAT_8_E3     93.190000     92.273438     53.130000     39.250000     19.000000     18.718750     846.00s
-FLOAT_8_E4     92.970000     99.523438     53.000000     49.328125     19.200000     21.085938     664.10s
+FLOAT_8_E4     92.970000     91.703125     53.020000     39.617188     19.210000     19.367188     845.24s
-FLOAT_8_E5     92.760000     99.445312     53.290000     48.398438     20.350000     20.992188     664.13s
+FLOAT_8_E5     92.760000     91.421875     53.180000     38.562500     20.340000     19.109375     844.73s
-FLOAT_8_E6     89.740000     97.937500     51.530000     36.359375     21.750000     20.710938     664.38s
+FLOAT_8_E6     89.740000     81.039062     51.300000     32.406250     21.680000     19.945312     845.15s
--- a/ykl/ALL/robust_result/cifar10/VGG_16_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10/VGG_16_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10/VGG_19.txt
+++ b/ykl/ALL/robust_result/cifar10/VGG_19.txt
 VGG_19 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      93.020000     99.914062     50.590000     60.492188     16.780000     26.593750     50.74s
+Full      93.030000     99.992188     50.580000     79.296875     16.860000     21.828125     32.36s
-INT_2     10.000000     9.679688     10.000000     9.679688     10.000000     9.679688     102.39s
+INT_2     10.000000     10.101562     10.000000     10.101562     10.000000     10.101562     77.36s
-INT_3     10.000000     9.679688     10.000000     9.679688     10.000000     9.679688     102.14s
+INT_3     10.000000     10.101562     10.000000     10.101562     10.000000     10.101562     85.24s
-INT_4     17.330000     22.578125     12.330000     15.132812     9.470000     14.117188     103.49s
+INT_4     17.340000     20.234375     11.270000     12.906250     10.000000     11.554688     84.62s
-INT_5     88.220000     98.562500     36.050000     61.734375     17.140000     41.718750     103.08s
+INT_5     88.200000     98.507812     32.170000     68.148438     14.600000     36.601562     84.52s
-INT_6     92.250000     99.867188     49.620000     69.320312     20.110000     40.828125     93.44s
+INT_6     92.270000     99.945312     49.500000     82.343750     19.530000     38.179688     64.65s
-INT_7     92.760000     99.914062     50.360000     63.726562     18.850000     32.343750     89.96s
+INT_7     92.800000     99.984375     50.000000     81.156250     18.940000     31.179688     84.94s
-INT_8     93.000000     99.921875     50.710000     61.210938     17.760000     28.468750     84.60s
+INT_8     92.980000     99.976562     50.800000     80.273438     18.110000     25.210938     86.24s
-INT_9     93.040000     99.898438     50.460000     60.617188     17.170000     27.273438     101.82s
+INT_9     93.040000     99.992188     50.600000     79.875000     17.210000     22.812500     84.63s
-INT_10     93.060000     99.914062     50.580000     60.523438     16.760000     26.765625     103.82s
+INT_10     93.050000     99.992188     50.700000     79.328125     16.900000     22.398438     86.87s
-INT_11     92.980000     99.921875     50.740000     60.351562     16.920000     26.546875     85.06s
+INT_11     93.000000     99.992188     50.610000     79.164062     16.980000     22.046875     68.11s
-INT_12     93.030000     99.914062     50.580000     60.468750     16.750000     26.625000     84.62s
+INT_12     93.030000     99.992188     50.660000     79.304688     16.860000     22.054688     63.46s
-INT_13     93.010000     99.914062     50.500000     60.523438     16.940000     26.554688     84.16s
+INT_13     93.020000     99.992188     50.600000     79.265625     16.830000     21.906250     63.65s
-INT_14     93.030000     99.914062     50.540000     60.515625     16.870000     26.554688     84.56s
+INT_14     93.020000     99.992188     50.610000     79.242188     16.830000     21.804688     87.17s
-INT_15     93.030000     99.914062     50.540000     60.476562     16.870000     26.562500     104.47s
+INT_15     93.030000     99.992188     50.510000     79.242188     16.870000     21.890625     86.65s
-INT_16     93.030000     99.914062     50.580000     60.437500     16.800000     26.531250     102.85s
+INT_16     93.020000     99.992188     50.600000     79.304688     16.860000     21.828125     86.33s
-POT_2     10.000000     9.679688     10.000000     9.679688     10.000000     9.679688     127.08s
+POT_2     10.000000     10.101562     10.000000     10.101562     10.000000     10.101562     100.01s
-POT_3     10.000000     9.679688     10.000000     9.679688     10.000000     9.679688     138.92s
+POT_3     10.000000     10.101562     10.000000     10.101562     10.000000     10.101562     104.05s
-POT_4     71.830000     82.578125     37.830000     24.765625     18.680000     17.468750     165.01s
+POT_4     71.750000     90.226562     37.850000     30.851562     18.900000     15.140625     121.82s
-POT_5     71.960000     81.296875     37.380000     24.375000     18.000000     17.312500     217.42s
+POT_5     71.750000     90.367188     37.060000     29.031250     18.130000     14.335938     163.50s
-POT_6     72.020000     82.164062     37.370000     24.554688     18.310000     17.453125     322.57s
+POT_6     71.900000     90.265625     37.240000     29.562500     18.430000     14.367188     246.52s
-POT_7     71.430000     82.203125     37.540000     24.234375     17.810000     17.039062     537.44s
+POT_7     71.420000     90.070312     37.400000     29.625000     18.270000     14.375000     415.18s
-POT_8     71.450000     81.195312     37.200000     24.437500     18.290000     17.109375     954.10s
+POT_8     71.330000     90.187500     36.960000     29.406250     18.180000     14.320312     751.17s
-FLOAT_3_E1     10.010000     9.679688     9.960000     9.687500     9.970000     9.679688     138.82s
+FLOAT_3_E1     10.000000     10.117188     10.020000     10.101562     10.040000     10.109375     105.00s
-FLOAT_4_E1     77.130000     77.609375     27.980000     43.015625     16.310000     30.054688     163.94s
+FLOAT_4_E1     77.180000     86.179688     26.660000     44.015625     15.650000     25.382812     124.71s
-FLOAT_4_E2     71.290000     94.898438     27.710000     33.773438     18.030000     25.085938     165.68s
+FLOAT_4_E2     71.290000     93.984375     27.770000     37.125000     18.910000     23.953125     122.54s
-FLOAT_5_E1     86.890000     95.406250     42.240000     38.531250     19.310000     23.898438     218.32s
+FLOAT_5_E1     86.940000     98.000000     42.960000     50.976562     19.940000     22.664062     163.95s
-FLOAT_5_E2     88.630000     99.554688     44.110000     47.046875     20.910000     26.898438     219.26s
+FLOAT_5_E2     88.600000     99.742188     44.310000     53.609375     21.440000     22.585938     163.59s
-FLOAT_5_E3     90.500000     99.679688     47.970000     48.367188     19.600000     24.515625     219.31s
+FLOAT_5_E3     90.470000     99.875000     47.940000     68.703125     19.820000     25.304688     163.11s
-FLOAT_6_E1     88.860000     97.664062     44.750000     35.500000     19.350000     20.781250     324.47s
+FLOAT_6_E1     88.850000     98.960938     43.630000     50.710938     18.710000     20.445312     244.31s
-FLOAT_6_E2     91.150000     99.820312     48.270000     52.203125     19.410000     26.687500     324.68s
+FLOAT_6_E2     91.160000     99.945312     48.690000     66.953125     20.480000     23.187500     243.70s
-FLOAT_6_E3     92.420000     99.898438     51.350000     60.164062     18.580000     26.484375     324.80s
+FLOAT_6_E3     92.440000     99.984375     50.520000     74.906250     18.550000     23.742188     244.99s
-FLOAT_6_E4     90.460000     99.710938     47.780000     48.328125     19.350000     24.445312     324.63s
+FLOAT_6_E4     90.540000     99.843750     48.110000     67.937500     19.800000     25.335938     245.03s
-FLOAT_7_E1     89.930000     98.476562     44.670000     35.250000     17.830000     20.281250     537.80s
+FLOAT_7_E1     89.910000     99.484375     44.570000     51.187500     17.960000     18.617188     411.07s
-FLOAT_7_E2     91.910000     99.859375     48.640000     55.484375     19.150000     26.453125     537.25s
+FLOAT_7_E2     91.930000     99.953125     49.520000     73.554688     19.240000     24.062500     413.48s
-FLOAT_7_E3     92.940000     99.914062     50.600000     59.750000     17.260000     27.234375     539.38s
+FLOAT_7_E3     92.920000     99.984375     50.550000     77.000000     17.700000     23.125000     413.04s
-FLOAT_7_E4     92.700000     99.898438     51.310000     60.328125     18.570000     26.500000     539.31s
+FLOAT_7_E4     92.700000     99.984375     50.650000     74.515625     18.440000     23.460938     412.23s
-FLOAT_7_E5     90.600000     99.703125     48.100000     48.070312     19.520000     24.328125     539.27s
+FLOAT_7_E5     90.580000     99.882812     47.970000     68.007812     19.890000     25.046875     414.15s
-FLOAT_8_E1     90.110000     98.507812     45.080000     35.031250     17.500000     19.875000     954.49s
+FLOAT_8_E1     90.100000     99.484375     44.790000     51.000000     17.400000     18.195312     746.56s
-FLOAT_8_E2     92.020000     99.914062     49.220000     55.992188     18.060000     25.960938     952.79s
+FLOAT_8_E2     92.040000     99.984375     49.740000     72.234375     18.840000     22.367188     746.94s
-FLOAT_8_E3     93.100000     99.898438     50.260000     59.765625     17.110000     26.656250     952.70s
+FLOAT_8_E3     93.090000     99.992188     50.470000     79.890625     17.300000     22.671875     746.83s
-FLOAT_8_E4     92.940000     99.906250     50.450000     59.320312     17.310000     27.242188     952.77s
+FLOAT_8_E4     92.920000     99.976562     50.510000     76.968750     17.860000     22.968750     749.22s
-FLOAT_8_E5     92.640000     99.921875     51.410000     60.554688     18.730000     26.437500     954.18s
+FLOAT_8_E5     92.620000     99.984375     50.500000     74.484375     18.590000     23.414062     749.64s
-FLOAT_8_E6     90.790000     99.734375     47.960000     48.148438     19.490000     24.445312     954.13s
+FLOAT_8_E6     90.770000     99.875000     48.120000     68.195312     19.850000     25.460938     747.53s
--- a/ykl/ALL/robust_result/cifar10/VGG_19.xlsx
+++ b/ykl/ALL/robust_result/cifar10/VGG_19.xlsx
--- a/ykl/ALL/robust_result/cifar10/VGG_19_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10/VGG_19_adjust.txt
 VGG_19 cifar10
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      93.030000     96.468750     50.580000     48.289062     16.840000     14.828125     52.77s
+Full      93.020000     89.992188     50.590000     69.632812     16.770000     18.296875     33.03s
-INT_2     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     96.00s
+INT_2     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     66.79s
-INT_3     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     94.59s
+INT_3     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     90.69s
-INT_4     17.340000     19.406250     12.000000     12.210938     10.190000     11.203125     86.37s
+INT_4     17.330000     16.601562     11.050000     13.015625     9.770000     12.312500     78.38s
-INT_5     88.200000     79.890625     35.510000     37.460938     17.080000     22.085938     95.28s
+INT_5     88.220000     78.085938     29.820000     39.101562     14.160000     20.367188     85.07s
-INT_6     92.270000     93.968750     49.290000     51.601562     20.150000     23.242188     96.17s
+INT_6     92.250000     86.562500     46.100000     62.359375     19.150000     28.828125     84.46s
-INT_7     92.800000     96.117188     50.060000     49.304688     18.910000     18.437500     90.90s
+INT_7     92.770000     89.625000     49.940000     69.726562     19.230000     25.617188     84.58s
-INT_8     92.980000     96.226562     50.590000     48.484375     17.920000     16.695312     90.05s
+INT_8     93.000000     89.875000     50.560000     70.015625     18.160000     21.640625     84.65s
-INT_9     93.040000     96.367188     50.320000     48.421875     17.180000     15.632812     92.23s
+INT_9     93.040000     89.953125     50.550000     69.515625     17.250000     19.218750     89.04s
-INT_10     93.050000     96.453125     50.610000     48.523438     16.900000     15.312500     90.34s
+INT_10     93.060000     89.960938     50.390000     69.609375     16.890000     18.906250     86.77s
-INT_11     93.000000     96.460938     50.580000     48.328125     16.930000     15.031250     90.91s
+INT_11     92.980000     90.015625     50.670000     69.492188     16.940000     18.593750     84.55s
-INT_12     93.030000     96.460938     50.600000     48.390625     16.840000     14.921875     90.62s
+INT_12     93.030000     90.000000     50.660000     69.718750     16.910000     18.421875     73.71s
-INT_13     93.020000     96.460938     50.560000     48.304688     16.840000     14.898438     92.62s
+INT_13     93.010000     89.968750     50.510000     69.625000     16.830000     18.328125     87.00s
-INT_14     93.020000     96.460938     50.510000     48.289062     16.850000     14.906250     91.85s
+INT_14     93.030000     89.992188     50.600000     69.632812     16.780000     18.335938     86.86s
-INT_15     93.030000     96.460938     50.550000     48.226562     16.820000     14.890625     90.73s
+INT_15     93.030000     89.984375     50.570000     69.500000     16.850000     18.328125     85.38s
-INT_16     93.020000     96.468750     50.640000     48.250000     16.730000     14.929688     93.51s
+INT_16     93.030000     89.992188     50.600000     69.578125     16.870000     18.281250     64.76s
-POT_2     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     131.40s
+POT_2     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     106.87s
-POT_3     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     142.94s
+POT_3     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     107.78s
-POT_4     71.750000     51.281250     37.890000     26.898438     18.670000     18.296875     169.33s
+POT_4     71.830000     76.234375     37.910000     34.812500     19.100000     16.945312     119.69s
-POT_5     71.750000     50.445312     36.830000     25.984375     18.010000     17.914062     221.88s
+POT_5     71.960000     75.953125     37.280000     33.117188     18.420000     15.718750     161.44s
-POT_6     71.900000     51.773438     37.120000     26.546875     18.570000     18.000000     325.98s
+POT_6     72.020000     75.531250     37.290000     33.148438     18.450000     15.914062     243.88s
-POT_7     71.420000     52.296875     37.100000     26.640625     18.220000     17.828125     540.99s
+POT_7     71.430000     75.585938     37.340000     33.640625     18.410000     15.781250     413.52s
-POT_8     71.330000     51.046875     37.440000     26.000000     18.410000     17.500000     955.80s
+POT_8     71.450000     76.304688     37.020000     32.484375     18.440000     15.492188     748.47s
-FLOAT_3_E1     10.000000     9.953125     10.070000     9.960938     10.010000     9.953125     139.87s
+FLOAT_3_E1     10.010000     9.945312     10.010000     9.945312     10.010000     9.953125     101.25s
-FLOAT_4_E1     77.180000     53.250000     26.920000     36.937500     15.590000     26.500000     167.38s
+FLOAT_4_E1     77.130000     78.914062     24.240000     36.367188     14.280000     21.773438     119.58s
-FLOAT_4_E2     71.290000     80.570312     28.350000     31.726562     17.350000     23.281250     166.30s
+FLOAT_4_E2     71.290000     75.562500     31.030000     39.164062     20.470000     25.968750     123.27s
-FLOAT_5_E1     86.940000     76.109375     42.550000     39.476562     19.490000     24.515625     219.69s
+FLOAT_5_E1     86.890000     90.695312     42.000000     52.640625     19.860000     26.000000     164.82s
-FLOAT_5_E2     88.600000     92.351562     44.490000     41.062500     21.190000     18.078125     219.69s
+FLOAT_5_E2     88.630000     85.484375     45.390000     60.171875     22.560000     26.304688     164.71s
-FLOAT_5_E3     90.470000     95.218750     47.770000     41.828125     19.290000     18.851562     220.72s
+FLOAT_5_E3     90.500000     90.820312     47.480000     65.671875     19.430000     23.250000     165.53s
-FLOAT_6_E1     88.850000     85.789062     44.830000     38.187500     19.830000     22.335938     325.89s
+FLOAT_6_E1     88.860000     91.429688     43.140000     58.734375     18.170000     25.898438     246.30s
-FLOAT_6_E2     91.160000     93.945312     48.750000     45.328125     19.660000     19.773438     325.96s
+FLOAT_6_E2     91.150000     86.921875     49.010000     62.867188     20.520000     22.562500     246.60s
-FLOAT_6_E3     92.440000     96.523438     51.350000     47.250000     18.790000     12.625000     325.88s
+FLOAT_6_E3     92.420000     90.125000     51.170000     71.203125     19.000000     20.796875     245.14s
-FLOAT_6_E4     90.540000     95.109375     48.140000     41.835938     19.490000     18.242188     325.96s
+FLOAT_6_E4     90.460000     90.703125     47.730000     65.203125     19.370000     22.882812     246.12s
-FLOAT_7_E1     89.910000     87.546875     44.600000     38.703125     17.840000     22.023438     540.81s
+FLOAT_7_E1     89.930000     91.773438     45.040000     59.898438     17.930000     23.531250     414.54s
-FLOAT_7_E2     91.930000     95.109375     49.150000     46.820312     19.320000     19.820312     540.80s
+FLOAT_7_E2     91.910000     87.757812     49.750000     64.414062     19.070000     20.414062     412.78s
-FLOAT_7_E3     92.920000     96.328125     50.620000     48.382812     17.310000     15.632812     540.87s
+FLOAT_7_E3     92.940000     90.226562     51.080000     70.078125     17.770000     19.742188     414.78s
-FLOAT_7_E4     92.700000     96.546875     51.260000     47.156250     18.720000     12.664062     540.89s
+FLOAT_7_E4     92.700000     90.070312     51.210000     71.281250     19.020000     20.796875     415.24s
-FLOAT_7_E5     90.580000     95.226562     47.660000     41.632812     19.500000     18.468750     540.80s
+FLOAT_7_E5     90.600000     90.664062     47.600000     65.484375     19.250000     22.929688     415.50s
-FLOAT_8_E1     90.100000     87.765625     45.000000     38.296875     17.510000     21.710938     955.80s
+FLOAT_8_E1     90.110000     91.625000     45.200000     59.890625     18.270000     22.289062     747.48s
-FLOAT_8_E2     92.040000     95.437500     49.610000     47.187500     18.310000     19.351562     955.09s
+FLOAT_8_E2     92.020000     88.554688     50.030000     63.796875     18.720000     19.195312     747.61s
-FLOAT_8_E3     93.090000     96.468750     50.520000     47.914062     16.990000     15.812500     954.98s
+FLOAT_8_E3     93.100000     90.078125     50.510000     69.960938     17.060000     18.859375     748.34s
-FLOAT_8_E4     92.920000     96.375000     50.560000     48.312500     17.400000     15.710938     955.04s
+FLOAT_8_E4     92.940000     90.195312     50.850000     70.203125     17.800000     19.781250     749.56s
-FLOAT_8_E5     92.620000     96.703125     51.200000     47.195312     18.730000     12.593750     955.57s
+FLOAT_8_E5     92.640000     90.093750     51.290000     70.914062     18.780000     20.859375     750.04s
-FLOAT_8_E6     90.770000     94.867188     47.870000     41.742188     19.570000     18.664062     954.81s
+FLOAT_8_E6     90.790000     90.757812     47.380000     65.257812     19.300000     23.062500     749.96s
--- a/ykl/ALL/robust_result/cifar10/VGG_19_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10/VGG_19_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar100/AlexNet.txt
+++ b/ykl/ALL/robust_result/cifar100/AlexNet.txt
 AlexNet cifar100
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      63.440000     99.781250     21.870000     58.664062     7.790000     20.382812     8.91s
+Full      63.440000     99.679688     21.870000     57.429688     7.740000     19.351562     12.58s
-INT_2     1.000000     0.960938     1.000000     0.960938     1.000000     0.960938     27.25s
+INT_2     1.000000     0.859375     1.000000     0.859375     1.000000     0.859375     28.85s
-INT_3     0.990000     1.195312     1.000000     0.960938     1.000000     0.960938     27.09s
+INT_3     0.990000     1.062500     1.000000     0.859375     1.000000     0.859375     27.61s
-INT_4     15.960000     27.812500     3.650000     9.210938     2.870000     7.562500     26.44s
+INT_4     15.960000     26.148438     3.330000     8.265625     2.910000     6.679688     24.44s
-INT_5     46.760000     89.523438     14.230000     25.921875     11.530000     19.718750     26.94s
+INT_5     46.760000     89.617188     14.060000     23.664062     11.200000     18.414062     25.88s
-INT_6     58.120000     98.859375     20.030000     46.726562     14.010000     33.867188     27.15s
+INT_6     58.120000     98.632812     19.480000     45.015625     14.120000     32.265625     27.52s
-INT_7     61.680000     99.507812     21.820000     55.445312     11.780000     31.750000     27.73s
+INT_7     61.680000     99.507812     21.260000     53.867188     11.640000     30.320312     28.27s
-INT_8     62.860000     99.750000     22.370000     57.468750     9.870000     25.929688     24.49s
+INT_8     62.860000     99.726562     21.950000     56.140625     9.720000     24.546875     20.89s
-INT_9     63.150000     99.773438     22.030000     58.265625     8.570000     22.343750     25.93s
+INT_9     63.160000     99.640625     21.930000     57.085938     8.630000     21.539062     22.21s
-INT_10     63.360000     99.789062     22.140000     58.531250     8.090000     21.296875     20.20s
+INT_10     63.360000     99.664062     21.990000     57.429688     8.070000     20.054688     28.54s
-INT_11     63.360000     99.781250     22.100000     58.718750     7.920000     20.679688     19.94s
+INT_11     63.360000     99.671875     22.030000     57.351562     7.900000     19.648438     27.91s
-INT_12     63.400000     99.789062     21.940000     58.664062     7.740000     20.500000     19.83s
+INT_12     63.380000     99.671875     21.890000     57.539062     7.810000     19.312500     26.19s
-INT_13     63.440000     99.773438     21.980000     58.757812     7.780000     20.296875     19.74s
+INT_13     63.440000     99.671875     21.950000     57.445312     7.710000     19.343750     29.04s
-INT_14     63.430000     99.773438     21.870000     58.734375     7.740000     20.335938     22.01s
+INT_14     63.430000     99.679688     21.910000     57.476562     7.770000     19.312500     29.82s
-INT_15     63.450000     99.781250     21.950000     58.679688     7.750000     20.343750     28.26s
+INT_15     63.450000     99.679688     21.910000     57.492188     7.720000     19.304688     29.11s
-INT_16     63.440000     99.781250     21.890000     58.679688     7.720000     20.453125     27.28s
+INT_16     63.440000     99.679688     21.970000     57.445312     7.710000     19.273438     24.32s
-POT_2     1.000000     0.960938     1.000000     0.960938     1.000000     0.960938     31.73s
+POT_2     1.000000     0.859375     1.000000     0.859375     1.000000     0.859375     34.42s
-POT_3     1.330000     1.992188     1.030000     0.968750     1.020000     0.960938     34.02s
+POT_3     1.330000     2.117188     1.060000     0.875000     1.030000     0.867188     34.57s
-POT_4     24.460000     37.812500     6.950000     12.546875     4.390000     7.921875     36.31s
+POT_4     24.460000     38.187500     6.940000     11.945312     4.380000     7.734375     33.99s
-POT_5     25.240000     38.757812     6.860000     12.976562     4.070000     7.562500     44.06s
+POT_5     25.240000     38.890625     7.220000     12.875000     4.200000     7.742188     45.53s
-POT_6     24.910000     39.328125     7.130000     12.851562     4.310000     7.921875     59.85s
+POT_6     24.910000     39.171875     7.240000     12.843750     4.030000     7.835938     59.74s
-POT_7     24.810000     37.171875     7.270000     12.867188     4.160000     7.585938     92.18s
+POT_7     24.810000     37.742188     7.310000     13.367188     4.060000     7.242188     94.08s
-POT_8     25.050000     38.906250     7.120000     12.718750     4.130000     7.531250     161.44s
+POT_8     25.050000     38.195312     7.110000     12.773438     4.080000     7.742188     161.17s
-FLOAT_3_E1     1.960000     2.929688     1.450000     1.757812     1.190000     1.328125     30.23s
+FLOAT_3_E1     1.960000     3.140625     1.510000     1.679688     1.250000     1.445312     32.48s
-FLOAT_4_E1     15.090000     19.953125     7.860000     6.531250     5.730000     4.953125     35.10s
+FLOAT_4_E1     15.090000     20.625000     7.600000     6.429688     5.800000     5.335938     35.75s
-FLOAT_4_E2     18.310000     41.609375     4.630000     4.023438     3.960000     3.765625     33.30s
+FLOAT_4_E2     18.310000     41.820312     4.880000     3.914062     3.720000     3.250000     34.44s
-FLOAT_5_E1     38.590000     72.234375     14.170000     21.953125     9.610000     12.617188     44.45s
+FLOAT_5_E1     38.590000     72.437500     14.180000     21.335938     9.680000     12.312500     41.59s
-FLOAT_5_E2     44.250000     91.476562     13.070000     22.640625     8.780000     14.507812     43.65s
+FLOAT_5_E2     44.250000     91.007812     13.030000     21.359375     8.810000     13.914062     41.66s
-FLOAT_5_E3     50.410000     91.835938     17.620000     41.953125     8.930000     19.648438     45.00s
+FLOAT_5_E3     50.410000     91.867188     17.620000     40.796875     8.870000     19.554688     41.67s
-FLOAT_6_E1     48.020000     81.992188     17.060000     25.007812     9.070000     8.937500     59.66s
+FLOAT_6_E1     48.020000     82.242188     16.960000     24.210938     9.230000     8.945312     57.80s
-FLOAT_6_E2     55.160000     97.992188     16.790000     35.453125     8.730000     18.320312     58.73s
+FLOAT_6_E2     55.150000     97.554688     17.000000     35.171875     8.640000     17.812500     57.71s
-FLOAT_6_E3     59.950000     98.812500     21.100000     53.242188     9.260000     22.585938     57.76s
+FLOAT_6_E3     59.950000     98.632812     21.140000     51.867188     9.100000     21.304688     57.91s
-FLOAT_6_E4     49.880000     91.546875     17.620000     41.804688     8.830000     19.796875     58.66s
+FLOAT_6_E4     49.880000     92.023438     17.500000     40.835938     8.800000     19.265625     57.87s
-FLOAT_7_E1     51.440000     88.687500     18.360000     31.421875     8.520000     10.320312     93.81s
+FLOAT_7_E1     51.440000     89.195312     18.100000     30.679688     8.530000     10.000000     93.10s
-FLOAT_7_E2     58.390000     98.789062     17.930000     41.304688     8.260000     18.765625     93.89s
+FLOAT_7_E2     58.410000     98.640625     18.070000     40.414062     8.350000     17.898438     93.81s
-FLOAT_7_E3     62.220000     99.601562     21.890000     56.132812     8.620000     20.601562     93.65s
+FLOAT_7_E3     62.230000     99.445312     21.640000     54.812500     8.590000     19.812500     92.03s
-FLOAT_7_E4     60.150000     98.742188     21.200000     53.140625     8.920000     22.117188     92.42s
+FLOAT_7_E4     60.140000     98.578125     20.840000     51.695312     8.790000     21.164062     94.07s
-FLOAT_7_E5     50.190000     91.726562     17.770000     41.757812     8.690000     19.820312     93.67s
+FLOAT_7_E5     50.190000     92.085938     17.640000     41.007812     8.620000     19.125000     93.75s
-FLOAT_8_E1     53.620000     90.671875     18.810000     35.398438     7.840000     10.742188     160.80s
+FLOAT_8_E1     53.620000     91.015625     18.730000     34.132812     7.990000     10.437500     159.42s
-FLOAT_8_E2     58.680000     99.031250     18.510000     42.804688     8.330000     18.171875     160.99s
+FLOAT_8_E2     58.660000     98.812500     18.520000     41.835938     8.130000     17.164062     160.69s
-FLOAT_8_E3     62.860000     99.750000     21.930000     57.921875     8.130000     20.843750     159.48s
+FLOAT_8_E3     62.860000     99.578125     21.970000     56.968750     8.070000     19.562500     160.85s
-FLOAT_8_E4     62.490000     99.507812     21.980000     56.250000     8.680000     20.507812     159.30s
+FLOAT_8_E4     62.490000     99.382812     22.050000     54.953125     8.460000     19.765625     161.68s
-FLOAT_8_E5     60.100000     98.718750     20.930000     53.304688     9.170000     22.414062     159.52s
+FLOAT_8_E5     60.040000     98.656250     20.900000     52.335938     9.080000     21.562500     160.62s
-FLOAT_8_E6     50.440000     91.523438     17.520000     41.765625     8.950000     19.757812     161.18s
+FLOAT_8_E6     50.440000     91.531250     17.570000     40.453125     8.590000     19.289062     159.71s
--- a/ykl/ALL/robust_result/cifar100/AlexNet.xlsx
+++ b/ykl/ALL/robust_result/cifar100/AlexNet.xlsx
--- a/ykl/ALL/robust_result/cifar100/AlexNet_BN.txt
+++ b/ykl/ALL/robust_result/cifar100/AlexNet_BN.txt
+AlexNet_BN cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      66.310000     99.984375     21.330000     40.921875     6.780000     5.437500     14.75s
+INT_2     1.000000     1.085938     1.000000     1.085938     1.000000     1.085938     34.36s
+INT_3     1.220000     1.539062     1.000000     1.164062     1.000000     1.164062     34.29s
+INT_4     9.130000     11.039062     2.570000     3.039062     2.210000     1.937500     34.05s
+INT_5     40.130000     88.500000     9.310000     14.859375     6.710000     9.703125     34.63s
+INT_6     61.870000     99.875000     18.370000     32.273438     10.210000     12.328125     34.30s
+INT_7     65.940000     99.968750     21.980000     39.421875     9.490000     9.664062     34.13s
+INT_8     66.210000     99.984375     21.260000     40.429688     7.760000     7.078125     34.20s
+INT_9     66.440000     99.984375     21.350000     40.125000     7.170000     5.984375     33.69s
+INT_10     66.310000     99.992188     21.240000     40.632812     6.890000     5.585938     34.32s
+INT_11     66.410000     99.984375     21.420000     41.054688     6.890000     5.546875     33.94s
+INT_12     66.390000     99.984375     21.350000     41.023438     6.800000     5.523438     34.06s
+INT_13     66.350000     99.984375     21.430000     40.921875     6.800000     5.507812     34.01s
+INT_14     66.300000     99.984375     21.350000     40.968750     6.770000     5.476562     34.17s
+INT_15     66.310000     99.984375     21.310000     40.937500     6.740000     5.492188     34.34s
+INT_16     66.320000     99.984375     21.300000     40.976562     6.790000     5.515625     34.04s
+POT_2     1.000000     1.085938     1.000000     1.085938     1.000000     1.085938     49.13s
+POT_3     1.680000     1.554688     1.630000     1.921875     1.690000     1.960938     47.92s
+POT_4     26.770000     53.875000     8.560000     7.148438     4.640000     3.195312     49.07s
+POT_5     26.920000     53.398438     8.680000     6.656250     4.440000     2.812500     55.68s
+POT_6     26.480000     53.500000     8.890000     6.679688     4.750000     2.992188     70.93s
+POT_7     26.570000     53.171875     8.680000     6.835938     4.730000     3.140625     103.86s
+POT_8     26.470000     52.820312     8.660000     6.820312     4.780000     3.046875     169.75s
+FLOAT_3_E1     2.050000     1.843750     1.510000     0.882812     1.200000     0.750000     48.35s
+FLOAT_4_E1     15.020000     25.289062     3.860000     2.828125     2.590000     1.382812     49.82s
+FLOAT_4_E2     23.470000     34.914062     4.720000     3.875000     3.440000     2.515625     49.33s
+FLOAT_5_E1     36.740000     74.625000     7.990000     7.687500     4.210000     1.742188     55.84s
+FLOAT_5_E2     51.740000     93.968750     12.500000     13.484375     6.840000     5.031250     55.69s
+FLOAT_5_E3     53.530000     94.929688     17.130000     24.210938     7.780000     6.187500     55.99s
+FLOAT_6_E1     45.170000     86.882812     9.900000     10.179688     4.470000     1.679688     71.40s
+FLOAT_6_E2     59.520000     99.117188     16.690000     22.085938     7.510000     6.171875     71.22s
+FLOAT_6_E3     63.110000     99.890625     19.040000     36.781250     6.920000     6.875000     70.96s
+FLOAT_6_E4     53.760000     95.234375     17.570000     24.359375     8.080000     6.148438     71.02s
+FLOAT_7_E1     53.170000     94.429688     12.320000     15.546875     4.660000     1.929688     104.08s
+FLOAT_7_E2     63.210000     99.835938     19.080000     29.445312     7.850000     7.742188     104.24s
+FLOAT_7_E3     65.220000     99.929688     20.140000     38.171875     6.810000     5.562500     104.14s
+FLOAT_7_E4     63.530000     99.875000     19.050000     36.492188     6.920000     6.945312     103.90s
+FLOAT_7_E5     53.790000     94.773438     17.580000     24.757812     7.930000     6.117188     104.08s
+FLOAT_8_E1     53.650000     95.359375     12.550000     15.468750     4.520000     1.671875     169.52s
+FLOAT_8_E2     63.580000     99.937500     19.730000     31.187500     7.930000     7.406250     169.34s
+FLOAT_8_E3     66.500000     99.984375     21.490000     40.960938     6.980000     5.695312     169.49s
+FLOAT_8_E4     65.360000     99.929688     20.050000     38.093750     6.820000     5.375000     169.84s
+FLOAT_8_E5     63.290000     99.828125     19.060000     36.742188     7.060000     6.960938     169.50s
+FLOAT_8_E6     53.480000     95.312500     17.010000     24.546875     8.090000     6.132812     169.50s
--- a/ykl/ALL/robust_result/cifar100/AlexNet_BN.xlsx
+++ b/ykl/ALL/robust_result/cifar100/AlexNet_BN.xlsx
--- a/ykl/ALL/robust_result/cifar100/AlexNet_BN_adjust.txt
+++ b/ykl/ALL/robust_result/cifar100/AlexNet_BN_adjust.txt
+AlexNet_BN cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      66.310000     68.218750     21.280000     62.460938     6.780000     6.945312     12.79s
+INT_2     1.000000     1.000000     1.000000     1.000000     1.000000     1.000000     33.06s
+INT_3     1.210000     1.890625     1.000000     0.992188     1.000000     0.992188     33.15s
+INT_4     9.170000     18.039062     3.080000     5.398438     2.540000     3.312500     33.00s
+INT_5     40.280000     42.109375     9.300000     26.132812     6.510000     13.937500     32.36s
+INT_6     61.890000     57.578125     18.310000     51.828125     10.040000     23.046875     32.92s
+INT_7     65.890000     65.234375     21.390000     59.937500     9.420000     17.882812     32.86s
+INT_8     66.330000     66.992188     21.380000     61.437500     8.010000     11.585938     32.95s
+INT_9     66.440000     68.359375     21.410000     62.171875     7.320000     8.578125     32.54s
+INT_10     66.350000     68.195312     21.090000     62.625000     6.960000     7.515625     32.76s
+INT_11     66.340000     68.054688     21.390000     62.562500     6.890000     7.210938     32.91s
+INT_12     66.370000     68.226562     21.400000     62.570312     6.810000     7.007812     32.69s
+INT_13     66.350000     68.203125     21.410000     62.679688     6.770000     6.968750     32.90s
+INT_14     66.290000     68.203125     21.350000     62.554688     6.730000     6.953125     33.32s
+INT_15     66.290000     68.218750     21.360000     62.562500     6.740000     7.015625     33.20s
+INT_16     66.310000     68.226562     21.310000     62.500000     6.720000     6.960938     32.93s
+POT_2     1.000000     1.000000     1.000000     1.000000     1.000000     1.000000     46.96s
+POT_3     1.660000     3.156250     1.190000     0.875000     1.120000     0.851562     46.55s
+POT_4     26.780000     32.781250     8.820000     14.351562     4.850000     3.343750     47.91s
+POT_5     26.910000     32.812500     9.090000     14.656250     4.540000     2.757812     54.77s
+POT_6     26.480000     32.570312     8.660000     14.390625     4.850000     2.875000     70.14s
+POT_7     26.580000     33.046875     8.660000     14.484375     4.800000     2.992188     102.89s
+POT_8     26.450000     32.851562     8.840000     14.601562     4.740000     2.882812     168.57s
+FLOAT_3_E1     2.040000     3.007812     1.450000     1.125000     1.280000     1.007812     46.65s
+FLOAT_4_E1     14.990000     22.546875     3.340000     4.656250     2.270000     2.234375     47.69s
+FLOAT_4_E2     23.460000     18.656250     3.550000     5.898438     2.840000     4.437500     47.49s
+FLOAT_5_E1     36.740000     43.265625     7.630000     10.960938     4.160000     1.343750     54.69s
+FLOAT_5_E2     51.700000     42.789062     12.070000     28.851562     6.470000     17.140625     54.74s
+FLOAT_5_E3     53.520000     48.843750     16.790000     39.562500     7.680000     17.242188     55.09s
+FLOAT_6_E1     45.070000     49.898438     9.960000     13.320312     4.480000     1.351562     70.63s
+FLOAT_6_E2     59.660000     53.921875     15.470000     39.710938     7.040000     16.351562     70.12s
+FLOAT_6_E3     63.140000     63.726562     18.990000     55.023438     7.000000     17.335938     70.33s
+FLOAT_6_E4     53.820000     49.523438     17.540000     39.242188     8.130000     16.882812     70.11s
+FLOAT_7_E1     53.170000     53.695312     12.530000     19.460938     4.850000     0.953125     102.97s
+FLOAT_7_E2     63.210000     58.914062     18.900000     45.585938     7.330000     14.359375     102.87s
+FLOAT_7_E3     65.210000     67.882812     20.180000     58.429688     6.750000     9.757812     102.87s
+FLOAT_7_E4     63.510000     63.945312     19.080000     54.710938     6.820000     16.882812     102.87s
+FLOAT_7_E5     53.800000     49.445312     17.700000     39.546875     8.010000     17.054688     102.50s
+FLOAT_8_E1     53.640000     55.109375     12.740000     20.039062     4.750000     0.875000     168.19s
+FLOAT_8_E2     63.650000     58.710938     19.550000     47.835938     7.720000     12.937500     168.42s
+FLOAT_8_E3     66.520000     68.359375     21.350000     61.632812     7.010000     7.906250     168.26s
+FLOAT_8_E4     65.360000     67.773438     20.230000     58.289062     6.710000     9.507812     168.59s
+FLOAT_8_E5     63.430000     63.703125     19.080000     54.703125     6.990000     17.148438     168.33s
+FLOAT_8_E6     53.320000     49.062500     16.950000     39.953125     7.550000     17.046875     168.26s
--- a/ykl/ALL/robust_result/cifar100/AlexNet_BN_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar100/AlexNet_BN_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar100/AlexNet_adjust.txt
+++ b/ykl/ALL/robust_result/cifar100/AlexNet_adjust.txt
 AlexNet cifar100
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      63.440000     65.804688     21.880000     53.984375     7.660000     6.578125     8.41s
+Full      63.440000     65.085938     21.880000     53.726562     7.780000     6.750000     11.74s
-INT_2     1.000000     1.093750     1.000000     1.093750     1.000000     1.093750     23.27s
+INT_2     1.000000     1.117188     1.000000     1.117188     1.000000     1.117188     27.84s
-INT_3     0.990000     1.640625     1.000000     1.093750     1.000000     1.093750     21.28s
+INT_3     0.990000     1.617188     1.000000     1.117188     1.000000     1.117188     26.97s
-INT_4     15.960000     13.703125     2.340000     4.437500     1.950000     4.085938     21.70s
+INT_4     15.960000     13.429688     2.150000     5.250000     1.950000     3.898438     26.33s
-INT_5     46.760000     41.851562     12.940000     19.562500     10.280000     15.484375     29.08s
+INT_5     46.760000     41.375000     12.910000     19.679688     10.130000     15.937500     28.36s
-INT_6     58.120000     52.031250     19.850000     34.242188     14.180000     21.562500     23.98s
+INT_6     58.120000     52.554688     20.180000     34.640625     14.300000     21.882812     27.00s
-INT_7     61.680000     62.367188     21.370000     47.414062     11.940000     19.070312     26.71s
+INT_7     61.680000     62.054688     20.950000     48.343750     12.120000     19.984375     28.09s
-INT_8     62.860000     63.937500     22.190000     52.859375     9.820000     12.234375     25.46s
+INT_8     62.860000     63.796875     21.960000     52.765625     9.900000     12.734375     26.50s
-INT_9     63.160000     65.367188     22.220000     53.437500     8.680000     8.500000     19.93s
+INT_9     63.160000     64.968750     22.310000     53.367188     8.730000     8.929688     27.37s
-INT_10     63.360000     65.679688     21.890000     53.906250     8.190000     7.335938     28.45s
+INT_10     63.360000     65.257812     22.080000     53.898438     8.100000     7.562500     27.15s
-INT_11     63.360000     65.617188     22.180000     54.023438     7.850000     6.945312     26.87s
+INT_11     63.360000     65.171875     22.110000     53.945312     7.850000     7.023438     19.82s
-INT_12     63.380000     65.703125     21.910000     53.812500     7.840000     6.570312     22.55s
+INT_12     63.380000     65.031250     21.970000     53.968750     7.810000     6.812500     19.99s
-INT_13     63.440000     65.812500     21.880000     54.109375     7.790000     6.625000     23.92s
+INT_13     63.440000     65.078125     21.940000     53.796875     7.700000     6.804688     20.00s
-INT_14     63.430000     65.773438     21.990000     54.007812     7.690000     6.554688     22.24s
+INT_14     63.430000     65.109375     21.990000     53.773438     7.790000     6.703125     20.63s
-INT_15     63.450000     65.804688     21.930000     54.000000     7.730000     6.687500     23.07s
+INT_15     63.450000     65.085938     21.990000     53.875000     7.690000     6.742188     26.09s
-INT_16     63.440000     65.796875     21.920000     53.968750     7.790000     6.601562     19.49s
+INT_16     63.440000     65.078125     21.930000     53.867188     7.780000     6.757812     21.59s
-POT_2     1.000000     1.093750     1.000000     1.093750     1.000000     1.093750     33.10s
+POT_2     1.000000     1.117188     1.000000     1.117188     1.000000     1.117188     34.29s
-POT_3     1.330000     2.359375     1.000000     1.093750     1.000000     1.093750     33.87s
+POT_3     1.330000     1.867188     1.000000     1.117188     1.010000     1.117188     33.87s
-POT_4     24.460000     21.984375     7.210000     10.726562     4.430000     6.500000     35.21s
+POT_4     24.460000     22.007812     7.210000     10.718750     4.300000     6.515625     36.45s
-POT_5     25.240000     23.015625     7.100000     10.679688     3.860000     5.765625     43.64s
+POT_5     25.240000     22.671875     7.050000     10.796875     3.840000     6.242188     44.86s
-POT_6     24.910000     22.734375     7.130000     10.867188     4.040000     5.960938     59.41s
+POT_6     24.910000     22.703125     7.180000     10.828125     4.120000     6.039062     60.63s
-POT_7     24.810000     23.109375     7.120000     10.476562     4.020000     5.523438     93.92s
+POT_7     24.810000     22.890625     7.230000     10.343750     3.880000     5.843750     93.70s
-POT_8     25.050000     22.726562     7.380000     10.609375     3.810000     5.875000     160.87s
+POT_8     25.050000     22.703125     7.250000     10.804688     4.200000     5.750000     161.10s
-FLOAT_3_E1     1.960000     1.664062     1.050000     1.312500     1.070000     1.164062     37.02s
+FLOAT_3_E1     1.960000     1.804688     1.080000     1.242188     0.940000     1.046875     31.65s
-FLOAT_4_E1     15.090000     11.257812     6.890000     4.078125     5.000000     1.796875     37.46s
+FLOAT_4_E1     15.090000     10.781250     6.570000     4.320312     4.950000     2.320312     36.09s
-FLOAT_4_E2     18.310000     11.132812     5.500000     3.250000     4.670000     2.773438     36.25s
+FLOAT_4_E2     18.310000     11.234375     5.040000     3.187500     4.150000     2.835938     35.86s
-FLOAT_5_E1     38.590000     30.023438     14.710000     9.929688     10.150000     3.289062     43.81s
+FLOAT_5_E1     38.590000     29.585938     14.290000     9.679688     9.840000     3.085938     43.92s
-FLOAT_5_E2     44.250000     33.789062     13.560000     16.523438     9.300000     8.218750     45.09s
+FLOAT_5_E2     44.250000     34.046875     13.530000     16.093750     9.150000     8.578125     42.90s
-FLOAT_5_E3     50.410000     40.882812     16.380000     32.531250     8.120000     13.789062     45.03s
+FLOAT_5_E3     50.410000     40.867188     16.250000     33.500000     7.950000     13.453125     44.50s
-FLOAT_6_E1     48.020000     38.218750     16.760000     17.492188     9.100000     3.851562     59.94s
+FLOAT_6_E1     48.020000     38.398438     16.350000     17.601562     9.090000     3.671875     59.87s
-FLOAT_6_E2     55.150000     46.351562     17.260000     32.960938     8.870000     12.203125     59.64s
+FLOAT_6_E2     55.150000     45.750000     17.110000     32.695312     9.030000     12.421875     59.08s
-FLOAT_6_E3     59.950000     60.585938     21.310000     46.125000     9.260000     5.523438     59.46s
+FLOAT_6_E3     59.950000     60.242188     21.390000     46.164062     9.430000     5.398438     59.46s
-FLOAT_6_E4     49.880000     41.445312     16.450000     33.078125     7.880000     13.578125     59.79s
+FLOAT_6_E4     49.880000     42.109375     16.640000     33.492188     7.990000     13.421875     59.42s
-FLOAT_7_E1     51.440000     40.226562     17.770000     26.625000     8.190000     4.960938     94.36s
+FLOAT_7_E1     51.440000     40.609375     18.100000     27.156250     8.310000     5.179688     93.36s
-FLOAT_7_E2     58.410000     51.968750     18.080000     39.398438     8.650000     10.492188     93.51s
+FLOAT_7_E2     58.410000     51.781250     18.000000     38.726562     8.650000     11.023438     93.62s
-FLOAT_7_E3     62.230000     63.578125     21.860000     52.304688     8.610000     8.937500     93.97s
+FLOAT_7_E3     62.230000     63.609375     22.010000     52.578125     8.410000     9.304688     93.41s
-FLOAT_7_E4     60.140000     60.273438     21.240000     46.125000     9.240000     5.507812     93.16s
+FLOAT_7_E4     60.140000     60.039062     21.320000     47.117188     9.180000     5.515625     93.36s
-FLOAT_7_E5     50.190000     41.195312     16.190000     32.390625     7.940000     13.273438     93.84s
+FLOAT_7_E5     50.190000     40.851562     16.790000     33.117188     7.900000     13.320312     93.75s
-FLOAT_8_E1     53.620000     43.640625     18.290000     27.578125     7.720000     4.625000     161.06s
+FLOAT_8_E1     53.620000     43.718750     18.390000     27.906250     7.700000     4.421875     160.31s
-FLOAT_8_E2     58.660000     54.062500     18.560000     42.382812     8.340000     9.492188     160.72s
+FLOAT_8_E2     58.660000     53.625000     18.630000     41.554688     8.240000     9.382812     160.61s
-FLOAT_8_E3     62.860000     65.648438     21.950000     54.078125     8.060000     7.453125     160.37s
+FLOAT_8_E3     62.860000     65.023438     22.080000     54.062500     8.090000     7.796875     160.82s
-FLOAT_8_E4     62.490000     63.945312     21.700000     52.523438     8.410000     8.953125     160.88s
+FLOAT_8_E4     62.490000     63.890625     21.970000     52.562500     8.360000     9.320312     160.34s
-FLOAT_8_E5     60.040000     59.562500     21.440000     46.468750     9.160000     5.718750     161.28s
+FLOAT_8_E5     60.040000     59.601562     21.230000     46.687500     9.320000     5.539062     159.76s
-FLOAT_8_E6     50.440000     41.125000     16.410000     32.968750     8.110000     13.093750     161.59s
+FLOAT_8_E6     50.440000     41.312500     16.370000     33.617188     7.970000     13.515625     160.66s
--- a/ykl/ALL/robust_result/cifar100/AlexNet_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar100/AlexNet_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar100/Inception_BN.txt
+++ b/ykl/ALL/robust_result/cifar100/Inception_BN.txt
+Inception_BN cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      77.980000     100.000000     18.820000     50.742188     3.160000     5.734375     158.41s
+INT_2     1.000000     1.039062     1.000000     1.039062     1.000000     1.039062     325.41s
+INT_3     0.960000     1.093750     0.910000     1.046875     0.950000     1.085938     326.94s
+INT_4     5.810000     14.421875     2.290000     3.671875     1.600000     2.703125     328.17s
+INT_5     58.690000     97.671875     15.120000     32.992188     6.730000     13.148438     276.80s
+INT_6     74.310000     100.000000     19.440000     51.476562     5.100000     13.531250     327.44s
+INT_7     77.390000     100.000000     18.800000     49.328125     3.930000     7.296875     318.29s
+INT_8     77.710000     100.000000     19.050000     50.648438     3.510000     6.945312     326.46s
+INT_9     77.970000     100.000000     19.010000     50.820312     3.290000     6.226562     326.54s
+INT_10     77.990000     100.000000     18.820000     50.812500     3.280000     5.742188     326.74s
+INT_11     78.000000     100.000000     19.040000     50.890625     3.160000     5.765625     326.96s
+INT_12     77.970000     100.000000     18.950000     50.937500     3.150000     5.671875     314.52s
+INT_13     77.980000     100.000000     18.870000     50.851562     3.100000     5.671875     326.49s
+INT_14     77.960000     100.000000     18.860000     50.820312     3.050000     5.679688     312.38s
+INT_15     77.970000     100.000000     18.890000     50.875000     3.100000     5.617188     326.84s
+INT_16     77.970000     100.000000     18.830000     50.820312     3.140000     5.742188     327.69s
+POT_2     1.000000     1.039062     1.000000     1.039062     1.000000     1.039062     436.23s
+POT_3     1.150000     1.210938     1.110000     1.164062     1.060000     1.015625     500.70s
+POT_4     3.900000     1.609375     2.190000     1.085938     1.750000     1.000000     638.38s
+POT_5     5.540000     4.796875     2.900000     1.007812     1.200000     0.945312     903.21s
+POT_6     5.910000     4.218750     2.310000     1.585938     1.060000     1.234375     1416.19s
+POT_7     2.610000     1.507812     1.680000     0.984375     1.010000     1.000000     2475.07s
--- a/ykl/ALL/robust_result/cifar100/Inception_BN_adjust.txt
+++ b/ykl/ALL/robust_result/cifar100/Inception_BN_adjust.txt
+Inception_BN cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      77.980000     99.218750     18.830000     40.039062     3.130000     5.562500     154.64s
+INT_2     1.000000     1.007812     1.000000     1.007812     1.000000     1.007812     275.26s
+INT_3     0.970000     0.921875     0.860000     0.929688     0.940000     0.804688     323.32s
+INT_4     5.930000     5.570312     2.190000     2.085938     1.700000     1.742188     323.53s
+INT_5     59.110000     65.851562     12.880000     21.023438     5.560000     9.343750     324.01s
+INT_6     74.500000     94.546875     19.920000     42.367188     5.400000     11.492188     288.96s
+INT_7     76.990000     98.937500     19.450000     39.445312     4.220000     7.023438     324.45s
+INT_8     77.730000     99.179688     19.070000     40.859375     3.550000     6.578125     324.55s
+INT_9     77.930000     99.164062     18.980000     40.039062     3.310000     5.687500     324.50s
+INT_10     77.880000     99.257812     18.930000     40.273438     3.130000     5.625000     314.12s
+INT_11     77.950000     99.218750     18.930000     40.101562     3.140000     5.531250     312.54s
+INT_12     77.960000     99.218750     19.130000     40.218750     3.120000     5.546875     313.09s
+INT_13     77.990000     99.226562     19.000000     40.250000     3.160000     5.492188     316.49s
+INT_14     77.980000     99.226562     18.930000     40.164062     3.120000     5.570312     320.60s
+INT_15     77.980000     99.226562     18.920000     40.132812     3.140000     5.531250     325.56s
+INT_16     77.980000     99.226562     18.890000     40.210938     3.110000     5.476562     315.73s
+POT_2     1.000000     1.007812     1.000000     1.007812     1.000000     1.007812     435.28s
+POT_3     1.150000     1.140625     0.960000     1.078125     1.020000     1.140625     498.34s
+POT_4     3.800000     1.343750     1.730000     1.093750     1.030000     1.195312     636.46s
+POT_5     5.030000     2.296875     2.540000     1.085938     1.610000     0.789062     901.41s
+POT_6     5.960000     2.476562     2.710000     1.695312     1.250000     1.085938     1415.18s
+POT_7     2.390000     1.039062     1.230000     1.007812     0.880000     1.007812     2471.09s
+POT_8     6.220000     1.773438     2.510000     1.398438     1.340000     1.085938     4551.56s
+FLOAT_3_E1     0.960000     1.109375     0.910000     0.992188     0.950000     1.109375     498.34s
+FLOAT_4_E1     3.570000     2.929688     2.050000     1.710938     1.180000     2.609375     633.97s
+FLOAT_4_E2     28.950000     22.554688     6.260000     7.453125     3.270000     3.937500     634.64s
+FLOAT_5_E1     10.690000     1.164062     3.430000     1.195312     1.850000     1.062500     898.78s
+FLOAT_5_E2     61.230000     72.820312     13.830000     21.328125     5.350000     8.507812     898.30s
+FLOAT_5_E3     60.900000     81.953125     15.790000     9.062500     5.820000     3.554688     899.82s
+FLOAT_6_E1     15.700000     3.125000     5.530000     1.671875     2.630000     1.062500     1415.02s
+FLOAT_6_E2     70.090000     87.679688     16.300000     33.648438     4.770000     9.835938     1414.31s
+FLOAT_6_E3     72.970000     97.859375     19.570000     38.812500     5.110000     8.601562     1412.69s
+FLOAT_6_E4     55.400000     79.906250     13.400000     11.304688     4.200000     2.929688     1414.91s
+FLOAT_7_E1     29.910000     9.406250     8.630000     2.367188     3.470000     1.140625     2469.52s
+FLOAT_7_E2     73.490000     95.312500     18.040000     36.976562     4.630000     8.437500     2470.05s
+FLOAT_7_E3     76.560000     98.921875     19.060000     39.671875     4.010000     6.445312     2472.60s
+FLOAT_7_E4     73.870000     97.906250     19.750000     35.000000     5.260000     7.093750     2556.43s
+FLOAT_7_E5     45.870000     45.304688     14.610000     6.484375     6.140000     2.796875     2590.43s
+FLOAT_8_E1     33.140000     7.390625     8.690000     2.351562     3.500000     1.125000     4667.34s
+FLOAT_8_E2     74.600000     96.218750     18.330000     37.414062     4.360000     8.554688     4714.86s
+FLOAT_8_E3     77.590000     99.234375     18.710000     40.289062     3.630000     5.664062     4641.09s
+FLOAT_8_E4     76.610000     99.007812     19.390000     38.476562     3.910000     6.210938     4643.28s
+FLOAT_8_E5     73.930000     98.414062     19.920000     39.406250     5.070000     9.812500     4641.37s
+FLOAT_8_E6     55.500000     88.062500     15.590000     19.796875     4.930000     6.828125     4637.62s
--- a/ykl/ALL/robust_result/cifar100/Inception_BN_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar100/Inception_BN_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar100/MobileNetV2.txt
+++ b/ykl/ALL/robust_result/cifar100/MobileNetV2.txt
+MobileNetV2 cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      66.770000     100.000000     17.360000     35.632812     2.970000     1.406250     58.76s
+INT_2     1.000000     1.070312     1.000000     1.070312     1.000000     1.070312     218.32s
+INT_3     1.000000     0.914062     1.000000     0.914062     1.000000     0.914062     218.50s
+INT_4     0.900000     0.960938     1.140000     0.867188     0.940000     1.156250     220.03s
+INT_5     7.530000     11.484375     2.470000     2.265625     1.990000     1.781250     206.20s
+INT_6     35.120000     94.890625     12.090000     21.632812     6.500000     11.335938     218.84s
+INT_7     56.420000     99.914062     14.640000     33.242188     5.120000     7.539062     139.01s
+INT_8     62.870000     100.000000     17.690000     38.664062     4.080000     4.835938     220.28s
+INT_9     66.250000     100.000000     17.560000     36.781250     3.490000     2.218750     169.83s
+INT_10     66.810000     100.000000     17.510000     36.125000     3.100000     1.617188     140.70s
+INT_11     66.880000     100.000000     17.260000     35.921875     3.100000     1.468750     217.09s
+INT_12     66.740000     100.000000     17.450000     35.648438     2.970000     1.437500     218.18s
+INT_13     66.780000     100.000000     17.250000     35.703125     2.960000     1.320312     216.93s
+INT_14     66.760000     100.000000     17.340000     35.828125     3.000000     1.343750     219.67s
+INT_15     66.820000     100.000000     17.250000     35.742188     2.960000     1.328125     217.02s
+INT_16     66.760000     100.000000     17.310000     35.687500     2.970000     1.296875     216.79s
+POT_2     1.000000     1.070312     1.000000     1.070312     1.000000     1.070312     251.43s
+POT_3     0.950000     0.421875     1.010000     0.914062     1.000000     0.906250     244.31s
+POT_4     2.200000     1.718750     0.950000     1.085938     0.980000     1.062500     256.77s
+POT_5     1.880000     2.046875     0.990000     0.875000     1.000000     0.828125     317.75s
+POT_6     1.410000     1.531250     1.050000     1.085938     1.010000     1.054688     435.44s
+POT_7     2.310000     2.460938     1.040000     1.242188     1.010000     1.046875     684.54s
+POT_8     1.740000     2.242188     1.240000     1.187500     1.080000     1.039062     1177.58s
+FLOAT_3_E1     1.030000     0.875000     1.060000     1.054688     0.970000     1.039062     228.75s
+FLOAT_4_E1     1.010000     1.117188     0.990000     1.023438     0.930000     1.039062     236.63s
+FLOAT_4_E2     1.700000     1.562500     1.090000     1.171875     1.030000     1.007812     239.24s
+FLOAT_5_E1     2.120000     2.031250     1.030000     1.054688     0.960000     1.039062     296.44s
+FLOAT_5_E2     12.560000     21.859375     3.000000     2.343750     2.360000     1.390625     296.12s
+FLOAT_5_E3     12.890000     21.960938     3.590000     3.398438     2.220000     2.414062     295.71s
+FLOAT_6_E1     3.750000     3.476562     1.310000     2.085938     1.020000     1.289062     414.50s
+FLOAT_6_E2     22.200000     67.679688     5.850000     3.828125     3.920000     1.656250     414.86s
+FLOAT_6_E3     39.070000     94.476562     10.390000     16.968750     3.860000     4.085938     414.97s
+FLOAT_6_E4     13.140000     20.867188     3.770000     3.304688     2.720000     2.148438     414.72s
+FLOAT_7_E1     4.530000     4.671875     1.140000     2.039062     0.970000     1.070312     662.74s
+FLOAT_7_E2     37.490000     90.476562     8.270000     9.859375     4.700000     4.000000     689.42s
+FLOAT_7_E3     58.070000     99.945312     18.380000     33.781250     5.000000     4.656250     688.78s
+FLOAT_7_E4     37.710000     95.085938     11.280000     17.203125     4.030000     4.296875     664.14s
+FLOAT_7_E5     12.800000     23.671875     3.460000     3.585938     2.250000     2.328125     663.73s
+FLOAT_8_E1     5.410000     6.359375     1.010000     1.210938     0.990000     1.070312     1180.47s
+FLOAT_8_E2     43.080000     96.976562     10.120000     10.882812     5.000000     3.820312     1183.19s
+FLOAT_8_E3     64.170000     99.992188     17.550000     38.617188     3.660000     2.843750     1186.50s
+FLOAT_8_E4     57.540000     99.851562     18.030000     35.585938     4.820000     4.968750     1185.50s
+FLOAT_8_E5     38.120000     94.929688     10.780000     17.835938     3.870000     3.914062     1186.81s
+FLOAT_8_E6     12.540000     18.289062     3.000000     3.203125     2.470000     2.695312     1186.15s
--- a/ykl/ALL/robust_result/cifar100/MobileNetV2.xlsx
+++ b/ykl/ALL/robust_result/cifar100/MobileNetV2.xlsx
--- a/ykl/ALL/robust_result/cifar100/MobileNetV2_adjust.txt
+++ b/ykl/ALL/robust_result/cifar100/MobileNetV2_adjust.txt
+MobileNetV2 cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      66.770000     64.289062     17.360000     28.289062     2.960000     2.593750     56.25s
+INT_2     1.000000     1.062500     1.000000     1.062500     1.000000     1.062500     217.93s
+INT_3     1.000000     1.000000     1.000000     1.046875     1.000000     1.046875     220.51s
+INT_4     0.900000     1.242188     1.160000     0.914062     1.100000     0.859375     217.43s
+INT_5     7.530000     2.851562     3.060000     2.242188     2.610000     2.359375     219.79s
+INT_6     35.120000     37.304688     10.920000     19.132812     5.580000     11.421875     222.35s
+INT_7     56.420000     57.671875     16.570000     28.828125     5.370000     11.250000     218.43s
+INT_8     62.870000     62.210938     16.680000     29.531250     3.960000     7.281250     218.33s
+INT_9     66.250000     63.554688     17.770000     26.609375     3.360000     2.726562     219.42s
+INT_10     66.810000     63.429688     17.350000     27.093750     3.150000     3.093750     219.85s
+INT_11     66.880000     64.273438     17.460000     28.757812     3.110000     3.492188     137.04s
+INT_12     66.740000     64.367188     17.220000     28.257812     2.970000     2.632812     221.04s
+INT_13     66.780000     64.382812     17.370000     28.179688     2.980000     2.734375     219.47s
+INT_14     66.760000     64.242188     17.310000     28.343750     2.990000     2.609375     221.43s
+INT_15     66.820000     64.312500     17.370000     28.242188     3.010000     2.601562     219.59s
+INT_16     66.760000     64.312500     17.300000     28.250000     2.980000     2.531250     217.29s
+POT_2     1.000000     1.062500     1.000000     1.062500     1.000000     1.062500     250.59s
+POT_3     0.950000     0.695312     1.000000     1.054688     1.000000     1.046875     235.17s
+POT_4     2.200000     2.843750     1.230000     1.109375     1.210000     0.992188     240.91s
+POT_5     1.880000     2.421875     1.190000     1.718750     1.100000     1.882812     316.71s
+POT_6     1.410000     2.476562     1.190000     1.125000     1.130000     0.976562     435.12s
+POT_7     2.310000     2.570312     1.310000     1.398438     1.190000     0.968750     689.27s
+POT_8     1.740000     2.296875     1.330000     1.062500     0.960000     0.906250     1182.93s
+FLOAT_3_E1     1.030000     0.968750     1.000000     1.132812     0.890000     1.070312     245.03s
+FLOAT_4_E1     1.010000     1.054688     1.130000     1.125000     1.140000     0.992188     258.91s
+FLOAT_4_E2     1.700000     1.296875     1.410000     0.992188     1.230000     1.023438     260.43s
+FLOAT_5_E1     2.120000     1.390625     1.610000     1.742188     1.390000     1.429688     298.65s
+FLOAT_5_E2     12.560000     5.320312     3.360000     4.195312     2.620000     3.328125     307.02s
+FLOAT_5_E3     12.890000     13.148438     7.390000     8.687500     4.820000     7.609375     316.26s
+FLOAT_6_E1     3.750000     1.492188     2.550000     1.335938     1.980000     0.984375     435.04s
+FLOAT_6_E2     22.200000     11.593750     6.760000     7.992188     4.550000     6.507812     435.66s
+FLOAT_6_E3     39.070000     26.984375     11.500000     13.828125     4.100000     9.507812     435.24s
+FLOAT_6_E4     13.140000     13.203125     5.350000     5.781250     3.310000     4.710938     433.17s
+FLOAT_7_E1     4.530000     1.820312     2.570000     1.289062     2.000000     0.843750     663.61s
+FLOAT_7_E2     37.490000     14.390625     8.700000     16.531250     5.080000     11.796875     663.73s
+FLOAT_7_E3     58.070000     57.101562     18.160000     33.187500     4.870000     15.804688     664.12s
+FLOAT_7_E4     37.710000     25.695312     11.520000     15.789062     4.300000     11.976562     683.74s
+FLOAT_7_E5     12.800000     16.789062     5.770000     4.687500     3.660000     3.726562     684.77s
+FLOAT_8_E1     5.410000     2.679688     3.030000     1.648438     1.810000     0.765625     1181.57s
+FLOAT_8_E2     43.080000     31.320312     9.980000     15.335938     5.040000     9.960938     1182.79s
+FLOAT_8_E3     64.170000     63.476562     16.500000     27.671875     3.590000     9.437500     1178.53s
+FLOAT_8_E4     57.540000     55.882812     17.420000     34.515625     5.010000     20.187500     1179.99s
+FLOAT_8_E5     38.120000     24.945312     9.780000     10.398438     3.610000     6.625000     1159.81s
+FLOAT_8_E6     12.540000     12.687500     4.350000     2.656250     2.870000     2.414062     1178.40s
--- a/ykl/ALL/robust_result/cifar100/MobileNetV2_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar100/MobileNetV2_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar100/ResNet_152_adjust.txt
+++ b/ykl/ALL/robust_result/cifar100/ResNet_152_adjust.txt
+ResNet_152 cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      77.430000     78.593750     22.490000     33.421875     5.210000     7.031250     327.59s
+INT_2     1.000000     0.960938     1.000000     0.960938     1.000000     0.960938     826.23s
+INT_3     1.290000     1.140625     1.090000     0.984375     1.000000     0.984375     828.20s
+INT_4     2.650000     3.234375     1.320000     1.039062     1.280000     1.007812     847.75s
+INT_5     29.980000     5.828125     3.280000     3.093750     2.060000     1.710938     846.54s
+INT_6     62.420000     17.296875     7.070000     12.273438     3.470000     9.789062     846.03s
+INT_7     74.730000     54.218750     16.090000     17.710938     5.780000     3.039062     837.28s
+INT_8     77.070000     75.304688     20.220000     28.515625     5.620000     6.171875     836.56s
+INT_9     77.340000     77.843750     21.680000     30.812500     5.460000     6.242188     835.78s
+INT_10     77.310000     78.750000     22.430000     33.453125     5.440000     7.437500     833.38s
+INT_11     77.470000     78.640625     22.280000     33.289062     5.270000     7.343750     828.87s
+INT_12     77.440000     78.625000     22.340000     33.218750     5.290000     6.898438     833.67s
+INT_13     77.440000     78.671875     22.360000     33.273438     5.350000     6.960938     772.10s
+INT_14     77.430000     78.695312     22.320000     33.210938     5.210000     6.867188     831.54s
+INT_15     77.430000     78.671875     22.370000     33.242188     5.330000     6.976562     832.05s
+INT_16     77.450000     78.703125     22.410000     33.265625     5.200000     6.953125     829.97s
+POT_2     1.000000     0.960938     1.000000     0.960938     1.000000     0.960938     1170.30s
+POT_3     1.480000     0.968750     1.110000     0.695312     1.100000     0.687500     1352.45s
+POT_4     6.250000     8.578125     1.770000     1.195312     1.450000     1.445312     1759.18s
+POT_5     7.100000     7.914062     1.210000     2.015625     1.220000     1.570312     2560.07s
+POT_6     7.890000     8.289062     2.030000     1.875000     1.630000     1.523438     4141.17s
+POT_7     7.770000     8.398438     1.380000     1.773438     1.210000     1.664062     7387.50s
+POT_8     6.340000     7.453125     1.460000     0.898438     1.260000     0.718750     13780.70s
+FLOAT_3_E1     1.000000     0.921875     1.000000     0.921875     1.000000     0.921875     1355.99s
+FLOAT_4_E1     2.300000     3.140625     2.120000     1.609375     1.570000     0.882812     1756.50s
+FLOAT_4_E2     6.320000     6.195312     1.160000     1.015625     1.100000     0.726562     1759.71s
+FLOAT_5_E1     29.670000     14.726562     5.820000     7.226562     3.370000     5.921875     2564.15s
+FLOAT_5_E2     38.430000     12.304688     6.640000     5.445312     4.350000     3.210938     2567.52s
+FLOAT_5_E3     53.700000     30.679688     12.470000     14.234375     6.680000     7.039062     2565.11s
+FLOAT_6_E1     40.080000     43.195312     13.140000     12.992188     6.580000     3.351562     4122.90s
+FLOAT_6_E2     54.500000     20.273438     8.840000     10.125000     5.110000     6.390625     4127.76s
+FLOAT_6_E3     68.520000     50.304688     17.360000     17.414062     6.360000     7.507812     4234.30s
+FLOAT_6_E4     51.890000     30.210938     12.090000     12.742188     5.910000     5.859375     4344.37s
+FLOAT_7_E1     52.400000     52.515625     17.510000     20.609375     7.610000     6.023438     7537.79s
+FLOAT_7_E2     63.160000     29.281250     11.970000     10.789062     6.450000     6.226562     7542.93s
+FLOAT_7_E3     74.540000     67.046875     20.180000     24.460938     5.900000     7.187500     7568.45s
+FLOAT_7_E4     68.900000     51.765625     17.760000     17.554688     6.340000     7.679688     7515.06s
--- a/ykl/ALL/robust_result/cifar100/ResNet_18.txt
+++ b/ykl/ALL/robust_result/cifar100/ResNet_18.txt
 ResNet_18 cifar100
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      75.720000     100.000000     18.720000     72.023438     4.580000     9.796875     41.82s
+Full      75.710000     100.000000     18.760000     72.828125     4.560000     10.000000     39.98s
-INT_2     1.050000     0.937500     1.000000     1.046875     1.000000     1.046875     101.36s
+INT_2     1.050000     0.945312     1.000000     0.937500     1.000000     0.937500     108.23s
-INT_3     1.110000     1.164062     1.140000     0.890625     1.040000     0.976562     103.44s
+INT_3     1.110000     0.867188     1.020000     0.921875     1.020000     0.875000     107.87s
-INT_4     6.050000     18.429688     2.100000     4.140625     1.290000     2.445312     84.53s
+INT_4     5.900000     16.656250     2.040000     4.437500     1.290000     2.882812     109.11s
-INT_5     50.970000     95.859375     11.460000     32.476562     5.310000     14.367188     96.83s
+INT_5     50.980000     95.843750     11.660000     35.929688     5.970000     19.601562     109.27s
-INT_6     70.860000     100.000000     18.540000     68.101562     7.300000     23.320312     101.82s
+INT_6     70.930000     99.984375     18.530000     66.718750     7.270000     21.929688     110.52s
-INT_7     74.530000     99.992188     18.460000     66.476562     5.890000     15.171875     108.33s
+INT_7     74.660000     100.000000     18.640000     64.945312     5.930000     14.546875     94.10s
-INT_8     75.420000     100.000000     18.340000     70.250000     5.350000     14.757812     103.04s
+INT_8     75.390000     100.000000     18.310000     70.742188     5.460000     15.234375     83.48s
-INT_9     75.290000     100.000000     18.530000     71.007812     5.090000     14.656250     90.25s
+INT_9     75.260000     100.000000     18.490000     71.507812     5.170000     14.789062     108.70s
-INT_10     75.500000     100.000000     18.470000     71.429688     5.070000     14.210938     106.96s
+INT_10     75.520000     100.000000     18.340000     71.601562     5.020000     14.210938     83.04s
-INT_11     75.420000     100.000000     18.460000     71.023438     5.020000     14.171875     103.37s
+INT_11     75.430000     100.000000     18.440000     71.828125     5.020000     14.226562     108.12s
-INT_12     75.500000     100.000000     18.570000     71.500000     4.950000     13.500000     106.11s
+INT_12     75.510000     100.000000     18.590000     72.148438     4.990000     13.664062     100.80s
-INT_13     75.400000     100.000000     18.510000     71.289062     5.020000     14.000000     105.36s
+INT_13     75.400000     100.000000     18.420000     71.726562     5.020000     14.226562     109.84s
-INT_14     75.380000     100.000000     18.420000     71.210938     5.020000     14.218750     106.59s
+INT_14     75.380000     100.000000     18.450000     71.773438     5.040000     14.382812     83.11s
-INT_15     75.430000     100.000000     18.530000     71.335938     5.010000     13.796875     103.67s
+INT_15     75.430000     100.000000     18.500000     71.929688     5.000000     13.882812     109.54s
-INT_16     75.380000     100.000000     18.550000     71.273438     4.990000     14.125000     101.68s
+INT_16     75.380000     100.000000     18.450000     71.656250     4.970000     14.437500     110.43s
-POT_2     1.000000     1.132812     1.000000     1.046875     1.000000     1.046875     132.63s
+POT_2     1.000000     0.945312     1.000000     0.937500     1.000000     0.937500     138.60s
-POT_3     1.000000     0.882812     1.000000     0.992188     1.000000     0.992188     144.21s
+POT_3     1.000000     0.835938     1.000000     0.898438     1.000000     0.898438     146.18s
-POT_4     19.970000     37.257812     6.010000     3.460938     3.650000     1.351562     172.32s
+POT_4     19.920000     48.257812     8.850000     7.062500     5.640000     3.335938     173.82s
-POT_5     17.190000     46.421875     7.760000     3.218750     4.160000     1.492188     236.35s
+POT_5     17.240000     39.210938     7.990000     7.992188     4.580000     4.210938     240.12s
-POT_6     18.690000     37.445312     6.610000     4.101562     4.190000     1.710938     363.53s
+POT_6     19.120000     35.273438     6.400000     2.781250     4.070000     1.914062     364.37s
-POT_7     15.080000     30.570312     6.060000     3.289062     4.120000     1.453125     623.36s
+POT_7     14.720000     29.867188     6.290000     4.171875     4.470000     2.195312     622.20s
-POT_8     20.530000     46.226562     7.880000     3.085938     4.350000     1.320312     1136.85s
+POT_8     19.890000     38.992188     7.300000     7.117188     5.320000     4.195312     1130.36s
-FLOAT_3_E1     0.960000     1.148438     1.040000     1.000000     1.120000     1.156250     145.13s
+FLOAT_3_E1     0.970000     1.085938     1.110000     1.414062     1.010000     1.125000     147.99s
-FLOAT_4_E1     25.630000     39.640625     5.910000     12.218750     5.320000     6.343750     172.46s
+FLOAT_4_E1     25.700000     42.031250     5.890000     4.382812     4.190000     2.960938     174.74s
-FLOAT_4_E2     15.960000     61.335938     3.200000     5.062500     1.720000     2.296875     171.38s
+FLOAT_4_E2     15.940000     60.531250     3.250000     4.515625     1.750000     2.078125     174.63s
-FLOAT_5_E1     53.420000     87.265625     12.640000     15.460938     6.110000     6.203125     234.96s
+FLOAT_5_E1     53.130000     84.796875     12.260000     18.250000     6.120000     6.734375     239.48s
-FLOAT_5_E2     53.880000     98.460938     8.820000     14.609375     4.340000     4.437500     236.93s
+FLOAT_5_E2     54.070000     98.414062     8.830000     14.187500     4.170000     4.335938     239.34s
-FLOAT_5_E3     58.640000     97.812500     15.390000     28.984375     6.130000     7.437500     237.52s
+FLOAT_5_E3     58.650000     97.843750     14.950000     26.703125     6.030000     7.710938     239.21s
-FLOAT_6_E1     59.440000     95.328125     14.160000     20.406250     6.050000     6.578125     363.66s
+FLOAT_6_E1     59.740000     94.703125     13.890000     18.375000     5.730000     5.976562     364.47s
-FLOAT_6_E2     64.600000     99.929688     12.210000     33.445312     5.090000     9.289062     362.85s
+FLOAT_6_E2     64.360000     99.953125     12.680000     34.570312     5.280000     10.000000     364.26s
-FLOAT_6_E3     71.680000     99.992188     18.200000     59.335938     6.320000     15.453125     364.36s
+FLOAT_6_E3     71.590000     99.976562     18.040000     62.312500     6.110000     16.625000     365.80s
-FLOAT_6_E4     58.550000     97.742188     14.810000     27.281250     5.960000     6.929688     363.45s
+FLOAT_6_E4     58.800000     98.031250     15.630000     29.875000     6.180000     7.492188     364.48s
-FLOAT_7_E1     64.430000     97.562500     14.970000     23.359375     6.290000     6.710938     623.47s
+FLOAT_7_E1     64.470000     97.843750     15.270000     23.929688     6.300000     7.007812     621.05s
-FLOAT_7_E2     68.690000     99.984375     14.460000     40.945312     6.280000     11.750000     624.23s
+FLOAT_7_E2     68.790000     100.000000     14.380000     41.718750     5.640000     11.531250     621.55s
-FLOAT_7_E3     74.380000     100.000000     18.630000     68.492188     5.570000     14.820312     624.86s
+FLOAT_7_E3     74.420000     99.992188     18.410000     68.390625     5.680000     15.046875     622.55s
-FLOAT_7_E4     71.490000     99.984375     18.110000     60.945312     6.200000     16.414062     624.94s
+FLOAT_7_E4     71.500000     99.968750     18.340000     61.757812     6.290000     17.164062     621.68s
-FLOAT_7_E5     57.370000     97.765625     15.000000     25.585938     6.150000     7.109375     624.37s
+FLOAT_7_E5     57.540000     97.773438     15.370000     31.171875     6.180000     7.742188     621.93s
-FLOAT_8_E1     65.180000     98.242188     15.500000     25.929688     6.210000     6.851562     1135.77s
+FLOAT_8_E1     65.260000     98.437500     15.400000     26.929688     6.140000     7.109375     1129.73s
-FLOAT_8_E2     69.890000     100.000000     14.170000     45.382812     5.660000     12.070312     1136.86s
+FLOAT_8_E2     69.850000     99.984375     14.360000     45.687500     5.530000     12.242188     1130.44s
-FLOAT_8_E3     75.280000     100.000000     18.200000     70.593750     5.310000     15.242188     1139.26s
+FLOAT_8_E3     75.240000     100.000000     18.220000     71.500000     5.250000     15.578125     1131.57s
-FLOAT_8_E4     74.490000     99.992188     18.470000     68.578125     5.560000     14.664062     1139.00s
+FLOAT_8_E4     74.360000     100.000000     18.580000     68.710938     5.770000     15.070312     1132.24s
-FLOAT_8_E5     71.590000     99.992188     18.130000     60.117188     6.080000     15.929688     1139.45s
+FLOAT_8_E5     71.630000     99.960938     18.180000     62.000000     5.980000     16.773438     1132.72s
-FLOAT_8_E6     59.890000     98.406250     15.390000     28.210938     6.210000     7.296875     1137.74s
+FLOAT_8_E6     60.120000     97.835938     15.060000     26.562500     6.260000     7.117188     1131.97s
--- a/ykl/ALL/robust_result/cifar100/ResNet_18.xlsx
+++ b/ykl/ALL/robust_result/cifar100/ResNet_18.xlsx
--- a/ykl/ALL/robust_result/cifar100/ResNet_18_adjust.txt
+++ b/ykl/ALL/robust_result/cifar100/ResNet_18_adjust.txt
 ResNet_18 cifar100
 Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
-Full      75.730000     93.804688     18.740000     45.265625     4.580000     4.468750     41.64s
+Full      75.710000     93.687500     18.760000     45.093750     4.570000     3.992188     39.12s
-INT_2     1.050000     0.960938     1.000000     0.960938     1.000000     0.960938     85.74s
+INT_2     1.050000     1.007812     1.000000     1.007812     1.000000     1.007812     107.65s
-INT_3     1.110000     1.054688     1.000000     1.093750     1.000000     1.093750     84.06s
+INT_3     1.110000     1.007812     1.000000     0.984375     1.000000     0.984375     108.99s
-INT_4     6.050000     11.140625     1.520000     3.367188     1.170000     2.390625     109.52s
+INT_4     5.900000     9.070312     1.090000     1.250000     0.900000     1.281250     83.34s
-INT_5     50.990000     67.367188     11.260000     27.296875     5.250000     12.703125     108.59s
+INT_5     50.980000     68.148438     11.570000     27.523438     5.570000     13.171875     109.11s
-INT_6     70.680000     90.703125     17.440000     36.882812     6.720000     10.109375     105.91s
+INT_6     70.930000     90.179688     18.100000     38.890625     6.940000     10.906250     107.55s
-INT_7     74.590000     92.890625     17.580000     40.734375     5.410000     7.945312     83.94s
+INT_7     74.660000     92.476562     17.800000     40.078125     5.480000     7.593750     108.09s
-INT_8     75.350000     93.460938     18.290000     43.820312     5.280000     6.593750     83.70s
+INT_8     75.390000     93.085938     18.520000     43.648438     5.270000     6.054688     107.82s
-INT_9     75.300000     93.265625     18.600000     44.914062     5.160000     6.023438     87.10s
+INT_9     75.260000     92.898438     18.590000     44.101562     5.170000     5.632812     107.63s
-INT_10     75.480000     93.523438     18.440000     45.007812     5.110000     5.562500     108.09s
+INT_10     75.520000     93.000000     18.680000     44.414062     5.060000     5.343750     108.56s
-INT_11     75.390000     93.476562     18.380000     44.750000     5.070000     5.585938     111.52s
+INT_11     75.430000     93.023438     18.480000     44.171875     5.010000     5.265625     108.60s
-INT_12     75.490000     93.640625     18.610000     45.195312     5.010000     5.390625     108.93s
+INT_12     75.510000     93.351562     18.530000     44.781250     4.920000     4.992188     107.05s
-INT_13     75.380000     93.476562     18.490000     45.015625     4.950000     5.570312     96.75s
+INT_13     75.400000     93.093750     18.480000     44.578125     5.020000     5.250000     109.86s
-INT_14     75.380000     93.476562     18.490000     45.039062     4.960000     5.562500     109.07s
+INT_14     75.380000     93.070312     18.530000     44.421875     4.980000     5.250000     89.74s
-INT_15     75.440000     93.546875     18.550000     45.156250     4.930000     5.507812     109.48s
+INT_15     75.430000     93.234375     18.530000     44.656250     5.020000     5.195312     107.04s
-INT_16     75.380000     93.429688     18.470000     44.898438     5.030000     5.687500     108.75s
+INT_16     75.380000     92.992188     18.530000     44.320312     5.010000     5.296875     107.90s
-POT_2     1.000000     0.960938     1.000000     0.960938     1.000000     0.960938     131.52s
+POT_2     1.000000     1.007812     1.000000     1.007812     1.000000     1.007812     131.51s
-POT_3     1.000000     1.765625     1.030000     1.242188     0.990000     1.125000     147.38s
+POT_3     1.000000     1.492188     1.000000     0.984375     1.000000     0.984375     141.68s
-POT_4     20.070000     25.234375     7.270000     4.390625     3.850000     3.218750     176.41s
+POT_4     19.920000     18.898438     4.550000     4.289062     3.750000     3.367188     171.54s
-POT_5     17.150000     23.843750     5.450000     4.718750     3.950000     3.031250     241.32s
+POT_5     17.240000     21.570312     5.110000     4.890625     3.670000     3.312500     237.89s
-POT_6     18.800000     25.750000     6.280000     6.242188     4.340000     4.000000     367.15s
+POT_6     19.120000     23.476562     5.370000     5.250000     4.000000     3.750000     362.76s
-POT_7     15.320000     23.148438     6.150000     4.093750     4.200000     3.007812     626.71s
+POT_7     14.720000     22.890625     6.800000     6.242188     4.340000     3.570312     621.20s
-POT_8     20.980000     23.523438     6.420000     5.703125     4.200000     3.703125     1138.57s
+POT_8     19.890000     22.312500     5.330000     5.859375     3.520000     4.085938     1130.16s
-FLOAT_3_E1     0.960000     1.140625     1.080000     1.015625     0.810000     1.085938     145.22s
+FLOAT_3_E1     0.970000     1.062500     0.940000     0.953125     0.870000     0.906250     143.89s
-FLOAT_4_E1     25.430000     16.085938     6.060000     5.187500     3.970000     3.531250     176.01s
+FLOAT_4_E1     25.700000     11.687500     4.180000     3.515625     3.230000     2.828125     171.92s
-FLOAT_4_E2     16.120000     31.812500     1.930000     4.054688     1.170000     2.304688     174.85s
+FLOAT_4_E2     15.940000     29.468750     1.810000     3.195312     1.440000     2.507812     175.94s
-FLOAT_5_E1     52.850000     48.109375     11.740000     11.757812     6.430000     7.585938     241.36s
+FLOAT_5_E1     53.130000     49.656250     13.430000     24.179688     6.770000     11.726562     238.38s
-FLOAT_5_E2     54.290000     75.695312     9.530000     11.234375     4.940000     3.421875     240.09s
+FLOAT_5_E2     54.070000     75.671875     9.380000     12.953125     4.790000     3.789062     238.00s
-FLOAT_5_E3     58.550000     77.734375     15.420000     25.593750     6.730000     12.265625     239.32s
+FLOAT_5_E3     58.650000     77.054688     15.660000     25.515625     6.710000     9.593750     238.18s
-FLOAT_6_E1     59.440000     64.679688     14.050000     21.218750     6.450000     9.937500     366.27s
+FLOAT_6_E1     59.740000     65.023438     13.960000     20.656250     6.480000     9.593750     363.44s
-FLOAT_6_E2     64.250000     87.062500     12.510000     26.875000     5.470000     8.468750     367.72s
+FLOAT_6_E2     64.360000     86.031250     12.570000     26.250000     5.540000     8.218750     363.48s
-FLOAT_6_E3     71.590000     90.867188     18.400000     36.000000     6.360000     6.203125     368.44s
+FLOAT_6_E3     71.590000     90.023438     18.690000     35.148438     6.360000     5.570312     363.64s
-FLOAT_6_E4     58.480000     77.101562     15.430000     26.312500     6.730000     11.984375     367.47s
+FLOAT_6_E4     58.800000     78.101562     15.550000     24.921875     6.870000     9.304688     363.61s
-FLOAT_7_E1     64.330000     74.210938     14.460000     28.000000     6.290000     12.523438     626.82s
+FLOAT_7_E1     64.470000     72.093750     14.560000     24.882812     6.180000     10.921875     621.38s
-FLOAT_7_E2     68.740000     89.718750     15.260000     34.421875     6.390000     10.593750     628.45s
+FLOAT_7_E2     68.790000     88.257812     14.980000     32.039062     6.410000     9.187500     621.99s
-FLOAT_7_E3     74.330000     92.421875     18.450000     42.718750     5.490000     7.554688     627.38s
+FLOAT_7_E3     74.420000     92.218750     18.630000     42.023438     5.590000     7.132812     622.31s
-FLOAT_7_E4     71.460000     90.453125     18.310000     35.320312     6.390000     6.328125     627.53s
+FLOAT_7_E4     71.500000     90.007812     18.570000     35.000000     6.310000     5.734375     622.45s
-FLOAT_7_E5     57.240000     77.351562     15.610000     26.500000     6.520000     11.929688     627.83s
+FLOAT_7_E5     57.540000     77.640625     15.670000     25.695312     6.550000     8.968750     622.14s
-FLOAT_8_E1     65.190000     75.515625     14.840000     28.757812     6.210000     12.234375     1139.52s
+FLOAT_8_E1     65.260000     74.156250     14.870000     27.648438     6.050000     11.460938     1130.47s
-FLOAT_8_E2     69.840000     90.054688     15.180000     33.796875     6.320000     9.906250     1139.23s
+FLOAT_8_E2     69.850000     89.148438     15.310000     33.554688     6.270000     9.648438     1130.45s
-FLOAT_8_E3     75.230000     93.218750     18.350000     44.781250     5.180000     6.203125     1140.96s
+FLOAT_8_E3     75.240000     92.890625     18.320000     44.125000     5.220000     5.742188     1131.85s
-FLOAT_8_E4     74.400000     92.492188     18.440000     42.757812     5.540000     7.664062     1137.38s
+FLOAT_8_E4     74.360000     91.898438     18.570000     42.554688     5.590000     7.289062     1131.98s
-FLOAT_8_E5     71.530000     90.710938     18.720000     34.914062     6.320000     6.007812     1138.86s
+FLOAT_8_E5     71.630000     89.632812     18.640000     35.046875     6.590000     5.664062     1131.69s
-FLOAT_8_E6     60.140000     79.359375     15.510000     30.039062     6.600000     12.195312     1140.52s
+FLOAT_8_E6     60.120000     76.250000     15.710000     24.835938     6.410000     9.007812     1131.35s
--- a/ykl/ALL/robust_result/cifar100/ResNet_18_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar100/ResNet_18_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar100/ResNet_50.txt
+++ b/ykl/ALL/robust_result/cifar100/ResNet_50.txt
+ResNet_50 cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      77.220000     99.992188     21.840000     70.609375     4.630000     32.945312     134.37s
+INT_2     1.000000     0.968750     1.000000     0.968750     1.000000     0.968750     271.30s
--- a/ykl/ALL/robust_result/cifar100/ResNet_50_adjust.txt
+++ b/ykl/ALL/robust_result/cifar100/ResNet_50_adjust.txt
+ResNet_50 cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      77.220000     99.132812     21.780000     31.367188     4.670000     6.640625     136.84s
+INT_2     1.000000     0.937500     1.000000     0.937500     1.000000     0.937500     303.64s
+INT_3     0.920000     1.054688     1.010000     0.937500     1.000000     0.929688     303.65s
+INT_4     2.420000     2.031250     1.450000     1.476562     1.350000     1.664062     301.80s
+INT_5     48.050000     43.640625     10.050000     10.281250     6.550000     7.070312     303.93s
+INT_6     73.510000     94.148438     20.730000     26.085938     9.050000     11.390625     305.02s
+INT_7     76.470000     98.328125     21.960000     31.796875     6.360000     10.234375     323.21s
+INT_8     77.070000     99.000000     22.140000     32.585938     5.850000     8.390625     302.66s
+INT_9     77.050000     99.210938     21.200000     30.726562     4.850000     6.929688     302.51s
+INT_10     77.220000     99.179688     21.770000     31.453125     4.650000     6.789062     302.09s
+INT_11     77.310000     99.187500     21.550000     31.273438     4.690000     6.734375     301.55s
+INT_12     77.310000     99.171875     21.530000     31.203125     4.600000     6.601562     302.14s
+INT_13     77.240000     99.148438     21.770000     31.359375     4.590000     6.617188     301.25s
+INT_14     77.200000     99.156250     21.660000     31.390625     4.560000     6.601562     301.95s
+INT_15     77.270000     99.156250     21.760000     31.382812     4.610000     6.640625     301.44s
+INT_16     77.280000     99.156250     21.760000     31.437500     4.600000     6.687500     303.16s
+POT_2     1.000000     0.937500     1.000000     0.937500     1.000000     0.937500     482.86s
+POT_3     1.140000     0.500000     0.970000     0.820312     0.910000     0.804688     569.16s
+POT_4     8.170000     8.835938     2.390000     2.539062     1.840000     1.867188     755.91s
+POT_5     10.740000     9.390625     3.180000     3.500000     2.290000     2.820312     1132.30s
+POT_6     9.270000     9.546875     3.880000     4.171875     2.660000     2.765625     1867.75s
+POT_7     9.590000     8.953125     2.890000     3.562500     2.140000     2.671875     3361.40s
+POT_8     10.090000     8.140625     3.150000     3.843750     2.290000     3.203125     6302.82s
+FLOAT_3_E1     1.100000     0.281250     0.940000     0.531250     0.790000     0.664062     569.40s
+FLOAT_4_E1     4.000000     3.437500     2.120000     1.562500     1.720000     1.554688     755.81s
+FLOAT_4_E2     4.390000     4.648438     1.260000     1.500000     1.220000     1.296875     755.53s
+FLOAT_5_E1     39.440000     30.390625     6.530000     5.750000     4.380000     3.500000     1127.41s
+FLOAT_5_E2     45.730000     27.015625     6.440000     6.593750     4.020000     3.898438     1129.92s
+FLOAT_5_E3     60.730000     64.671875     17.000000     20.867188     7.690000     9.062500     1130.52s
+FLOAT_6_E1     60.710000     52.656250     12.840000     14.976562     6.310000     7.210938     1855.33s
+FLOAT_6_E2     66.960000     72.148438     14.620000     17.562500     5.940000     7.554688     1857.89s
+FLOAT_6_E3     72.560000     95.757812     22.420000     30.859375     7.790000     10.335938     1864.54s
+FLOAT_6_E4     59.760000     67.070312     17.480000     22.093750     7.590000     10.125000     1866.11s
+FLOAT_7_E1     63.380000     60.484375     13.910000     17.164062     6.240000     6.875000     3340.88s
+FLOAT_7_E2     70.830000     88.687500     15.820000     20.070312     5.310000     7.851562     3347.68s
+FLOAT_7_E3     75.770000     98.539062     22.020000     32.515625     6.150000     8.898438     3357.02s
+FLOAT_7_E4     72.950000     95.960938     22.150000     30.312500     7.720000     10.164062     3361.56s
+FLOAT_7_E5     60.230000     69.492188     15.980000     17.250000     8.280000     9.531250     3356.06s
+FLOAT_8_E1     64.680000     63.632812     14.060000     20.242188     6.160000     7.812500     6270.18s
+FLOAT_8_E2     72.490000     91.929688     16.360000     22.257812     5.140000     7.773438     6275.41s
+FLOAT_8_E3     76.940000     98.992188     21.400000     31.507812     5.370000     7.562500     6290.97s
+FLOAT_8_E4     76.020000     98.617188     22.130000     32.976562     6.240000     9.421875     6365.28s
+FLOAT_8_E5     72.550000     96.226562     22.810000     31.570312     7.820000     10.718750     6367.75s
+FLOAT_8_E6     57.690000     65.460938     17.750000     22.460938     7.850000     10.148438     6369.97s
--- a/ykl/ALL/robust_result/cifar100/ResNet_50_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar100/ResNet_50_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar100/VGG_16.txt
+++ b/ykl/ALL/robust_result/cifar100/VGG_16.txt
+VGG_16 cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      71.120000     99.992188     23.750000     47.828125     6.390000     9.953125     28.60s
+INT_2     1.000000     0.898438     1.000000     0.898438     1.000000     0.898438     70.96s
+INT_3     1.000000     1.078125     1.000000     1.109375     1.000000     1.109375     70.62s
+INT_4     14.320000     32.085938     5.350000     6.828125     3.450000     4.609375     71.19s
+INT_5     54.840000     97.523438     15.080000     29.562500     7.400000     14.531250     71.03s
+INT_6     69.100000     99.937500     21.370000     42.945312     7.090000     14.343750     70.99s
+INT_7     70.570000     100.000000     24.390000     48.062500     7.490000     12.507812     70.80s
+INT_8     70.980000     100.000000     24.010000     47.859375     6.680000     11.085938     70.85s
+INT_9     71.040000     99.992188     23.710000     47.781250     6.580000     10.421875     70.95s
+INT_10     71.110000     99.992188     23.700000     47.617188     6.450000     10.195312     71.05s
+INT_11     71.170000     99.992188     23.620000     47.734375     6.390000     9.976562     71.11s
+INT_12     71.120000     99.992188     23.640000     47.718750     6.370000     9.953125     71.03s
+INT_13     71.090000     99.992188     23.700000     47.734375     6.410000     9.929688     71.07s
+INT_14     71.120000     99.992188     23.690000     47.718750     6.390000     9.968750     70.41s
+INT_15     71.120000     99.992188     23.720000     47.695312     6.410000     9.945312     71.04s
+INT_16     71.120000     99.992188     23.730000     47.750000     6.370000     9.921875     70.93s
+POT_2     1.000000     0.898438     1.000000     0.898438     1.000000     0.898438     111.07s
+POT_3     1.230000     1.265625     1.240000     1.140625     1.170000     0.953125     112.19s
+POT_4     29.560000     51.085938     10.820000     10.812500     5.360000     5.515625     122.72s
+POT_5     29.570000     50.578125     10.290000     10.304688     5.280000     5.390625     156.89s
+POT_6     29.780000     51.054688     10.500000     10.171875     5.460000     5.250000     228.81s
+POT_7     28.930000     52.195312     10.360000     10.031250     5.260000     5.039062     380.37s
+POT_8     29.640000     50.828125     10.760000     9.710938     5.310000     4.906250     681.62s
+FLOAT_3_E1     1.360000     1.507812     1.330000     1.148438     1.130000     1.187500     112.12s
+FLOAT_4_E1     19.990000     22.031250     6.320000     6.976562     3.140000     4.093750     123.53s
+FLOAT_4_E2     41.460000     83.117188     9.960000     20.023438     6.040000     12.890625     123.38s
+FLOAT_5_E1     52.400000     76.437500     13.580000     18.203125     5.770000     8.476562     156.67s
+FLOAT_5_E2     63.350000     99.718750     22.510000     42.859375     9.570000     19.460938     156.82s
+FLOAT_5_E3     61.910000     99.367188     20.810000     35.250000     7.640000     12.765625     156.90s
+FLOAT_6_E1     58.050000     89.156250     16.730000     23.960938     6.440000     9.000000     228.55s
+FLOAT_6_E2     67.760000     100.000000     23.430000     46.125000     9.280000     16.968750     228.60s
+FLOAT_6_E3     69.150000     99.953125     23.700000     44.570312     7.400000     11.554688     228.58s
+FLOAT_6_E4     61.580000     99.390625     21.250000     34.937500     7.510000     12.554688     228.82s
+FLOAT_7_E1     61.250000     95.093750     17.420000     25.750000     6.070000     8.718750     379.30s
+FLOAT_7_E2     68.340000     99.992188     23.250000     46.750000     8.450000     15.328125     379.27s
+FLOAT_7_E3     70.690000     99.992188     23.750000     47.195312     6.870000     10.781250     379.62s
+FLOAT_7_E4     68.930000     99.960938     23.690000     44.648438     7.350000     11.406250     380.33s
+FLOAT_7_E5     61.440000     99.367188     20.620000     34.765625     7.440000     12.585938     379.90s
+FLOAT_8_E1     62.520000     96.531250     18.150000     27.304688     6.410000     9.031250     679.70s
+FLOAT_8_E2     69.330000     99.984375     23.650000     47.367188     8.280000     14.859375     679.90s
+FLOAT_8_E3     71.150000     99.992188     23.740000     47.921875     6.540000     10.210938     680.70s
+FLOAT_8_E4     70.760000     99.992188     23.800000     46.867188     6.810000     10.734375     680.79s
+FLOAT_8_E5     68.970000     99.960938     23.790000     44.507812     7.270000     11.632812     681.29s
+FLOAT_8_E6     61.640000     99.296875     20.440000     34.945312     7.620000     12.460938     681.54s
--- a/ykl/ALL/robust_result/cifar100/VGG_16.xlsx
+++ b/ykl/ALL/robust_result/cifar100/VGG_16.xlsx
--- a/ykl/ALL/robust_result/cifar100/VGG_16_adjust.txt
+++ b/ykl/ALL/robust_result/cifar100/VGG_16_adjust.txt
+VGG_16 cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      71.120000     74.757812     23.680000     21.070312     6.390000     7.945312     28.71s
+INT_2     1.000000     0.921875     1.000000     0.921875     1.000000     0.921875     72.79s
+INT_3     0.990000     0.929688     1.000000     0.953125     1.000000     0.953125     72.65s
+INT_4     14.950000     8.078125     4.410000     4.078125     2.990000     3.031250     73.32s
+INT_5     54.950000     33.445312     14.540000     15.906250     7.340000     10.164062     72.54s
+INT_6     69.380000     64.937500     21.000000     20.109375     7.190000     10.023438     72.85s
+INT_7     70.660000     72.539062     24.310000     20.601562     7.540000     9.007812     73.13s
+INT_8     71.010000     74.429688     23.970000     21.070312     6.750000     8.562500     72.78s
+INT_9     71.060000     74.492188     23.810000     20.945312     6.470000     8.171875     72.88s
+INT_10     71.110000     74.523438     23.770000     20.984375     6.440000     8.085938     72.99s
+INT_11     71.150000     74.679688     23.640000     21.085938     6.400000     7.960938     72.68s
+INT_12     71.150000     74.734375     23.690000     21.007812     6.420000     8.070312     73.20s
+INT_13     71.120000     74.734375     23.760000     21.093750     6.420000     8.046875     72.87s
+INT_14     71.140000     74.718750     23.610000     21.046875     6.370000     7.984375     72.80s
+INT_15     71.120000     74.789062     23.700000     21.046875     6.420000     7.976562     73.13s
+INT_16     71.120000     74.757812     23.700000     21.023438     6.360000     8.007812     73.30s
+POT_2     1.000000     0.921875     1.000000     0.921875     1.000000     0.921875     113.07s
+POT_3     1.200000     1.328125     1.040000     1.039062     1.210000     0.968750     113.22s
+POT_4     29.670000     28.359375     10.130000     4.054688     5.330000     2.765625     124.62s
+POT_5     29.300000     27.820312     10.010000     3.765625     5.140000     2.515625     158.91s
+POT_6     29.590000     28.000000     10.120000     3.773438     5.300000     2.671875     231.04s
+POT_7     29.200000     27.789062     10.150000     3.804688     5.280000     2.593750     382.51s
+POT_8     29.420000     27.156250     10.180000     3.781250     5.320000     2.500000     683.47s
+FLOAT_3_E1     1.350000     1.226562     1.280000     0.804688     1.300000     0.914062     114.22s
+FLOAT_4_E1     19.850000     11.632812     6.520000     3.906250     3.940000     2.992188     124.93s
+FLOAT_4_E2     41.260000     20.109375     9.160000     9.773438     5.380000     7.257812     124.81s
+FLOAT_5_E1     51.850000     33.054688     13.640000     6.875000     5.970000     4.257812     158.98s
+FLOAT_5_E2     63.260000     42.367188     21.310000     15.984375     9.910000     9.429688     158.71s
+FLOAT_5_E3     61.820000     59.562500     20.840000     15.406250     7.520000     9.101562     158.82s
+FLOAT_6_E1     58.080000     41.703125     16.590000     8.742188     6.310000     4.867188     230.93s
+FLOAT_6_E2     68.060000     61.140625     22.810000     19.039062     8.550000     9.921875     231.18s
+FLOAT_6_E3     69.180000     67.476562     23.990000     19.578125     7.410000     8.460938     231.25s
+FLOAT_6_E4     61.470000     59.851562     20.790000     15.484375     7.600000     8.562500     231.31s
+FLOAT_7_E1     61.210000     47.265625     17.360000     10.195312     6.210000     5.171875     381.74s
+FLOAT_7_E2     68.430000     63.726562     23.200000     19.171875     8.130000     9.445312     381.62s
+FLOAT_7_E3     70.730000     74.570312     23.990000     21.585938     6.800000     8.718750     382.08s
+FLOAT_7_E4     69.080000     67.484375     23.700000     19.492188     7.410000     8.570312     382.22s
+FLOAT_7_E5     61.500000     59.867188     20.750000     15.351562     7.530000     8.632812     382.32s
+FLOAT_8_E1     62.530000     50.742188     18.070000     11.070312     6.160000     5.218750     681.46s
+FLOAT_8_E2     69.270000     65.140625     23.260000     19.148438     7.800000     9.078125     681.67s
+FLOAT_8_E3     71.170000     74.101562     23.700000     21.226562     6.500000     8.257812     682.69s
+FLOAT_8_E4     70.720000     74.617188     23.820000     21.523438     6.770000     8.757812     683.04s
+FLOAT_8_E5     68.880000     67.375000     23.760000     19.554688     7.320000     8.554688     683.31s
+FLOAT_8_E6     61.550000     59.523438     20.780000     15.632812     7.490000     8.796875     683.54s
--- a/ykl/ALL/robust_result/cifar100/VGG_16_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar100/VGG_16_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar100/VGG_19.txt
+++ b/ykl/ALL/robust_result/cifar100/VGG_19.txt
+VGG_19 cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      70.450000     99.992188     26.070000     24.867188     6.150000     1.539062     51.09s
+INT_2     1.000000     0.859375     1.000000     0.859375     1.000000     0.859375     94.24s
+INT_3     0.990000     1.210938     1.000000     1.007812     1.000000     1.007812     94.29s
+INT_4     8.620000     4.031250     2.770000     1.937500     1.870000     1.703125     88.31s
+INT_5     51.640000     71.742188     14.780000     8.523438     6.780000     3.414062     84.84s
+INT_6     67.900000     99.679688     24.140000     21.406250     7.610000     4.203125     92.78s
+INT_7     69.920000     99.945312     25.680000     24.921875     6.810000     2.390625     86.22s
+INT_8     70.530000     99.976562     25.910000     25.031250     6.640000     1.875000     84.76s
+INT_9     70.420000     99.992188     26.130000     25.117188     6.420000     1.695312     93.57s
+INT_10     70.450000     99.992188     26.060000     24.609375     6.260000     1.546875     91.39s
+INT_11     70.460000     99.992188     25.960000     24.914062     6.210000     1.570312     94.97s
+INT_12     70.460000     99.992188     26.060000     25.039062     6.140000     1.531250     90.26s
+INT_13     70.440000     99.992188     25.980000     24.757812     6.110000     1.562500     86.54s
+INT_14     70.440000     99.992188     26.060000     24.859375     6.210000     1.531250     85.10s
+INT_15     70.450000     99.992188     26.080000     24.875000     6.210000     1.546875     85.30s
+INT_16     70.450000     99.992188     26.120000     24.843750     6.170000     1.531250     95.44s
+POT_2     1.000000     0.859375     1.000000     0.859375     1.000000     0.859375     127.35s
+POT_3     1.150000     1.023438     0.880000     1.039062     1.020000     0.851562     142.24s
+POT_4     28.630000     20.164062     7.940000     3.882812     3.800000     1.250000     167.23s
+POT_5     28.360000     20.000000     7.490000     3.789062     3.530000     1.375000     220.04s
+POT_6     28.820000     20.101562     7.760000     3.492188     3.500000     1.281250     324.49s
+POT_7     28.810000     20.007812     7.610000     3.960938     3.470000     1.296875     543.20s
+POT_8     27.970000     19.726562     7.550000     3.953125     3.340000     1.468750     959.05s
+FLOAT_3_E1     1.080000     1.414062     0.940000     0.984375     0.890000     0.937500     139.10s
+FLOAT_4_E1     25.430000     9.117188     7.520000     3.617188     3.540000     1.648438     166.84s
+FLOAT_4_E2     39.180000     48.062500     10.940000     7.515625     5.920000     4.039062     167.05s
+FLOAT_5_E1     49.600000     42.218750     15.860000     6.742188     5.900000     1.671875     219.84s
+FLOAT_5_E2     60.360000     94.710938     20.500000     15.937500     7.980000     4.750000     220.06s
+FLOAT_5_E3     61.780000     94.171875     21.710000     14.984375     7.110000     2.898438     220.06s
+FLOAT_6_E1     56.550000     59.343750     16.890000     8.648438     5.340000     1.312500     325.88s
+FLOAT_6_E2     66.160000     99.382812     22.680000     19.695312     7.250000     3.320312     325.75s
+FLOAT_6_E3     68.390000     99.804688     26.590000     26.601562     7.680000     2.437500     326.61s
+FLOAT_6_E4     61.840000     94.007812     21.910000     15.398438     7.300000     2.882812     326.43s
+FLOAT_7_E1     59.380000     68.835938     18.700000     9.585938     5.430000     1.304688     543.78s
+FLOAT_7_E2     67.790000     99.648438     24.290000     23.882812     7.440000     3.281250     544.17s
+FLOAT_7_E3     69.990000     99.953125     25.740000     24.726562     6.600000     2.070312     543.13s
+FLOAT_7_E4     68.500000     99.843750     26.220000     26.453125     7.660000     2.437500     543.96s
+FLOAT_7_E5     61.970000     94.132812     21.450000     15.007812     7.230000     2.984375     544.08s
+FLOAT_8_E1     60.920000     74.515625     19.090000     9.539062     5.270000     1.179688     959.50s
+FLOAT_8_E2     68.490000     99.812500     24.280000     22.304688     6.960000     2.773438     958.64s
+FLOAT_8_E3     70.550000     99.984375     26.050000     26.195312     6.460000     1.851562     959.14s
+FLOAT_8_E4     69.900000     99.968750     25.770000     24.656250     6.740000     1.937500     968.30s
+FLOAT_8_E5     68.510000     99.789062     26.340000     26.687500     7.750000     2.445312     974.85s
+FLOAT_8_E6     61.740000     93.906250     21.530000     15.359375     7.130000     3.039062     974.98s
--- a/ykl/ALL/robust_result/cifar100/VGG_19.xlsx
+++ b/ykl/ALL/robust_result/cifar100/VGG_19.xlsx
--- a/ykl/ALL/robust_result/cifar100/VGG_19_adjust.txt
+++ b/ykl/ALL/robust_result/cifar100/VGG_19_adjust.txt
+VGG_19 cifar100
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      70.450000     67.390625     26.070000     33.445312     6.180000     5.976562     52.83s
+INT_2     1.000000     1.062500     1.000000     1.062500     1.000000     1.062500     92.84s
+INT_3     0.990000     1.054688     1.000000     0.937500     1.000000     0.976562     95.06s
+INT_4     8.620000     2.828125     2.240000     1.687500     1.500000     1.515625     90.31s
+INT_5     51.640000     24.937500     13.610000     19.125000     6.790000     10.656250     94.06s
+INT_6     67.900000     50.960938     25.260000     30.859375     8.220000     9.804688     96.73s
+INT_7     69.920000     62.484375     25.350000     32.195312     6.760000     7.515625     90.20s
+INT_8     70.530000     65.757812     26.210000     33.570312     6.730000     6.531250     92.30s
+INT_9     70.420000     67.117188     25.990000     33.742188     6.350000     6.140625     90.17s
+INT_10     70.450000     67.062500     26.030000     33.593750     6.200000     6.046875     95.58s
+INT_11     70.460000     67.320312     26.040000     33.476562     6.200000     5.992188     90.22s
+INT_12     70.460000     67.320312     26.090000     33.375000     6.160000     5.937500     91.48s
+INT_13     70.440000     67.390625     26.030000     33.398438     6.180000     5.921875     101.19s
+INT_14     70.440000     67.359375     26.080000     33.398438     6.170000     5.929688     94.17s
+INT_15     70.450000     67.375000     26.010000     33.382812     6.200000     5.937500     94.46s
+INT_16     70.450000     67.390625     26.100000     33.476562     6.190000     6.000000     90.39s
+POT_2     1.000000     1.062500     1.000000     1.062500     1.000000     1.062500     130.52s
+POT_3     1.150000     0.992188     0.940000     0.789062     1.060000     0.796875     142.72s
+POT_4     28.630000     21.351562     8.910000     10.117188     3.870000     6.539062     168.07s
+POT_5     28.360000     20.460938     8.770000     9.882812     3.760000     6.359375     223.23s
+POT_6     28.820000     20.921875     8.840000     9.625000     3.980000     6.335938     328.64s
+POT_7     28.810000     20.796875     9.090000     9.781250     3.870000     6.445312     546.07s
+POT_8     27.970000     20.710938     8.580000     9.617188     3.890000     6.359375     961.30s
+FLOAT_3_E1     1.080000     0.859375     1.090000     1.101562     0.920000     0.828125     142.01s
+FLOAT_4_E1     25.430000     15.054688     8.540000     7.937500     4.130000     4.398438     166.07s
+FLOAT_4_E2     39.180000     20.750000     7.990000     11.851562     4.690000     6.609375     168.19s
+FLOAT_5_E1     49.600000     32.304688     17.030000     16.195312     6.800000     9.773438     221.54s
+FLOAT_5_E2     60.360000     37.914062     19.790000     22.195312     7.620000     12.351562     220.26s
+FLOAT_5_E3     61.780000     49.953125     21.110000     19.765625     6.700000     4.898438     222.36s
+FLOAT_6_E1     56.550000     37.406250     17.510000     17.296875     6.030000     8.945312     327.31s
+FLOAT_6_E2     66.160000     51.554688     23.090000     28.054688     7.090000     8.562500     327.50s
+FLOAT_6_E3     68.390000     60.546875     26.230000     31.625000     7.380000     12.195312     327.79s
+FLOAT_6_E4     61.840000     50.132812     21.120000     19.960938     6.840000     4.929688     326.62s
+FLOAT_7_E1     59.380000     42.117188     19.400000     20.648438     6.310000     10.554688     545.81s
+FLOAT_7_E2     67.790000     55.335938     23.760000     29.968750     7.340000     7.578125     545.65s
+FLOAT_7_E3     69.990000     65.164062     25.740000     33.296875     6.630000     6.570312     545.62s
+FLOAT_7_E4     68.500000     60.179688     26.200000     32.132812     7.440000     12.296875     546.02s
+FLOAT_7_E5     61.970000     50.109375     21.150000     19.695312     6.860000     4.796875     545.76s
+FLOAT_8_E1     60.920000     44.015625     19.400000     19.703125     6.070000     9.679688     960.30s
+FLOAT_8_E2     68.490000     55.914062     24.120000     30.046875     6.930000     7.382812     961.54s
+FLOAT_8_E3     70.550000     66.906250     26.100000     33.250000     6.370000     6.085938     960.89s
+FLOAT_8_E4     69.900000     65.226562     25.710000     33.203125     6.570000     6.546875     960.59s
+FLOAT_8_E5     68.510000     60.125000     26.300000     31.750000     7.480000     11.890625     961.26s
+FLOAT_8_E6     61.740000     49.648438     21.380000     19.640625     6.830000     4.859375     961.81s
--- a/ykl/ALL/robust_result/cifar100/VGG_19_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar100/VGG_19_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/AlexNet.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/AlexNet.txt
+AlexNet cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      88.640000     99.726562     45.340000     60.039062     19.860000     34.625000     12.48s
+INT_2     10.000000     10.101562     10.000000     10.101562     10.000000     10.101562     27.51s
+INT_3     10.120000     12.867188     10.000000     9.859375     10.000000     9.859375     28.69s
+INT_4     55.640000     61.656250     13.900000     24.125000     11.280000     18.562500     24.35s
+INT_5     82.880000     97.656250     37.790000     47.492188     29.120000     39.851562     29.08s
+INT_6     87.300000     99.601562     44.420000     57.523438     30.590000     44.406250     28.29s
+INT_7     88.230000     99.687500     44.040000     64.289062     25.940000     45.078125     26.63s
+INT_8     88.450000     99.750000     45.230000     60.523438     23.230000     38.359375     29.04s
+INT_9     88.630000     99.703125     45.200000     60.445312     21.140000     35.984375     26.95s
+INT_10     88.700000     99.726562     45.230000     59.882812     20.510000     35.289062     26.87s
+INT_11     88.660000     99.726562     45.250000     60.046875     20.100000     34.851562     25.40s
+INT_12     88.660000     99.734375     45.260000     60.109375     19.830000     34.804688     26.59s
+INT_13     88.630000     99.726562     45.250000     60.039062     19.860000     34.640625     28.14s
+INT_14     88.630000     99.726562     45.230000     59.992188     19.820000     34.687500     28.48s
+INT_15     88.620000     99.726562     45.390000     60.000000     19.920000     34.617188     26.30s
+INT_16     88.630000     99.726562     45.350000     60.039062     19.840000     34.679688     26.49s
+POT_2     10.000000     10.101562     10.000000     10.101562     10.000000     10.101562     37.71s
+POT_3     16.660000     22.515625     10.010000     9.859375     10.000000     9.859375     38.29s
+POT_4     69.810000     93.085938     28.190000     31.140625     17.220000     22.968750     44.90s
+POT_5     69.760000     94.015625     27.550000     30.828125     15.820000     22.289062     53.51s
+POT_6     70.680000     93.789062     27.980000     29.921875     15.690000     22.023438     74.98s
+POT_7     70.320000     94.070312     28.060000     30.867188     15.880000     22.164062     118.00s
+POT_8     69.810000     93.976562     27.690000     30.664062     15.670000     22.210938     201.64s
+FLOAT_3_E1     23.220000     27.843750     14.160000     22.140625     11.230000     17.406250     38.73s
+FLOAT_4_E1     68.120000     91.484375     23.850000     34.398438     17.930000     27.429688     44.20s
+FLOAT_4_E2     66.360000     85.289062     24.400000     34.234375     20.050000     31.000000     43.02s
+FLOAT_5_E1     79.430000     98.726562     29.100000     47.679688     18.930000     33.992188     54.85s
+FLOAT_5_E2     84.020000     97.804688     37.570000     55.046875     24.200000     39.953125     54.37s
+FLOAT_5_E3     85.030000     99.250000     39.370000     55.171875     19.650000     32.359375     54.10s
+FLOAT_6_E1     83.350000     98.812500     32.690000     61.523438     18.640000     41.695312     75.39s
+FLOAT_6_E2     87.150000     99.632812     40.570000     50.257812     22.020000     32.414062     75.66s
+FLOAT_6_E3     87.980000     99.648438     44.120000     67.335938     20.330000     39.570312     75.61s
+FLOAT_6_E4     85.250000     99.250000     39.030000     53.781250     19.680000     31.476562     75.94s
+FLOAT_7_E1     85.030000     99.195312     35.290000     68.187500     17.640000     45.750000     118.53s
+FLOAT_7_E2     87.490000     99.750000     41.860000     48.734375     20.750000     28.445312     118.74s
+FLOAT_7_E3     88.610000     99.765625     44.980000     59.601562     19.960000     35.289062     118.59s
+FLOAT_7_E4     88.090000     99.671875     43.810000     67.312500     20.060000     39.593750     118.47s
+FLOAT_7_E5     85.270000     99.296875     39.270000     53.632812     19.510000     31.132812     118.94s
+FLOAT_8_E1     86.080000     99.320312     36.530000     69.195312     17.620000     45.312500     202.51s
+FLOAT_8_E2     87.870000     99.640625     41.830000     47.335938     19.320000     26.867188     202.51s
+FLOAT_8_E3     88.730000     99.757812     44.970000     60.351562     19.860000     35.195312     202.19s
+FLOAT_8_E4     88.630000     99.781250     44.840000     59.601562     19.950000     34.890625     202.12s
+FLOAT_8_E5     88.150000     99.648438     44.280000     67.242188     20.160000     39.281250     202.64s
+FLOAT_8_E6     85.200000     99.281250     38.980000     53.492188     19.830000     30.859375     202.72s
--- a/ykl/ALL/robust_result/cifar10_noadv/AlexNet.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/AlexNet.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/AlexNet_BN.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/AlexNet_BN.txt
+AlexNet_BN cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      90.130000     99.843750     48.620000     64.164062     19.220000     23.390625     14.21s
+INT_2     10.000000     9.796875     10.000000     9.796875     10.000000     9.796875     28.30s
+INT_3     14.040000     16.929688     10.000000     9.796875     10.000000     9.796875     31.25s
+INT_4     48.760000     62.328125     15.280000     17.804688     13.540000     15.468750     35.92s
+INT_5     76.310000     96.093750     23.750000     32.851562     16.270000     23.593750     28.12s
+INT_6     88.910000     99.375000     43.970000     65.976562     24.860000     43.390625     31.49s
+INT_7     89.790000     99.875000     47.430000     65.625000     24.060000     32.945312     33.04s
+INT_8     90.240000     99.828125     47.930000     65.617188     21.380000     28.531250     34.08s
+INT_9     90.070000     99.835938     48.230000     64.531250     20.100000     24.960938     31.51s
+INT_10     90.100000     99.843750     48.380000     64.101562     19.560000     24.078125     31.64s
+INT_11     90.120000     99.843750     48.360000     64.320312     19.390000     23.601562     30.91s
+INT_12     90.160000     99.843750     48.490000     63.929688     19.300000     23.343750     33.59s
+INT_13     90.140000     99.843750     48.490000     64.062500     19.200000     23.414062     37.41s
+INT_14     90.130000     99.843750     48.550000     64.062500     19.200000     23.320312     34.77s
+INT_15     90.140000     99.843750     48.650000     64.125000     19.310000     23.312500     34.93s
+INT_16     90.130000     99.843750     48.610000     64.179688     19.170000     23.242188     27.59s
+POT_2     10.000000     9.796875     10.000000     9.796875     10.000000     9.796875     40.82s
+POT_3     17.480000     21.945312     10.930000     17.320312     10.470000     16.445312     39.56s
+POT_4     74.750000     94.773438     28.570000     30.968750     16.050000     20.554688     46.32s
+POT_5     74.280000     95.609375     30.290000     34.664062     16.780000     23.367188     56.10s
+POT_6     74.770000     94.875000     30.550000     32.242188     17.040000     21.546875     77.70s
+POT_7     74.510000     94.929688     30.430000     32.617188     16.910000     21.593750     120.50s
+POT_8     74.440000     94.882812     30.590000     32.570312     17.060000     21.695312     203.68s
+FLOAT_3_E1     23.080000     29.265625     10.980000     12.031250     10.450000     9.218750     40.04s
+FLOAT_4_E1     68.200000     85.187500     20.790000     39.726562     14.550000     26.523438     46.18s
+FLOAT_4_E2     72.840000     75.398438     24.180000     25.703125     18.250000     14.500000     46.47s
+FLOAT_5_E1     82.640000     97.960938     33.660000     37.171875     19.340000     21.437500     56.24s
+FLOAT_5_E2     85.490000     97.875000     39.450000     52.281250     22.870000     36.187500     56.42s
+FLOAT_5_E3     87.690000     99.500000     44.720000     39.648438     22.760000     8.898438     55.78s
+FLOAT_6_E1     85.790000     98.984375     40.120000     41.929688     20.980000     20.867188     77.81s
+FLOAT_6_E2     87.740000     99.203125     42.470000     58.515625     21.300000     29.851562     77.15s
+FLOAT_6_E3     89.570000     99.804688     48.220000     62.257812     21.390000     31.390625     77.14s
+FLOAT_6_E4     87.980000     99.492188     45.690000     39.554688     22.790000     9.023438     77.11s
+FLOAT_7_E1     86.840000     99.039062     41.350000     42.812500     19.330000     18.835938     120.79s
+FLOAT_7_E2     88.630000     99.546875     44.440000     60.148438     21.050000     27.734375     120.65s
+FLOAT_7_E3     89.950000     99.812500     48.060000     64.007812     19.780000     23.828125     120.79s
+FLOAT_7_E4     89.280000     99.773438     48.030000     62.218750     21.390000     30.929688     120.54s
+FLOAT_7_E5     87.790000     99.562500     45.490000     39.453125     22.620000     9.007812     120.39s
+FLOAT_8_E1     86.990000     99.125000     42.250000     44.859375     19.130000     18.960938     203.77s
+FLOAT_8_E2     88.850000     99.679688     44.820000     61.281250     20.120000     26.546875     203.59s
+FLOAT_8_E3     90.120000     99.835938     48.090000     64.414062     19.210000     24.250000     203.75s
+FLOAT_8_E4     89.810000     99.804688     48.030000     63.921875     19.600000     23.882812     203.55s
+FLOAT_8_E5     89.560000     99.804688     48.230000     62.453125     21.530000     31.429688     203.70s
+FLOAT_8_E6     87.870000     99.515625     45.530000     39.664062     22.880000     9.023438     204.57s
--- a/ykl/ALL/robust_result/cifar10_noadv/AlexNet_BN.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/AlexNet_BN.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/AlexNet_BN_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/AlexNet_BN_adjust.txt
+AlexNet_BN cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      90.130000     98.140625     48.620000     53.664062     19.240000     21.531250     14.11s
+INT_2     10.000000     9.859375     10.000000     9.859375     10.000000     9.859375     35.01s
+INT_3     14.040000     14.937500     10.000000     9.859375     10.000000     9.859375     32.19s
+INT_4     48.760000     50.593750     15.270000     15.078125     13.680000     11.140625     33.45s
+INT_5     76.310000     89.203125     23.770000     24.539062     16.410000     15.882812     35.46s
+INT_6     88.910000     97.398438     44.340000     59.687500     25.030000     34.093750     34.29s
+INT_7     89.790000     98.390625     47.460000     57.789062     24.340000     28.945312     34.86s
+INT_8     90.240000     98.226562     48.240000     55.875000     21.340000     24.593750     28.40s
+INT_9     90.070000     98.210938     48.250000     54.171875     20.160000     22.367188     35.74s
+INT_10     90.100000     98.148438     48.370000     53.789062     19.640000     22.046875     27.08s
+INT_11     90.120000     98.140625     48.360000     53.882812     19.380000     21.640625     28.42s
+INT_12     90.160000     98.156250     48.430000     53.468750     19.290000     21.445312     35.95s
+INT_13     90.140000     98.164062     48.510000     53.726562     19.230000     21.523438     33.68s
+INT_14     90.130000     98.156250     48.610000     53.640625     19.320000     21.492188     35.24s
+INT_15     90.140000     98.156250     48.630000     53.695312     19.190000     21.484375     32.02s
+INT_16     90.130000     98.148438     48.590000     53.648438     19.190000     21.468750     30.39s
+POT_2     10.000000     9.859375     10.000000     9.859375     10.000000     9.859375     36.74s
+POT_3     17.480000     18.789062     10.110000     11.898438     10.070000     9.265625     39.12s
+POT_4     74.750000     82.226562     28.580000     19.375000     16.420000     4.570312     44.06s
+POT_5     74.280000     82.382812     30.280000     20.734375     16.600000     3.804688     54.91s
+POT_6     74.770000     81.304688     30.540000     19.132812     16.790000     3.882812     75.97s
+POT_7     74.510000     81.250000     30.410000     19.304688     17.110000     4.023438     120.26s
+POT_8     74.440000     81.210938     30.580000     19.148438     16.620000     4.062500     202.14s
+FLOAT_3_E1     23.080000     30.210938     11.580000     12.078125     10.740000     10.859375     38.64s
+FLOAT_4_E1     68.200000     79.320312     20.760000     27.664062     14.320000     22.875000     43.86s
+FLOAT_4_E2     72.840000     62.210938     24.170000     24.750000     18.080000     20.062500     44.07s
+FLOAT_5_E1     82.640000     93.945312     34.060000     25.593750     19.360000     8.656250     54.97s
+FLOAT_5_E2     85.490000     93.062500     39.460000     45.640625     22.900000     32.156250     55.10s
+FLOAT_5_E3     87.690000     97.679688     44.720000     52.140625     22.650000     33.414062     56.69s
+FLOAT_6_E1     85.790000     97.007812     40.050000     23.304688     20.800000     2.242188     78.21s
+FLOAT_6_E2     87.740000     96.273438     42.320000     46.750000     21.030000     23.171875     78.11s
+FLOAT_6_E3     89.570000     98.117188     48.210000     54.781250     21.460000     33.867188     77.11s
+FLOAT_6_E4     87.980000     97.796875     45.490000     51.765625     22.620000     33.242188     77.57s
+FLOAT_7_E1     86.840000     97.500000     40.980000     23.367188     19.280000     2.437500     120.82s
+FLOAT_7_E2     88.630000     97.476562     44.790000     49.515625     21.340000     21.687500     120.77s
+FLOAT_7_E3     89.950000     98.000000     47.930000     54.250000     19.720000     23.625000     120.26s
+FLOAT_7_E4     89.280000     98.210938     48.330000     54.109375     21.410000     33.726562     121.09s
+FLOAT_7_E5     87.790000     97.656250     44.930000     50.390625     22.760000     32.015625     120.11s
+FLOAT_8_E1     86.990000     97.312500     42.130000     24.601562     18.890000     2.265625     204.38s
+FLOAT_8_E2     88.850000     97.835938     44.780000     50.250000     20.240000     21.273438     203.89s
+FLOAT_8_E3     90.120000     97.992188     47.990000     53.593750     19.320000     21.429688     203.68s
+FLOAT_8_E4     89.810000     97.984375     48.180000     54.085938     19.630000     23.789062     203.57s
+FLOAT_8_E5     89.560000     98.187500     48.020000     54.031250     21.520000     33.882812     203.36s
+FLOAT_8_E6     87.870000     97.664062     45.340000     51.070312     22.850000     32.656250     203.67s
--- a/ykl/ALL/robust_result/cifar10_noadv/AlexNet_BN_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/AlexNet_BN_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/AlexNet_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/AlexNet_adjust.txt
+AlexNet cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      88.640000     98.367188     45.350000     44.460938     19.840000     18.523438     12.74s
+INT_2     10.000000     9.664062     10.000000     9.664062     10.000000     9.664062     25.70s
+INT_3     10.120000     11.695312     10.000000     9.734375     10.000000     9.734375     26.12s
+INT_4     55.630000     32.539062     14.140000     15.945312     11.180000     12.492188     26.08s
+INT_5     82.870000     91.015625     38.720000     39.273438     29.440000     32.289062     27.52s
+INT_6     87.290000     96.789062     43.940000     42.273438     30.270000     30.421875     26.53s
+INT_7     88.210000     98.171875     44.080000     45.671875     25.950000     25.851562     27.96s
+INT_8     88.450000     98.320312     45.320000     45.484375     23.240000     21.710938     26.62s
+INT_9     88.620000     98.382812     45.110000     44.523438     21.210000     19.460938     28.96s
+INT_10     88.700000     98.382812     45.330000     44.515625     20.510000     19.023438     27.46s
+INT_11     88.660000     98.351562     45.370000     44.546875     20.060000     18.617188     28.68s
+INT_12     88.650000     98.367188     45.280000     44.601562     19.970000     18.515625     28.58s
+INT_13     88.610000     98.359375     45.300000     44.445312     19.930000     18.539062     28.37s
+INT_14     88.630000     98.367188     45.280000     44.390625     19.850000     18.515625     28.09s
+INT_15     88.620000     98.375000     45.340000     44.437500     19.920000     18.484375     27.94s
+INT_16     88.640000     98.359375     45.360000     44.453125     19.860000     18.500000     29.81s
+POT_2     10.000000     9.664062     10.000000     9.664062     10.000000     9.664062     38.80s
+POT_3     16.660000     22.265625     10.000000     9.734375     10.000000     9.734375     39.44s
+POT_4     69.820000     80.359375     28.350000     21.015625     17.140000     16.023438     44.81s
+POT_5     69.760000     81.335938     27.910000     20.648438     15.550000     15.398438     54.06s
+POT_6     70.700000     82.140625     27.860000     20.617188     15.480000     15.296875     75.89s
+POT_7     70.330000     81.703125     27.980000     20.531250     15.410000     15.296875     118.40s
+POT_8     69.780000     81.601562     27.390000     20.640625     15.190000     15.539062     202.54s
+FLOAT_3_E1     23.290000     23.593750     14.870000     17.546875     12.380000     13.703125     38.63s
+FLOAT_4_E1     68.090000     78.453125     23.870000     25.351562     17.530000     19.164062     45.01s
+FLOAT_4_E2     66.380000     64.734375     24.690000     28.187500     20.490000     24.898438     44.96s
+FLOAT_5_E1     79.440000     91.828125     28.910000     34.781250     18.920000     23.375000     54.94s
+FLOAT_5_E2     84.040000     90.421875     38.090000     39.320312     23.950000     24.382812     54.86s
+FLOAT_5_E3     85.010000     96.132812     39.170000     42.804688     19.610000     21.914062     54.40s
+FLOAT_6_E1     83.300000     92.437500     33.340000     48.632812     18.750000     28.976562     76.28s
+FLOAT_6_E2     87.160000     95.906250     40.520000     36.976562     21.800000     19.195312     76.35s
+FLOAT_6_E3     88.000000     98.132812     44.240000     46.445312     20.020000     18.070312     75.01s
+FLOAT_6_E4     85.260000     96.414062     39.190000     42.765625     19.890000     21.921875     76.13s
+FLOAT_7_E1     85.010000     94.062500     35.230000     57.640625     17.780000     35.171875     118.51s
+FLOAT_7_E2     87.530000     96.648438     41.790000     33.414062     20.990000     15.617188     119.42s
+FLOAT_7_E3     88.620000     98.375000     44.910000     45.765625     19.990000     19.265625     118.86s
+FLOAT_7_E4     88.100000     98.046875     44.130000     46.031250     19.990000     18.000000     118.58s
+FLOAT_7_E5     85.250000     96.125000     39.210000     42.187500     19.480000     21.625000     119.04s
+FLOAT_8_E1     86.050000     95.023438     36.430000     57.023438     17.670000     33.640625     202.68s
+FLOAT_8_E2     87.840000     96.796875     42.310000     31.882812     19.590000     14.875000     202.56s
+FLOAT_8_E3     88.720000     98.507812     44.790000     45.359375     19.850000     18.406250     203.11s
+FLOAT_8_E4     88.620000     98.343750     44.770000     45.515625     20.090000     19.156250     203.37s
+FLOAT_8_E5     88.150000     98.187500     44.180000     45.843750     20.120000     18.125000     203.58s
+FLOAT_8_E6     85.170000     96.140625     38.670000     42.554688     19.550000     21.828125     203.49s
--- a/ykl/ALL/robust_result/cifar10_noadv/AlexNet_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/AlexNet_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/Inception_BN.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/Inception_BN.txt
+Inception_BN cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      94.830000     99.976562     42.840000     61.320312     7.240000     4.601562     158.12s
+INT_2     10.000000     10.039062     10.000000     10.039062     10.000000     10.039062     289.91s
+INT_3     10.680000     11.445312     10.090000     9.281250     10.320000     9.921875     286.58s
+INT_4     29.840000     34.031250     13.340000     25.953125     11.530000     23.289062     309.70s
+INT_5     80.350000     87.601562     31.260000     43.593750     16.150000     26.859375     310.38s
+INT_6     93.480000     99.765625     41.320000     58.539062     12.690000     23.078125     314.44s
+INT_7     94.540000     99.976562     42.930000     61.117188     9.610000     11.625000     313.02s
+INT_8     94.830000     99.976562     43.680000     61.593750     8.100000     6.328125     311.08s
+INT_9     94.840000     99.960938     43.210000     60.367188     7.430000     4.828125     309.57s
+INT_10     94.790000     99.968750     42.950000     60.304688     7.220000     4.656250     305.39s
+INT_11     94.840000     99.968750     42.830000     60.445312     7.210000     4.523438     308.33s
+INT_12     94.850000     99.968750     42.900000     60.382812     7.230000     4.507812     313.92s
+INT_13     94.820000     99.968750     42.740000     60.468750     7.250000     4.515625     292.75s
+INT_14     94.830000     99.968750     42.790000     60.414062     7.060000     4.531250     309.78s
+INT_15     94.810000     99.968750     42.850000     60.398438     7.250000     4.523438     309.29s
+INT_16     94.830000     99.968750     42.800000     60.445312     7.200000     4.492188     307.34s
+POT_2     10.000000     10.039062     10.000000     10.039062     10.000000     10.039062     449.54s
+POT_3     11.500000     8.343750     9.780000     9.632812     9.630000     9.210938     502.14s
+POT_4     38.810000     24.929688     14.590000     15.445312     10.510000     13.671875     639.36s
+POT_5     40.190000     39.179688     16.720000     26.164062     13.180000     21.125000     909.17s
+POT_6     23.960000     24.367188     13.880000     16.445312     9.070000     13.445312     1425.79s
+POT_7     38.480000     48.031250     18.230000     26.125000     10.690000     18.312500     2487.01s
+POT_8     40.730000     42.921875     19.370000     23.312500     12.090000     14.000000     4562.34s
+FLOAT_3_E1     10.000000     9.890625     9.910000     9.218750     10.140000     9.398438     503.88s
+FLOAT_4_E1     19.150000     30.679688     20.670000     15.750000     14.380000     12.265625     640.31s
+FLOAT_4_E2     54.380000     44.984375     16.450000     25.640625     10.530000     16.679688     640.48s
+FLOAT_5_E1     60.290000     76.406250     28.360000     38.593750     15.290000     22.578125     906.06s
+FLOAT_5_E2     85.500000     98.218750     37.320000     39.484375     17.170000     17.351562     906.78s
+FLOAT_5_E3     86.480000     99.593750     40.220000     59.359375     13.480000     26.515625     907.52s
+FLOAT_6_E1     76.320000     95.289062     30.400000     43.734375     12.730000     19.054688     1420.68s
+FLOAT_6_E2     92.260000     99.859375     40.440000     46.671875     14.370000     13.015625     1424.48s
+FLOAT_6_E3     93.400000     99.929688     43.200000     62.179688     11.020000     16.570312     1426.48s
+FLOAT_6_E4     86.480000     99.500000     38.810000     51.578125     14.470000     22.687500     1422.52s
+FLOAT_7_E1     78.170000     97.359375     31.890000     42.812500     11.760000     14.968750     2480.58s
+FLOAT_7_E2     93.010000     99.914062     42.120000     46.851562     13.230000     9.828125     2480.65s
+FLOAT_7_E3     94.470000     99.976562     43.230000     57.070312     8.860000     6.117188     2485.42s
+FLOAT_7_E4     93.430000     99.953125     42.890000     63.476562     11.410000     17.773438     2486.79s
+FLOAT_7_E5     87.980000     98.765625     38.120000     51.718750     14.820000     25.601562     2484.98s
--- a/ykl/ALL/robust_result/cifar10_noadv/Inception_BN_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/Inception_BN_adjust.txt
+Inception_BN cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      94.830000     88.007812     42.810000     46.429688     7.230000     5.210938     157.45s
+INT_2     10.000000     9.539062     10.000000     9.539062     10.000000     9.539062     312.83s
+INT_3     10.750000     7.906250     9.430000     10.664062     9.670000     9.742188     273.20s
+INT_4     29.690000     28.929688     14.540000     19.476562     10.040000     15.421875     327.39s
+INT_5     80.670000     59.156250     30.230000     29.742188     16.490000     18.468750     326.41s
+INT_6     93.540000     79.750000     42.680000     40.429688     13.360000     15.554688     313.06s
+INT_7     94.510000     86.109375     42.520000     45.703125     9.560000     10.015625     321.22s
+INT_8     94.860000     86.617188     43.170000     45.945312     8.010000     5.648438     317.96s
+INT_9     94.810000     85.437500     43.200000     45.750000     7.580000     5.710938     326.22s
+INT_10     94.840000     85.554688     42.920000     45.273438     7.240000     5.296875     308.54s
+INT_11     94.840000     85.335938     42.870000     45.500000     7.360000     5.328125     308.32s
+INT_12     94.850000     85.539062     42.750000     45.359375     7.230000     5.234375     319.09s
+INT_13     94.820000     85.296875     42.870000     45.484375     7.120000     5.171875     313.66s
+INT_14     94.840000     85.359375     42.820000     45.460938     7.210000     5.164062     308.37s
+INT_15     94.810000     85.585938     42.770000     45.515625     7.200000     5.226562     309.83s
+INT_16     94.830000     85.632812     42.780000     45.523438     7.270000     5.210938     312.72s
+POT_2     10.000000     9.539062     10.000000     9.539062     10.000000     9.539062     442.95s
+POT_3     11.540000     10.664062     10.350000     9.187500     10.290000     9.710938     500.26s
+POT_4     38.340000     21.226562     26.370000     22.453125     16.150000     11.648438     639.03s
+POT_5     39.980000     34.382812     17.060000     16.164062     11.520000     11.773438     908.58s
+POT_6     24.030000     15.484375     13.480000     11.171875     9.170000     10.406250     1426.20s
+POT_7     38.250000     40.664062     22.170000     20.437500     15.010000     9.546875     2483.35s
+POT_8     41.360000     32.523438     23.510000     20.164062     14.980000     12.617188     4567.44s
+FLOAT_3_E1     10.030000     9.968750     9.950000     9.984375     10.060000     10.132812     503.42s
+FLOAT_4_E1     17.620000     28.054688     19.260000     16.750000     14.870000     11.382812     639.87s
+FLOAT_4_E2     54.990000     26.539062     16.470000     19.804688     10.100000     9.843750     640.43s
+FLOAT_5_E1     59.920000     48.804688     28.060000     29.125000     14.400000     19.906250     905.43s
+FLOAT_5_E2     85.410000     71.265625     33.910000     26.796875     16.600000     12.984375     910.60s
+FLOAT_5_E3     86.580000     72.437500     37.810000     41.031250     13.790000     18.593750     903.49s
+FLOAT_6_E1     76.300000     58.875000     30.310000     32.015625     12.410000     15.710938     1420.05s
+FLOAT_6_E2     92.190000     88.070312     41.010000     36.132812     14.840000     9.726562     1419.32s
+FLOAT_6_E3     93.290000     86.539062     42.810000     42.671875     11.900000     12.796875     1422.39s
+FLOAT_6_E4     86.740000     78.867188     39.560000     44.601562     14.680000     18.531250     1421.04s
+FLOAT_7_E1     78.370000     58.156250     30.890000     33.570312     11.620000     14.000000     2480.21s
+FLOAT_7_E2     93.030000     88.695312     42.090000     39.156250     13.060000     9.492188     2483.90s
+FLOAT_7_E3     94.450000     88.250000     43.370000     43.000000     9.310000     6.257812     2482.01s
+FLOAT_7_E4     93.570000     85.632812     43.480000     43.718750     11.540000     13.203125     2481.06s
+FLOAT_7_E5     88.000000     68.929688     39.650000     41.398438     14.730000     17.562500     2482.61s
+FLOAT_8_E1     82.240000     61.664062     31.650000     31.703125     10.610000     12.351562     4562.81s
+FLOAT_8_E2     93.680000     86.945312     41.010000     35.921875     12.320000     8.031250     4563.76s
+FLOAT_8_E3     94.760000     86.843750     42.640000     45.796875     7.780000     5.781250     4562.76s
+FLOAT_8_E4     94.460000     88.773438     43.660000     41.367188     9.330000     5.921875     4575.23s
+FLOAT_8_E5     93.290000     86.468750     41.740000     41.054688     11.830000     11.843750     4576.43s
+FLOAT_8_E6     87.980000     77.648438     37.900000     42.898438     14.720000     18.507812     4572.51s
--- a/ykl/ALL/robust_result/cifar10_noadv/Inception_BN_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/Inception_BN_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/MobileNetV2.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/MobileNetV2.txt
+MobileNetV2 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      90.270000     99.960938     40.190000     76.007812     5.550000     16.015625     58.61s
+INT_2     10.000000     9.453125     10.000000     9.453125     10.000000     9.453125     228.33s
+INT_3     9.960000     9.453125     10.000000     9.453125     10.000000     9.453125     225.76s
+INT_4     9.490000     10.398438     10.280000     9.835938     10.150000     9.960938     229.86s
+INT_5     20.560000     38.156250     11.720000     18.320312     10.230000     14.906250     229.48s
+INT_6     57.910000     94.695312     24.450000     39.335938     14.740000     25.492188     229.98s
+INT_7     80.300000     99.617188     35.160000     64.382812     12.750000     33.750000     228.65s
+INT_8     88.180000     99.898438     43.090000     76.250000     10.770000     28.632812     228.98s
+INT_9     89.760000     99.937500     41.570000     74.953125     8.410000     21.726562     227.42s
+INT_10     90.380000     99.968750     40.400000     75.234375     6.480000     18.093750     204.56s
+INT_11     90.290000     99.945312     40.410000     76.359375     5.950000     17.062500     230.18s
+INT_12     90.270000     99.960938     40.260000     75.882812     5.750000     16.234375     228.24s
+INT_13     90.240000     99.960938     40.270000     76.000000     5.760000     16.195312     184.42s
+INT_14     90.260000     99.960938     40.140000     75.937500     5.610000     16.101562     231.10s
+INT_15     90.270000     99.960938     40.220000     76.000000     5.660000     16.085938     230.59s
+INT_16     90.270000     99.960938     40.100000     76.117188     5.650000     16.085938     226.82s
+POT_2     10.000000     9.453125     10.000000     9.453125     10.000000     9.453125     249.26s
+POT_3     9.990000     9.343750     9.790000     9.484375     9.910000     9.453125     253.89s
+POT_4     14.620000     21.656250     10.240000     14.851562     10.260000     14.046875     267.65s
+POT_5     14.390000     20.992188     10.700000     12.523438     10.550000     9.789062     314.54s
+POT_6     14.330000     20.406250     10.030000     11.757812     10.020000     11.039062     446.22s
+POT_7     15.040000     22.085938     10.510000     15.671875     10.100000     12.734375     688.91s
+POT_8     14.710000     20.492188     11.000000     12.359375     10.430000     11.156250     1190.58s
+FLOAT_3_E1     9.660000     9.859375     9.960000     10.007812     9.920000     10.117188     222.21s
+FLOAT_4_E1     11.660000     13.765625     10.170000     10.539062     11.100000     10.703125     269.14s
+FLOAT_4_E2     13.230000     19.789062     10.430000     13.820312     10.080000     13.921875     269.10s
+FLOAT_5_E1     17.160000     32.843750     11.100000     21.820312     10.590000     19.171875     320.41s
+FLOAT_5_E2     26.760000     49.726562     14.300000     24.031250     11.460000     21.664062     316.64s
+FLOAT_5_E3     46.320000     76.359375     28.230000     38.593750     15.810000     27.125000     325.47s
+FLOAT_6_E1     28.010000     48.945312     11.350000     28.734375     10.320000     25.109375     445.64s
+FLOAT_6_E2     45.820000     88.882812     21.670000     25.640625     13.820000     20.078125     445.42s
+FLOAT_6_E3     69.910000     97.281250     37.480000     64.585938     13.410000     35.734375     444.29s
+FLOAT_6_E4     46.590000     77.820312     27.800000     37.906250     15.840000     25.828125     444.06s
+FLOAT_7_E1     33.850000     65.789062     12.760000     12.945312     9.460000     10.710938     695.39s
+FLOAT_7_E2     59.400000     95.421875     21.080000     24.164062     9.980000     16.007812     675.21s
+FLOAT_7_E3     85.620000     99.906250     38.860000     71.718750     11.040000     29.531250     682.41s
+FLOAT_7_E4     68.900000     97.562500     36.920000     63.671875     13.480000     34.007812     676.20s
+FLOAT_7_E5     47.350000     76.328125     23.630000     37.179688     13.530000     25.382812     689.76s
+FLOAT_8_E1     41.420000     72.015625     11.360000     22.734375     10.010000     15.734375     1184.54s
+FLOAT_8_E2     68.860000     97.851562     24.470000     32.976562     11.570000     21.460938     1189.14s
+FLOAT_8_E3     89.220000     99.960938     40.040000     71.375000     8.530000     22.945312     1193.14s
+FLOAT_8_E4     85.830000     99.867188     37.180000     68.492188     10.300000     27.601562     1187.11s
+FLOAT_8_E5     68.490000     97.140625     36.850000     63.984375     13.690000     35.257812     1192.24s
+FLOAT_8_E6     46.620000     76.835938     27.690000     38.179688     15.320000     25.703125     1191.62s
--- a/ykl/ALL/robust_result/cifar10_noadv/MobileNetV2.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/MobileNetV2.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/MobileNetV2_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/MobileNetV2_adjust.txt
+MobileNetV2 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      90.270000     75.890625     40.190000     36.140625     5.590000     3.234375     57.71s
+INT_2     10.000000     9.960938     10.000000     9.960938     10.000000     9.960938     140.67s
+INT_3     9.960000     9.960938     10.000000     9.960938     10.000000     9.960938     203.35s
+INT_4     9.490000     8.921875     10.470000     9.171875     10.220000     9.117188     221.97s
+INT_5     20.560000     21.453125     12.930000     13.609375     10.540000     13.062500     219.63s
+INT_6     57.910000     59.773438     23.630000     22.429688     14.120000     12.093750     223.85s
+INT_7     80.300000     70.710938     36.340000     31.156250     13.340000     12.796875     223.15s
+INT_8     88.180000     72.945312     42.470000     36.648438     10.800000     7.296875     222.42s
+INT_9     89.760000     76.039062     41.690000     35.085938     8.180000     4.953125     224.29s
+INT_10     90.380000     76.070312     40.280000     35.804688     6.340000     3.812500     220.84s
+INT_11     90.290000     75.656250     40.460000     36.070312     5.930000     3.484375     225.77s
+INT_12     90.270000     75.679688     40.280000     36.039062     5.750000     3.281250     221.15s
+INT_13     90.240000     75.804688     40.230000     36.039062     5.770000     3.203125     221.53s
+INT_14     90.260000     75.851562     40.170000     36.195312     5.660000     3.187500     222.13s
+INT_15     90.270000     75.882812     40.190000     36.039062     5.630000     3.218750     223.85s
+INT_16     90.270000     75.875000     40.150000     36.078125     5.580000     3.203125     222.96s
+POT_2     10.000000     9.960938     10.000000     9.960938     10.000000     9.960938     243.47s
+POT_3     9.990000     9.882812     9.670000     9.281250     9.610000     9.593750     240.64s
+POT_4     14.620000     12.492188     10.170000     16.406250     10.070000     15.171875     262.08s
+POT_5     14.390000     11.203125     10.610000     12.218750     10.590000     10.539062     317.48s
+POT_6     14.330000     12.171875     10.020000     12.226562     10.000000     10.890625     436.84s
+POT_7     15.040000     14.234375     10.490000     16.687500     10.250000     14.820312     690.31s
+POT_8     14.710000     12.039062     11.290000     12.656250     10.560000     11.804688     1186.04s
+FLOAT_3_E1     9.660000     9.750000     10.420000     9.703125     10.340000     9.921875     238.90s
+FLOAT_4_E1     11.660000     11.148438     11.340000     9.953125     10.950000     8.992188     261.89s
+FLOAT_4_E2     13.230000     15.601562     11.040000     12.132812     10.780000     11.171875     264.80s
+FLOAT_5_E1     17.160000     14.484375     10.780000     13.296875     10.350000     12.828125     319.40s
+FLOAT_5_E2     26.760000     25.257812     14.530000     20.609375     11.370000     17.187500     322.91s
+FLOAT_5_E3     46.320000     35.921875     26.910000     18.406250     14.750000     11.726562     323.57s
+FLOAT_6_E1     28.010000     21.164062     11.670000     13.085938     10.670000     10.898438     441.74s
+FLOAT_6_E2     45.820000     50.187500     21.360000     21.625000     13.380000     15.359375     441.60s
+FLOAT_6_E3     69.910000     66.226562     37.160000     31.343750     13.500000     10.710938     419.23s
+FLOAT_6_E4     46.590000     35.015625     27.670000     18.195312     15.450000     10.656250     438.30s
+FLOAT_7_E1     33.850000     42.398438     12.750000     13.359375     9.600000     8.742188     672.35s
+FLOAT_7_E2     59.400000     57.781250     21.050000     16.929688     10.500000     10.140625     679.77s
+FLOAT_7_E3     85.620000     75.304688     39.370000     37.000000     10.910000     9.648438     679.33s
+FLOAT_7_E4     68.900000     65.718750     36.710000     30.421875     13.590000     10.265625     690.20s
+FLOAT_7_E5     47.350000     38.382812     24.230000     21.367188     13.760000     16.851562     668.22s
+FLOAT_8_E1     41.420000     42.039062     11.290000     18.187500     9.980000     11.757812     1183.25s
+FLOAT_8_E2     68.860000     58.406250     25.150000     18.640625     11.960000     9.539062     1182.87s
+FLOAT_8_E3     89.220000     75.000000     39.870000     33.851562     8.730000     6.867188     1185.24s
+FLOAT_8_E4     85.830000     75.945312     37.480000     36.562500     10.440000     8.906250     1187.76s
+FLOAT_8_E5     68.490000     65.054688     36.680000     30.789062     13.730000     10.367188     1180.14s
+FLOAT_8_E6     46.620000     36.007812     27.130000     17.242188     15.720000     10.234375     1187.43s
--- a/ykl/ALL/robust_result/cifar10_noadv/MobileNetV2_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/MobileNetV2_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/ResNet_152_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/ResNet_152_adjust.txt
+ResNet_152 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      94.430000     82.945312     44.280000     40.617188     10.150000     11.281250     327.10s
+INT_2     10.000000     10.179688     10.000000     10.179688     10.000000     10.179688     837.44s
+INT_3     10.030000     15.242188     9.990000     10.992188     9.990000     10.914062     842.54s
+INT_4     15.610000     15.093750     8.960000     11.781250     9.210000     11.539062     845.09s
+INT_5     30.350000     11.750000     17.610000     10.328125     13.970000     10.304688     850.06s
+INT_6     74.440000     24.976562     17.420000     52.289062     7.250000     24.015625     847.64s
+INT_7     90.430000     58.632812     35.830000     51.773438     10.340000     14.453125     842.06s
+INT_8     94.060000     80.796875     41.780000     38.859375     11.150000     11.289062     839.31s
+INT_9     94.280000     82.921875     45.410000     39.656250     11.100000     11.148438     846.84s
+INT_10     94.450000     83.195312     43.900000     40.585938     10.420000     11.867188     837.70s
+INT_11     94.390000     83.273438     44.180000     40.460938     10.280000     11.273438     843.87s
+INT_12     94.410000     83.070312     44.240000     40.648438     10.150000     11.406250     839.62s
+INT_13     94.440000     82.968750     44.300000     40.492188     10.140000     11.210938     843.67s
+INT_14     94.430000     82.875000     44.460000     40.781250     10.240000     11.265625     838.38s
+INT_15     94.420000     82.914062     44.310000     40.679688     10.220000     11.312500     840.17s
+INT_16     94.430000     82.906250     44.390000     40.632812     10.180000     11.281250     839.31s
+POT_2     10.000000     10.179688     10.000000     10.179688     10.000000     10.179688     1220.44s
+POT_3     10.010000     12.671875     10.390000     14.234375     10.420000     14.554688     1389.87s
+POT_4     43.550000     32.453125     17.810000     21.554688     11.080000     16.914062     1775.54s
+POT_5     43.000000     24.554688     17.400000     28.750000     11.100000     17.304688     2581.30s
+POT_6     40.110000     34.664062     18.850000     22.343750     12.360000     17.015625     4165.48s
+POT_7     34.390000     28.687500     19.560000     18.109375     13.220000     14.476562     7427.86s
+POT_8     39.190000     39.695312     18.710000     18.664062     13.120000     16.187500     13804.55s
+FLOAT_3_E1     9.970000     15.734375     10.000000     9.968750     10.000000     9.968750     1384.86s
+FLOAT_4_E1     18.600000     10.773438     11.530000     9.539062     9.750000     8.382812     1780.54s
+FLOAT_4_E2     19.530000     23.335938     12.460000     18.726562     10.830000     17.187500     1778.50s
+FLOAT_5_E1     61.040000     23.507812     16.320000     25.726562     9.940000     11.859375     2579.43s
+FLOAT_5_E2     73.510000     36.351562     26.920000     42.765625     14.370000     24.898438     2585.40s
+FLOAT_5_E3     84.050000     45.218750     28.630000     41.265625     13.650000     26.765625     2581.44s
+FLOAT_6_E1     87.580000     69.328125     36.360000     41.992188     14.300000     7.453125     4150.79s
+FLOAT_6_E2     82.830000     49.992188     27.760000     35.648438     14.260000     22.250000     4152.38s
+FLOAT_6_E3     91.170000     57.562500     37.240000     44.117188     12.300000     8.039062     4164.32s
+FLOAT_6_E4     85.330000     46.023438     30.710000     40.304688     13.220000     26.726562     4160.66s
+FLOAT_7_E1     90.300000     83.601562     35.850000     26.359375     15.280000     8.570312     7388.60s
+FLOAT_7_E2     85.720000     48.398438     27.820000     32.976562     12.420000     19.898438     7393.53s
+FLOAT_7_E3     93.620000     74.273438     43.020000     44.156250     12.260000     13.476562     7409.19s
+FLOAT_7_E4     91.100000     59.023438     36.440000     43.937500     11.750000     8.085938     7428.80s
--- a/ykl/ALL/robust_result/cifar10_noadv/ResNet_18.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/ResNet_18.txt
+ResNet_18 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      94.300000     99.984375     47.320000     82.757812     11.300000     60.851562     61.58s
+INT_2     10.000000     9.882812     10.000000     9.882812     10.000000     9.882812     113.99s
+INT_3     10.000000     9.625000     10.000000     9.625000     10.000000     9.625000     110.67s
+INT_4     49.440000     55.828125     21.800000     34.109375     14.300000     27.742188     115.23s
+INT_5     87.620000     98.531250     34.660000     52.773438     20.740000     42.156250     117.49s
+INT_6     93.250000     99.945312     47.120000     82.835938     16.640000     66.960938     111.18s
+INT_7     94.070000     99.953125     46.560000     81.468750     13.600000     62.968750     110.95s
+INT_8     94.260000     99.976562     48.200000     83.757812     12.300000     62.914062     112.09s
+INT_9     94.350000     99.976562     47.650000     83.375000     11.700000     62.328125     110.99s
+INT_10     94.340000     99.976562     47.670000     82.531250     11.450000     61.117188     108.41s
+INT_11     94.290000     99.976562     47.590000     82.851562     11.420000     61.273438     112.16s
+INT_12     94.320000     99.984375     47.530000     82.875000     11.280000     61.054688     113.02s
+INT_13     94.310000     99.984375     47.490000     82.789062     11.360000     61.078125     113.65s
+INT_14     94.320000     99.976562     47.390000     82.820312     11.390000     61.085938     114.14s
+INT_15     94.300000     99.976562     47.420000     82.796875     11.330000     61.125000     116.35s
+INT_16     94.320000     99.976562     47.340000     82.750000     11.310000     61.164062     112.37s
+POT_2     10.000000     9.882812     10.000000     9.882812     10.000000     9.882812     172.08s
+POT_3     10.200000     14.468750     10.050000     13.390625     8.030000     11.812500     192.24s
+POT_4     63.780000     75.414062     28.790000     18.781250     17.630000     14.562500     233.05s
+POT_5     50.530000     51.570312     24.380000     10.195312     13.340000     9.984375     314.09s
+POT_6     51.610000     57.195312     24.930000     10.351562     14.880000     10.078125     475.13s
+POT_7     49.050000     53.460938     26.370000     11.148438     15.120000     10.148438     805.59s
+POT_8     55.540000     59.414062     26.630000     10.859375     16.300000     10.265625     1438.61s
+FLOAT_3_E1     12.740000     15.453125     11.000000     13.179688     11.810000     12.515625     190.74s
+FLOAT_4_E1     47.470000     59.093750     22.790000     14.085938     17.650000     12.562500     232.41s
+FLOAT_4_E2     52.510000     95.570312     17.470000     27.437500     10.200000     20.601562     233.23s
+FLOAT_5_E1     81.840000     91.625000     36.050000     32.656250     18.880000     23.625000     315.02s
+FLOAT_5_E2     85.740000     99.890625     35.820000     58.484375     14.070000     37.796875     315.16s
+FLOAT_5_E3     89.480000     99.851562     44.030000     75.523438     17.910000     59.203125     315.12s
+FLOAT_6_E1     87.390000     98.367188     40.690000     32.328125     16.650000     19.828125     476.72s
+FLOAT_6_E2     91.650000     99.914062     42.820000     77.484375     13.280000     56.468750     476.46s
+FLOAT_6_E3     93.410000     99.984375     46.900000     83.117188     14.290000     64.664062     476.15s
+FLOAT_6_E4     89.530000     99.828125     44.860000     73.500000     18.060000     56.882812     476.13s
+FLOAT_7_E1     90.160000     98.796875     42.160000     52.984375     15.160000     36.179688     807.53s
+FLOAT_7_E2     92.610000     99.945312     45.390000     80.851562     12.460000     60.054688     807.65s
+FLOAT_7_E3     94.080000     99.984375     48.150000     83.132812     13.180000     62.726562     807.36s
+FLOAT_7_E4     93.120000     99.929688     47.440000     81.375000     15.060000     61.218750     807.40s
+FLOAT_7_E5     89.320000     99.734375     41.960000     62.453125     18.720000     44.476562     807.31s
+FLOAT_8_E1     90.340000     99.343750     41.100000     49.804688     14.850000     32.750000     1439.81s
+FLOAT_8_E2     92.250000     99.953125     43.710000     72.687500     13.540000     49.375000     1439.54s
+FLOAT_8_E3     94.240000     99.976562     47.240000     82.289062     11.960000     61.062500     1439.69s
+FLOAT_8_E4     94.060000     99.976562     47.570000     82.531250     12.870000     62.132812     1439.74s
+FLOAT_8_E5     93.310000     99.968750     46.900000     84.390625     14.510000     65.539062     1439.76s
+FLOAT_8_E6     89.410000     99.781250     43.070000     67.773438     18.690000     50.945312     1440.24s
--- a/ykl/ALL/robust_result/cifar10_noadv/ResNet_18.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/ResNet_18.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/ResNet_18_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/ResNet_18_adjust.txt
+ResNet_18 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      94.300000     99.414062     47.310000     47.835938     11.270000     10.867188     59.05s
+INT_2     10.000000     9.843750     10.000000     9.843750     10.000000     9.843750     105.14s
+INT_3     10.000000     10.007812     10.000000     10.007812     10.000000     10.007812     105.30s
+INT_4     49.440000     28.398438     20.680000     24.406250     14.080000     17.132812     105.48s
+INT_5     87.620000     87.671875     34.230000     39.539062     19.800000     19.164062     105.49s
+INT_6     93.250000     98.453125     47.820000     52.632812     16.790000     18.226562     105.88s
+INT_7     94.070000     98.898438     46.700000     47.726562     13.450000     13.914062     128.22s
+INT_8     94.260000     99.398438     48.870000     48.085938     12.440000     12.304688     109.68s
+INT_9     94.350000     99.437500     47.720000     49.085938     11.800000     11.414062     126.65s
+INT_10     94.340000     99.406250     47.400000     47.968750     11.470000     11.085938     130.41s
+INT_11     94.290000     99.414062     47.590000     48.164062     11.430000     11.085938     124.30s
+INT_12     94.320000     99.421875     47.470000     48.023438     11.370000     10.812500     105.42s
+INT_13     94.310000     99.414062     47.440000     48.015625     11.390000     10.882812     118.16s
+INT_14     94.320000     99.414062     47.420000     48.093750     11.190000     10.921875     119.38s
+INT_15     94.300000     99.414062     47.470000     48.031250     11.450000     10.921875     126.28s
+INT_16     94.320000     99.414062     47.480000     48.093750     11.290000     10.953125     126.69s
+POT_2     10.000000     9.843750     10.000000     9.843750     10.000000     9.843750     169.25s
+POT_3     10.200000     14.890625     10.350000     10.046875     8.400000     7.742188     190.90s
+POT_4     63.780000     61.000000     29.720000     10.218750     17.810000     5.429688     231.81s
+POT_5     50.530000     68.671875     26.900000     10.445312     15.230000     4.335938     311.95s
+POT_6     51.610000     72.226562     27.290000     10.101562     15.910000     9.226562     472.97s
+POT_7     49.050000     71.421875     28.030000     10.531250     15.920000     5.140625     802.77s
+POT_8     55.540000     71.281250     28.080000     10.250000     16.380000     8.296875     1439.04s
+FLOAT_3_E1     12.740000     23.578125     11.370000     13.601562     11.430000     13.273438     189.11s
+FLOAT_4_E1     47.470000     51.546875     24.570000     13.429688     17.960000     10.171875     228.67s
+FLOAT_4_E2     52.510000     82.953125     16.440000     11.648438     9.930000     10.578125     229.72s
+FLOAT_5_E1     81.840000     71.031250     37.930000     11.773438     20.110000     5.796875     311.31s
+FLOAT_5_E2     85.740000     97.453125     36.790000     35.609375     12.920000     13.664062     313.17s
+FLOAT_5_E3     89.480000     95.187500     43.070000     32.476562     17.940000     19.031250     312.07s
+FLOAT_6_E1     87.390000     89.695312     41.370000     11.984375     16.970000     1.296875     473.94s
+FLOAT_6_E2     91.650000     99.054688     42.760000     38.984375     13.620000     13.421875     473.40s
+FLOAT_6_E3     93.410000     99.046875     46.530000     33.992188     14.550000     11.796875     473.30s
+FLOAT_6_E4     89.530000     95.625000     44.260000     35.390625     17.820000     20.460938     472.14s
+FLOAT_7_E1     90.160000     93.593750     41.590000     15.351562     15.700000     0.828125     801.96s
+FLOAT_7_E2     92.610000     99.070312     44.680000     43.726562     12.340000     14.000000     802.51s
+FLOAT_7_E3     94.080000     99.437500     48.210000     45.812500     13.040000     12.179688     801.48s
+FLOAT_7_E4     93.120000     99.109375     47.720000     40.773438     14.930000     12.601562     801.43s
+FLOAT_7_E5     89.320000     95.203125     42.210000     39.250000     17.570000     22.953125     801.24s
+FLOAT_8_E1     90.340000     94.007812     41.470000     16.093750     14.760000     0.554688     1437.55s
+FLOAT_8_E2     92.250000     99.171875     43.930000     30.164062     13.510000     12.054688     1439.68s
+FLOAT_8_E3     94.240000     99.398438     47.440000     45.812500     12.370000     12.070312     1438.96s
+FLOAT_8_E4     94.060000     99.382812     47.390000     45.953125     13.020000     12.484375     1438.85s
+FLOAT_8_E5     93.310000     99.031250     46.520000     40.296875     14.590000     12.234375     1438.88s
+FLOAT_8_E6     89.410000     91.976562     42.590000     26.476562     19.140000     15.687500     1439.03s
--- a/ykl/ALL/robust_result/cifar10_noadv/ResNet_18_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/ResNet_18_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/ResNet_50.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/ResNet_50.txt
+ResNet_50 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      94.570000     99.945312     44.350000     70.015625     8.940000     13.328125     132.07s
+INT_2     10.000000     9.820312     10.000000     9.820312     10.000000     9.820312     325.77s
+INT_3     10.040000     14.148438     10.080000     12.039062     10.040000     12.109375     323.77s
+INT_4     24.550000     21.554688     11.880000     9.898438     10.870000     9.882812     274.27s
+INT_5     79.260000     83.382812     36.870000     39.500000     21.580000     22.937500     311.02s
+INT_6     92.880000     99.015625     45.070000     55.203125     15.340000     19.492188     309.83s
+INT_7     93.760000     99.921875     44.650000     64.335938     12.250000     14.515625     307.40s
+INT_8     94.400000     99.921875     45.510000     71.429688     11.380000     16.343750     307.96s
+INT_9     94.510000     99.945312     45.000000     70.609375     9.550000     14.187500     324.85s
+INT_10     94.550000     99.945312     44.320000     69.859375     9.180000     13.507812     309.98s
+INT_11     94.660000     99.945312     44.560000     70.039062     8.940000     13.304688     308.57s
+INT_12     94.580000     99.945312     44.520000     69.953125     8.980000     13.421875     309.40s
+INT_13     94.580000     99.945312     44.470000     69.945312     8.950000     13.195312     309.02s
+INT_14     94.570000     99.945312     44.470000     69.929688     9.020000     13.171875     308.25s
+INT_15     94.570000     99.945312     44.370000     70.031250     8.950000     13.242188     307.84s
+INT_16     94.570000     99.945312     44.380000     69.937500     9.030000     13.304688     308.10s
+POT_2     10.000000     9.820312     10.000000     9.820312     10.000000     9.820312     485.49s
+POT_3     10.390000     12.835938     10.030000     9.585938     9.930000     9.476562     567.34s
+POT_4     51.590000     74.953125     19.470000     30.929688     13.380000     19.828125     756.15s
+POT_5     50.500000     73.953125     17.320000     36.148438     11.770000     31.187500     1123.11s
+POT_6     55.340000     72.921875     22.490000     39.312500     14.490000     32.406250     1847.88s
+POT_7     50.930000     72.921875     20.260000     36.695312     13.530000     28.648438     3331.46s
+POT_8     44.430000     75.757812     18.900000     32.453125     14.180000     28.312500     6251.90s
+FLOAT_3_E1     9.440000     15.210938     9.810000     3.289062     9.880000     2.976562     567.61s
+FLOAT_4_E1     53.580000     32.593750     15.650000     21.671875     13.770000     18.554688     757.48s
+FLOAT_4_E2     19.850000     58.656250     9.520000     37.015625     7.560000     35.359375     755.65s
--- a/ykl/ALL/robust_result/cifar10_noadv/ResNet_50_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/ResNet_50_adjust.txt
+ResNet_50 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      94.570000     95.296875     44.360000     45.945312     8.980000     10.601562     135.24s
+INT_2     10.000000     10.328125     10.000000     10.328125     10.000000     10.328125     313.70s
+INT_3     10.040000     13.429688     10.050000     13.992188     10.070000     14.164062     318.85s
+INT_4     24.480000     18.546875     10.970000     10.367188     10.650000     10.625000     316.06s
+INT_5     79.260000     59.109375     37.500000     27.835938     19.430000     16.328125     296.41s
+INT_6     92.840000     90.531250     46.820000     40.570312     15.700000     13.406250     323.31s
+INT_7     93.730000     93.828125     43.610000     42.125000     11.800000     10.304688     305.24s
+INT_8     94.450000     95.585938     45.520000     48.046875     10.950000     12.203125     303.49s
+INT_9     94.550000     94.570312     44.480000     45.390625     9.540000     11.250000     303.94s
+INT_10     94.580000     94.906250     44.460000     45.843750     9.100000     10.898438     305.67s
+INT_11     94.640000     95.296875     44.510000     45.945312     9.030000     10.500000     308.67s
+INT_12     94.580000     95.257812     44.410000     46.054688     8.940000     10.671875     303.62s
+INT_13     94.590000     95.273438     44.450000     45.921875     8.950000     10.679688     305.91s
+INT_14     94.600000     95.273438     44.470000     45.945312     8.960000     10.695312     272.73s
+INT_15     94.570000     95.281250     44.520000     45.835938     8.930000     10.625000     289.87s
+INT_16     94.570000     95.296875     44.380000     45.890625     8.950000     10.617188     272.32s
+POT_2     10.000000     10.328125     10.000000     10.328125     10.000000     10.328125     485.14s
+POT_3     10.260000     12.617188     10.000000     9.578125     10.000000     9.437500     564.90s
+POT_4     51.730000     72.195312     19.410000     30.421875     13.800000     24.734375     757.13s
+POT_5     53.030000     64.093750     21.140000     26.039062     14.780000     22.023438     1128.74s
+POT_6     55.280000     66.914062     21.140000     33.882812     13.710000     28.804688     1857.15s
+POT_7     51.220000     68.859375     18.990000     30.648438     12.140000     23.312500     3337.61s
+POT_8     44.780000     58.265625     18.930000     25.929688     13.450000     21.671875     6253.15s
+FLOAT_3_E1     9.440000     15.976562     9.010000     8.359375     8.890000     8.507812     567.10s
+FLOAT_4_E1     52.520000     40.414062     16.870000     24.734375     12.980000     15.328125     757.10s
+FLOAT_4_E2     19.800000     33.039062     10.030000     31.843750     8.310000     28.679688     755.31s
+FLOAT_5_E1     84.380000     77.562500     40.060000     40.164062     21.950000     29.828125     1122.66s
+FLOAT_5_E2     63.310000     59.867188     21.590000     31.250000     13.280000     24.078125     1127.25s
+FLOAT_5_E3     88.820000     85.156250     42.390000     45.140625     20.040000     27.195312     1128.58s
+FLOAT_6_E1     87.410000     84.593750     38.790000     45.656250     17.710000     28.890625     1851.13s
+FLOAT_6_E2     88.610000     77.281250     35.700000     45.382812     15.570000     31.609375     1853.98s
+FLOAT_6_E3     92.990000     90.609375     44.470000     49.640625     14.770000     17.515625     1857.08s
+FLOAT_6_E4     88.470000     83.656250     42.930000     49.234375     19.750000     31.250000     1856.95s
+FLOAT_7_E1     90.630000     88.554688     40.630000     48.429688     15.880000     28.632812     3327.18s
+FLOAT_7_E2     91.940000     83.742188     38.530000     50.320312     14.890000     30.359375     3332.99s
+FLOAT_7_E3     94.170000     93.312500     44.200000     46.835938     11.800000     12.992188     3340.01s
+FLOAT_7_E4     92.950000     90.148438     43.750000     49.507812     14.640000     17.976562     3342.85s
+FLOAT_7_E5     88.970000     84.078125     42.870000     47.156250     20.230000     29.546875     3342.01s
+FLOAT_8_E1     90.840000     89.453125     39.530000     45.695312     14.220000     24.164062     6245.58s
+FLOAT_8_E2     92.650000     85.210938     39.950000     52.820312     13.510000     27.437500     6251.00s
+FLOAT_8_E3     94.470000     94.718750     44.390000     46.265625     10.180000     11.757812     6263.01s
+FLOAT_8_E4     94.170000     92.882812     44.530000     48.015625     12.000000     14.109375     6269.03s
+FLOAT_8_E5     92.950000     90.125000     44.670000     50.742188     14.740000     18.765625     6268.95s
+FLOAT_8_E6     87.850000     83.859375     41.850000     43.132812     21.560000     28.687500     6267.85s
--- a/ykl/ALL/robust_result/cifar10/ResNet_50_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10/ResNet_50_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/VGG_16.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/VGG_16.txt
+VGG_16 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      93.130000     99.031250     53.170000     51.195312     18.780000     25.054688     28.36s
+INT_2     10.000000     10.070312     10.000000     10.070312     10.000000     10.070312     70.63s
+INT_3     10.020000     9.812500     10.000000     10.070312     10.000000     10.070312     55.48s
+INT_4     29.300000     10.828125     11.970000     11.328125     10.190000     10.593750     63.97s
+INT_5     88.810000     92.210938     39.680000     52.656250     20.310000     38.015625     72.48s
+INT_6     92.500000     98.500000     50.700000     54.453125     21.590000     33.304688     74.44s
+INT_7     92.980000     98.812500     52.910000     52.335938     20.730000     29.117188     72.67s
+INT_8     93.020000     98.992188     53.240000     51.328125     19.540000     26.250000     62.34s
+INT_9     93.050000     99.070312     53.120000     51.601562     19.020000     25.835938     72.20s
+INT_10     93.150000     99.000000     53.180000     51.078125     18.930000     25.390625     73.33s
+INT_11     93.110000     99.023438     53.070000     51.085938     18.730000     25.179688     68.53s
+INT_12     93.140000     99.031250     53.200000     51.062500     18.720000     25.125000     68.94s
+INT_13     93.160000     99.023438     53.210000     51.210938     18.730000     25.125000     71.74s
+INT_14     93.160000     99.031250     53.190000     51.265625     18.780000     25.101562     72.25s
+INT_15     93.130000     99.031250     53.290000     51.148438     18.820000     25.101562     71.79s
+INT_16     93.140000     99.031250     53.160000     51.187500     18.700000     25.132812     61.27s
+POT_2     10.000000     10.070312     10.000000     10.070312     10.000000     10.070312     89.14s
+POT_3     10.450000     13.343750     10.010000     10.148438     10.010000     10.046875     87.41s
+POT_4     79.980000     64.750000     43.280000     32.359375     20.620000     22.156250     105.94s
+POT_5     79.820000     64.664062     43.910000     31.320312     20.470000     21.453125     143.33s
+POT_6     79.670000     65.164062     42.980000     31.812500     20.350000     22.554688     217.25s
+POT_7     79.850000     64.421875     43.180000     31.375000     20.320000     21.734375     367.59s
+POT_8     79.790000     64.773438     43.390000     31.101562     20.480000     21.281250     665.74s
+FLOAT_3_E1     10.130000     10.070312     10.030000     10.085938     10.010000     10.062500     90.55s
+FLOAT_4_E1     80.090000     53.960938     35.250000     32.960938     19.880000     24.148438     106.88s
+FLOAT_4_E2     72.050000     83.281250     37.510000     34.007812     21.830000     25.718750     107.78s
+FLOAT_5_E1     87.670000     76.468750     45.970000     35.593750     20.450000     23.593750     143.18s
+FLOAT_5_E2     90.380000     97.765625     49.290000     43.804688     21.410000     28.507812     143.05s
+FLOAT_5_E3     89.850000     95.109375     51.530000     42.296875     21.690000     24.343750     143.16s
+FLOAT_6_E1     90.200000     85.960938     48.690000     40.906250     20.800000     25.617188     215.65s
+FLOAT_6_E2     91.860000     98.812500     50.450000     45.195312     19.170000     26.992188     215.42s
+FLOAT_6_E3     92.750000     98.593750     53.610000     50.125000     20.300000     26.750000     215.43s
+FLOAT_6_E4     89.750000     95.078125     51.470000     42.039062     21.660000     24.109375     215.40s
+FLOAT_7_E1     90.810000     90.343750     49.430000     41.398438     19.780000     25.335938     365.55s
+FLOAT_7_E2     91.920000     98.968750     51.530000     45.648438     18.970000     26.421875     366.54s
+FLOAT_7_E3     92.890000     99.023438     52.850000     51.203125     19.150000     25.984375     366.76s
+FLOAT_7_E4     92.710000     98.578125     53.240000     50.257812     20.240000     27.101562     367.26s
+FLOAT_7_E5     89.770000     95.179688     51.810000     42.375000     21.750000     24.351562     366.76s
+FLOAT_8_E1     91.190000     91.710938     49.480000     42.101562     19.400000     25.476562     661.73s
+FLOAT_8_E2     92.220000     99.132812     52.180000     47.023438     19.320000     26.281250     663.08s
+FLOAT_8_E3     93.150000     99.023438     53.110000     50.234375     19.090000     25.382812     662.49s
+FLOAT_8_E4     93.000000     99.007812     53.010000     51.062500     19.200000     25.875000     664.14s
+FLOAT_8_E5     92.790000     98.632812     53.290000     49.976562     20.310000     26.875000     664.98s
+FLOAT_8_E6     89.750000     95.062500     51.650000     42.023438     21.710000     24.554688     665.24s
--- a/ykl/ALL/robust_result/cifar10_noadv/VGG_16.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/VGG_16.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/VGG_16_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/VGG_16_adjust.txt
+VGG_16 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      93.140000     99.539062     53.180000     49.640625     18.800000     20.265625     28.55s
+INT_2     10.000000     10.062500     10.000000     10.062500     10.000000     10.062500     70.01s
+INT_3     10.020000     9.390625     10.000000     10.062500     10.000000     10.062500     55.97s
+INT_4     29.300000     10.687500     11.750000     10.695312     9.820000     10.117188     69.62s
+INT_5     88.550000     86.140625     39.580000     53.320312     19.850000     40.585938     65.74s
+INT_6     92.310000     98.867188     50.520000     52.898438     21.360000     28.515625     65.59s
+INT_7     92.980000     99.437500     52.860000     51.609375     20.450000     24.734375     72.48s
+INT_8     93.130000     99.554688     53.380000     49.750000     19.640000     21.234375     75.11s
+INT_9     93.080000     99.554688     53.190000     50.328125     19.190000     21.179688     63.08s
+INT_10     93.140000     99.554688     53.380000     49.562500     18.820000     20.500000     72.66s
+INT_11     93.120000     99.531250     53.100000     49.734375     18.720000     20.437500     57.33s
+INT_12     93.160000     99.539062     53.180000     49.578125     18.690000     20.320312     72.70s
+INT_13     93.170000     99.539062     53.140000     49.539062     18.720000     20.281250     55.47s
+INT_14     93.150000     99.539062     53.220000     49.625000     18.640000     20.320312     72.86s
+INT_15     93.140000     99.539062     53.190000     49.710938     18.670000     20.335938     60.35s
+INT_16     93.140000     99.539062     53.170000     49.710938     18.740000     20.304688     74.73s
+POT_2     10.000000     10.062500     10.000000     10.062500     10.000000     10.062500     88.77s
+POT_3     10.450000     12.125000     10.140000     10.210938     9.960000     9.921875     91.41s
+POT_4     79.980000     59.140625     43.350000     27.429688     20.610000     21.804688     108.44s
+POT_5     79.780000     57.601562     43.470000     27.398438     20.450000     21.515625     143.89s
+POT_6     80.060000     57.820312     43.140000     27.375000     20.040000     21.445312     216.30s
+POT_7     79.890000     58.921875     43.630000     27.562500     20.730000     21.757812     366.70s
+POT_8     79.900000     57.867188     43.730000     27.406250     20.540000     21.945312     664.48s
+FLOAT_3_E1     10.130000     10.054688     10.000000     10.062500     10.010000     10.023438     90.10s
+FLOAT_4_E1     80.220000     46.203125     35.740000     31.843750     19.140000     23.343750     104.98s
+FLOAT_4_E2     72.180000     85.367188     35.890000     33.085938     21.340000     25.484375     109.12s
+FLOAT_5_E1     87.580000     84.609375     46.180000     33.101562     20.860000     21.296875     144.63s
+FLOAT_5_E2     90.320000     98.515625     48.540000     36.945312     20.950000     21.679688     145.13s
+FLOAT_5_E3     89.790000     97.789062     51.460000     36.906250     21.600000     20.562500     144.24s
+FLOAT_6_E1     90.310000     92.906250     48.590000     36.343750     20.680000     21.468750     215.38s
+FLOAT_6_E2     91.670000     99.187500     50.740000     40.945312     19.230000     21.367188     216.65s
+FLOAT_6_E3     92.800000     99.484375     53.400000     48.804688     20.180000     20.765625     215.16s
+FLOAT_6_E4     89.540000     98.109375     51.650000     36.203125     21.940000     20.507812     215.94s
+FLOAT_7_E1     90.740000     96.718750     49.670000     36.132812     19.640000     21.085938     365.69s
+FLOAT_7_E2     92.000000     99.421875     51.320000     42.093750     19.180000     20.632812     365.91s
+FLOAT_7_E3     93.010000     99.468750     52.940000     49.523438     19.250000     21.015625     365.89s
+FLOAT_7_E4     92.650000     99.406250     53.010000     48.484375     20.330000     21.015625     366.05s
+FLOAT_7_E5     89.570000     97.804688     51.280000     36.648438     21.830000     20.546875     366.57s
+FLOAT_8_E1     91.060000     96.914062     49.670000     35.992188     19.690000     20.648438     661.56s
+FLOAT_8_E2     92.060000     99.468750     52.110000     43.414062     18.690000     21.046875     661.99s
+FLOAT_8_E3     93.190000     99.523438     53.030000     48.750000     19.070000     20.531250     663.80s
+FLOAT_8_E4     92.970000     99.523438     53.000000     49.328125     19.200000     21.085938     664.10s
+FLOAT_8_E5     92.760000     99.445312     53.290000     48.398438     20.350000     20.992188     664.13s
+FLOAT_8_E6     89.740000     97.937500     51.530000     36.359375     21.750000     20.710938     664.38s
--- a/ykl/ALL/robust_result/cifar10_noadv/VGG_16_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/VGG_16_adjust.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/VGG_19.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/VGG_19.txt
+VGG_19 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      93.020000     99.914062     50.590000     60.492188     16.780000     26.593750     50.74s
+INT_2     10.000000     9.679688     10.000000     9.679688     10.000000     9.679688     102.39s
+INT_3     10.000000     9.679688     10.000000     9.679688     10.000000     9.679688     102.14s
+INT_4     17.330000     22.578125     12.330000     15.132812     9.470000     14.117188     103.49s
+INT_5     88.220000     98.562500     36.050000     61.734375     17.140000     41.718750     103.08s
+INT_6     92.250000     99.867188     49.620000     69.320312     20.110000     40.828125     93.44s
+INT_7     92.760000     99.914062     50.360000     63.726562     18.850000     32.343750     89.96s
+INT_8     93.000000     99.921875     50.710000     61.210938     17.760000     28.468750     84.60s
+INT_9     93.040000     99.898438     50.460000     60.617188     17.170000     27.273438     101.82s
+INT_10     93.060000     99.914062     50.580000     60.523438     16.760000     26.765625     103.82s
+INT_11     92.980000     99.921875     50.740000     60.351562     16.920000     26.546875     85.06s
+INT_12     93.030000     99.914062     50.580000     60.468750     16.750000     26.625000     84.62s
+INT_13     93.010000     99.914062     50.500000     60.523438     16.940000     26.554688     84.16s
+INT_14     93.030000     99.914062     50.540000     60.515625     16.870000     26.554688     84.56s
+INT_15     93.030000     99.914062     50.540000     60.476562     16.870000     26.562500     104.47s
+INT_16     93.030000     99.914062     50.580000     60.437500     16.800000     26.531250     102.85s
+POT_2     10.000000     9.679688     10.000000     9.679688     10.000000     9.679688     127.08s
+POT_3     10.000000     9.679688     10.000000     9.679688     10.000000     9.679688     138.92s
+POT_4     71.830000     82.578125     37.830000     24.765625     18.680000     17.468750     165.01s
+POT_5     71.960000     81.296875     37.380000     24.375000     18.000000     17.312500     217.42s
+POT_6     72.020000     82.164062     37.370000     24.554688     18.310000     17.453125     322.57s
+POT_7     71.430000     82.203125     37.540000     24.234375     17.810000     17.039062     537.44s
+POT_8     71.450000     81.195312     37.200000     24.437500     18.290000     17.109375     954.10s
+FLOAT_3_E1     10.010000     9.679688     9.960000     9.687500     9.970000     9.679688     138.82s
+FLOAT_4_E1     77.130000     77.609375     27.980000     43.015625     16.310000     30.054688     163.94s
+FLOAT_4_E2     71.290000     94.898438     27.710000     33.773438     18.030000     25.085938     165.68s
+FLOAT_5_E1     86.890000     95.406250     42.240000     38.531250     19.310000     23.898438     218.32s
+FLOAT_5_E2     88.630000     99.554688     44.110000     47.046875     20.910000     26.898438     219.26s
+FLOAT_5_E3     90.500000     99.679688     47.970000     48.367188     19.600000     24.515625     219.31s
+FLOAT_6_E1     88.860000     97.664062     44.750000     35.500000     19.350000     20.781250     324.47s
+FLOAT_6_E2     91.150000     99.820312     48.270000     52.203125     19.410000     26.687500     324.68s
+FLOAT_6_E3     92.420000     99.898438     51.350000     60.164062     18.580000     26.484375     324.80s
+FLOAT_6_E4     90.460000     99.710938     47.780000     48.328125     19.350000     24.445312     324.63s
+FLOAT_7_E1     89.930000     98.476562     44.670000     35.250000     17.830000     20.281250     537.80s
+FLOAT_7_E2     91.910000     99.859375     48.640000     55.484375     19.150000     26.453125     537.25s
+FLOAT_7_E3     92.940000     99.914062     50.600000     59.750000     17.260000     27.234375     539.38s
+FLOAT_7_E4     92.700000     99.898438     51.310000     60.328125     18.570000     26.500000     539.31s
+FLOAT_7_E5     90.600000     99.703125     48.100000     48.070312     19.520000     24.328125     539.27s
+FLOAT_8_E1     90.110000     98.507812     45.080000     35.031250     17.500000     19.875000     954.49s
+FLOAT_8_E2     92.020000     99.914062     49.220000     55.992188     18.060000     25.960938     952.79s
+FLOAT_8_E3     93.100000     99.898438     50.260000     59.765625     17.110000     26.656250     952.70s
+FLOAT_8_E4     92.940000     99.906250     50.450000     59.320312     17.310000     27.242188     952.77s
+FLOAT_8_E5     92.640000     99.921875     51.410000     60.554688     18.730000     26.437500     954.18s
+FLOAT_8_E6     90.790000     99.734375     47.960000     48.148438     19.490000     24.445312     954.13s
--- a/ykl/ALL/robust_result/cifar10_noadv/VGG_19.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/VGG_19.xlsx
--- a/ykl/ALL/robust_result/cifar10_noadv/VGG_19_adjust.txt
+++ b/ykl/ALL/robust_result/cifar10_noadv/VGG_19_adjust.txt
+VGG_19 cifar10
+Title     Org_acc     Org_gen_acc     FGSM_acc     FGSM_gen_acc     PGD_acc     PGD_gen_acc     Time
+Full      93.030000     96.468750     50.580000     48.289062     16.840000     14.828125     52.77s
+INT_2     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     96.00s
+INT_3     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     94.59s
+INT_4     17.340000     19.406250     12.000000     12.210938     10.190000     11.203125     86.37s
+INT_5     88.200000     79.890625     35.510000     37.460938     17.080000     22.085938     95.28s
+INT_6     92.270000     93.968750     49.290000     51.601562     20.150000     23.242188     96.17s
+INT_7     92.800000     96.117188     50.060000     49.304688     18.910000     18.437500     90.90s
+INT_8     92.980000     96.226562     50.590000     48.484375     17.920000     16.695312     90.05s
+INT_9     93.040000     96.367188     50.320000     48.421875     17.180000     15.632812     92.23s
+INT_10     93.050000     96.453125     50.610000     48.523438     16.900000     15.312500     90.34s
+INT_11     93.000000     96.460938     50.580000     48.328125     16.930000     15.031250     90.91s
+INT_12     93.030000     96.460938     50.600000     48.390625     16.840000     14.921875     90.62s
+INT_13     93.020000     96.460938     50.560000     48.304688     16.840000     14.898438     92.62s
+INT_14     93.020000     96.460938     50.510000     48.289062     16.850000     14.906250     91.85s
+INT_15     93.030000     96.460938     50.550000     48.226562     16.820000     14.890625     90.73s
+INT_16     93.020000     96.468750     50.640000     48.250000     16.730000     14.929688     93.51s
+POT_2     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     131.40s
+POT_3     10.000000     9.945312     10.000000     9.945312     10.000000     9.945312     142.94s
+POT_4     71.750000     51.281250     37.890000     26.898438     18.670000     18.296875     169.33s
+POT_5     71.750000     50.445312     36.830000     25.984375     18.010000     17.914062     221.88s
+POT_6     71.900000     51.773438     37.120000     26.546875     18.570000     18.000000     325.98s
+POT_7     71.420000     52.296875     37.100000     26.640625     18.220000     17.828125     540.99s
+POT_8     71.330000     51.046875     37.440000     26.000000     18.410000     17.500000     955.80s
+FLOAT_3_E1     10.000000     9.953125     10.070000     9.960938     10.010000     9.953125     139.87s
+FLOAT_4_E1     77.180000     53.250000     26.920000     36.937500     15.590000     26.500000     167.38s
+FLOAT_4_E2     71.290000     80.570312     28.350000     31.726562     17.350000     23.281250     166.30s
+FLOAT_5_E1     86.940000     76.109375     42.550000     39.476562     19.490000     24.515625     219.69s
+FLOAT_5_E2     88.600000     92.351562     44.490000     41.062500     21.190000     18.078125     219.69s
+FLOAT_5_E3     90.470000     95.218750     47.770000     41.828125     19.290000     18.851562     220.72s
+FLOAT_6_E1     88.850000     85.789062     44.830000     38.187500     19.830000     22.335938     325.89s
+FLOAT_6_E2     91.160000     93.945312     48.750000     45.328125     19.660000     19.773438     325.96s
+FLOAT_6_E3     92.440000     96.523438     51.350000     47.250000     18.790000     12.625000     325.88s
+FLOAT_6_E4     90.540000     95.109375     48.140000     41.835938     19.490000     18.242188     325.96s
+FLOAT_7_E1     89.910000     87.546875     44.600000     38.703125     17.840000     22.023438     540.81s
+FLOAT_7_E2     91.930000     95.109375     49.150000     46.820312     19.320000     19.820312     540.80s
+FLOAT_7_E3     92.920000     96.328125     50.620000     48.382812     17.310000     15.632812     540.87s
+FLOAT_7_E4     92.700000     96.546875     51.260000     47.156250     18.720000     12.664062     540.89s
+FLOAT_7_E5     90.580000     95.226562     47.660000     41.632812     19.500000     18.468750     540.80s
+FLOAT_8_E1     90.100000     87.765625     45.000000     38.296875     17.510000     21.710938     955.80s
+FLOAT_8_E2     92.040000     95.437500     49.610000     47.187500     18.310000     19.351562     955.09s
+FLOAT_8_E3     93.090000     96.468750     50.520000     47.914062     16.990000     15.812500     954.98s
+FLOAT_8_E4     92.920000     96.375000     50.560000     48.312500     17.400000     15.710938     955.04s
+FLOAT_8_E5     92.620000     96.703125     51.200000     47.195312     18.730000     12.593750     955.57s
+FLOAT_8_E6     90.770000     94.867188     47.870000     41.742188     19.570000     18.664062     954.81s
--- a/ykl/ALL/robust_result/cifar10_noadv/VGG_19_adjust.xlsx
+++ b/ykl/ALL/robust_result/cifar10_noadv/VGG_19_adjust.xlsx
--- a/ykl/ALL/scripts/robust_all_cifar10.sh
+++ b/ykl/ALL/scripts/robust_all_cifar10.sh
@@ -5,5 +5,15 @@ for name in $name_list; do
    if [ ! -d "ret_one/$name" ]; then
        mkdir -p "ret_one/$name"
    fi 
-    sbatch --job-name=$name -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" --export=Model=$name,Dataset=cifar10 robust_one.slurm
+    if [ "$name" == "ResNet_152" ] ; then
+        TimeLen="3-00:00:00"
+        QosType="gpu-long"
+    else
+        TimeLen="1-06:00:00"
+        QosType="gpu-normal"
+    fi
+    adjust="--adjust"
+    sbatch --job-name=$name -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" -t $TimeLen --qos=$QosType --export=Model=$name,Dataset=cifar10,Adjust=$adjust robust_one.slurm
+    adjust=""
+    sbatch --job-name=$name -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" -t $TimeLen --qos=$QosType --export=Model=$name,Dataset=cifar10,Adjust=$adjust robust_one.slurm
 done
\ No newline at end of file
--- a/ykl/ALL/scripts/robust_all_cifar100.sh
+++ b/ykl/ALL/scripts/robust_all_cifar100.sh
@@ -5,5 +5,15 @@ for name in $name_list; do
    if [ ! -d "ret_one/$name" ]; then
        mkdir -p "ret_one/$name"
    fi 
-    sbatch --job-name=$name -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" --export=Model=$name,Dataset=cifar100 robust_one.slurm
+    if [ "$name" == "ResNet_152" ] ; then
+        TimeLen="3-00:00:00"
+        QosType="gpu-long"
+    else
+        TimeLen="1-06:00:00"
+        QosType="gpu-normal"
+    fi
+    adjust="--adjust"
+    sbatch --job-name=$name -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" -t $TimeLen --qos=$QosType --export=Model=$name,Dataset=cifar100,Adjust=$adjust robust_one.slurm
+    adjust=""
+    sbatch --job-name=$name -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" -t $TimeLen --qos=$QosType --export=Model=$name,Dataset=cifar100,Adjust=$adjust robust_one.slurm
 done
\ No newline at end of file
--- a/ykl/ALL/scripts/robust_one_cifar10.sh
+++ b/ykl/ALL/scripts/robust_one_cifar10.sh
@@ -3,4 +3,15 @@ if [ ! -d "ret_one/$1" ]; then
    mkdir -p "ret_one/$1"
 fi 
-sbatch --job-name=$1 -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" --export=Model=$1,Dataset=cifar10 robust_one.slurm
+if [ "$1" == "ResNet_152" ] ; then
+    TimeLen="3-00:00:00"
+    QosType="gpu-long"
+else
+    TimeLen="1-06:00:00"
+    QosType="gpu-normal"
+fi
+adjust="--adjust"
+sbatch --job-name=$1 -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" -t $TimeLen --qos=$QosType --export=Model=$1,Dataset=cifar10,Adjust=$adjust robust_one.slurm
+adjust=""
+sbatch --job-name=$1 -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" -t $TimeLen --qos=$QosType --export=Model=$1,Dataset=cifar10,Adjust=$adjust robust_one.slurm
\ No newline at end of file
--- a/ykl/ALL/scripts/robust_one_cifar100.sh
+++ b/ykl/ALL/scripts/robust_one_cifar100.sh
@@ -3,4 +3,15 @@ if [ ! -d "ret_one/$1" ]; then
    mkdir -p "ret_one/$1"
 fi 
-sbatch --job-name=$1 -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" --export=Model=$1,Dataset=cifar100 robust_one.slurm
+if [ "$1" == "ResNet_152" ] ; then
+    TimeLen="3-00:00:00"
+    QosType="gpu-long"
+else
+    TimeLen="1-06:00:00"
+    QosType="gpu-normal"
+fi
+adjust="--adjust"
+sbatch --job-name=$1 -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" -t $TimeLen --qos=$QosType --export=Model=$1,Dataset=cifar100,Adjust=$adjust robust_one.slurm
+adjust=""
+sbatch --job-name=$1 -o "ret_one/%x/%j.out" -e "ret_one/%x/%j.err" -t $TimeLen --qos=$QosType --export=Model=$1,Dataset=cifar100,Adjust=$adjust robust_one.slurm
\ No newline at end of file