diff --git a/cycle.sh b/cycle.sh
index f701a2e..0b88ee0 100644
--- a/cycle.sh
+++ b/cycle.sh
@@ -1,15 +1,7 @@
-# 训练部分
-python3 -m minamo.train --epochs 30 --resume true
-python3 -m minamo.train --epochs 10 --resume true --train "datasets/minamo-dataset-1.json" --validate "datasets/minamo-eval-1.json"
-python3 -m minamo.train --epochs 10 --resume true
-python3 -m ginka.train --epochs 10 --resume true
-python3 -m ginka.validate
-# 训练完毕，处理数据
-mv "minamo-dataset.json" "datasets/minamo-dataset-$1.json"
-mv "minamo-eval.json" "datasets/minamo-eval-$1.json"
-cd data
-pnpm minamo "../minamo-dataset.json" "../result/ginka_val.json" "../../Apeiria/project" assigned
-pnpm minamo "../minamo-eval.json" "../result/ginka_val.json" "../../Apeiria-eval/project" assigned:100:10
-pnpm merge "../datasets/minamo-dataset-merged.json" "../datasets/minamo-dataset-merged.json" "../datasets/minamo-dataset-$1.json"
-pnpm merge "../datasets/minamo-eval-merged.json" "../datasets/minamo-eval-merged.json" "../datasets/minamo-eval-$1.json"
-cd ..
+i = $1
+while true
+do
+    sh gan.sh "$i"
+    ((i++))
+    echo "$1 次循环完成"
+done
diff --git a/gan.sh b/gan.sh
new file mode 100644
index 0000000..f701a2e
--- /dev/null
+++ b/gan.sh
@@ -0,0 +1,15 @@
+# 训练部分
+python3 -m minamo.train --epochs 30 --resume true
+python3 -m minamo.train --epochs 10 --resume true --train "datasets/minamo-dataset-1.json" --validate "datasets/minamo-eval-1.json"
+python3 -m minamo.train --epochs 10 --resume true
+python3 -m ginka.train --epochs 10 --resume true
+python3 -m ginka.validate
+# 训练完毕，处理数据
+mv "minamo-dataset.json" "datasets/minamo-dataset-$1.json"
+mv "minamo-eval.json" "datasets/minamo-eval-$1.json"
+cd data
+pnpm minamo "../minamo-dataset.json" "../result/ginka_val.json" "../../Apeiria/project" assigned
+pnpm minamo "../minamo-eval.json" "../result/ginka_val.json" "../../Apeiria-eval/project" assigned:100:10
+pnpm merge "../datasets/minamo-dataset-merged.json" "../datasets/minamo-dataset-merged.json" "../datasets/minamo-dataset-$1.json"
+pnpm merge "../datasets/minamo-eval-merged.json" "../datasets/minamo-eval-merged.json" "../datasets/minamo-eval-$1.json"
+cd ..
diff --git a/ginka/model/model.py b/ginka/model/model.py
index 7df6911..b93a4fb 100644
--- a/ginka/model/model.py
+++ b/ginka/model/model.py
@@ -15,6 +15,7 @@ class GinkaModel(nn.Module):
         )
         self.unet = GinkaUNet(base_ch, num_classes)
         self.down_sample = MapDownSample(num_classes, num_classes)
+        self.pool = nn.AdaptiveMaxPool2d((13, 13))
         
     def forward(self, feat):
         """
@@ -26,6 +27,6 @@ class GinkaModel(nn.Module):
         x = self.fc(feat)
         x = x.view(-1, self.base_ch, 32, 32)
         x = self.unet(x)
-        x = F.interpolate(x, (13, 13), mode='bilinear')
+        x = self.pool(x)
         return x, F.softmax(x, dim=1)
     
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