diff --git a/src/pages/llmodels/config/types.ts b/src/pages/llmodels/config/types.ts
index 6579e193..d517ecfd 100644
--- a/src/pages/llmodels/config/types.ts
+++ b/src/pages/llmodels/config/types.ts
@@ -422,7 +422,8 @@ export interface InstanceRestartCount {
 
 export interface ModelLoraAdapterResult {
   lora_list: Array<{
+    is_local: boolean;
     lora_repo_name: string;
-    source: string;
+    source: 'huggingface' | 'model_scope' | 'local_path';
   }>;
 }
diff --git a/src/pages/llmodels/forms/lora-list-item.tsx b/src/pages/llmodels/forms/lora-list-item.tsx
index 09e4cc17..f95fe950 100644
--- a/src/pages/llmodels/forms/lora-list-item.tsx
+++ b/src/pages/llmodels/forms/lora-list-item.tsx
@@ -12,13 +12,17 @@ import useQueryModelLoraList, {
 import loraSelectionStyles from '../style/lora-selection.less';
 
 interface LoraListItemProps {
-  item: { value: any[]; lora_name: string };
+  item: { value: any[]; lora_name: string; source: string };
   base: string;
   defaultDataList: LoraOptionGroup[];
   selectedRepoNames: Set<string>;
   duplicateNames: Set<string>;
   validated: boolean;
-  onChange: (partial: { value?: any[]; lora_name?: string }) => void;
+  onChange: (partial: {
+    value?: any[];
+    lora_name?: string;
+    source?: string;
+  }) => void;
 }
 
 const LoraListItem: React.FC<LoraListItemProps> = ({
@@ -77,8 +81,9 @@ const LoraListItem: React.FC<LoraListItemProps> = ({
     debouncedSearch(q);
   };
 
-  const handleCascaderChange = (value: any) => {
-    onChange({ value: value || [] });
+  const handleCascaderChange = (value: any, selectedOptions?: any[]) => {
+    const leaf = selectedOptions?.[selectedOptions.length - 1];
+    onChange({ value: value || [], source: leaf?.source || '' });
   };
 
   const handleNameChange = (e: React.ChangeEvent<HTMLInputElement>) => {
@@ -97,19 +102,18 @@ const LoraListItem: React.FC<LoraListItemProps> = ({
     validated && (nameEmpty || isDuplicate) ? ('error' as const) : 'success';
 
   const displayRender = (labels: any[]) => {
+    const left =
+      typeof labels[0] === 'string' ? labels[0].replace(/\/+$/, '') : labels[0];
+    const right =
+      typeof labels[1] === 'string' ? labels[1].replace(/^\/+/, '') : labels[1];
+    const content = (
+      <span>
+        {left}/{right}
+      </span>
+    );
     return (
-      <AutoTooltip
-        ghost
-        maxWidth={300}
-        title={
-          <span>
-            {labels[0]} / {labels[1]}
-          </span>
-        }
-      >
-        <span>
-          {labels[0]} / {labels[1]}
-        </span>
+      <AutoTooltip ghost maxWidth={300} title={content}>
+        {content}
       </AutoTooltip>
     );
   };
diff --git a/src/pages/llmodels/forms/model-lora-list.tsx b/src/pages/llmodels/forms/model-lora-list.tsx
index aa0041e7..381e69ab 100644
--- a/src/pages/llmodels/forms/model-lora-list.tsx
+++ b/src/pages/llmodels/forms/model-lora-list.tsx
@@ -6,7 +6,7 @@ import { FormData, LoraListItem } from '../config/types';
 import useQueryModelLoraList from '../services/use-query-lora-list';
 import LoraItem from './lora-list-item';
 
-type ItemValue = { value: any[]; lora_name: string };
+type ItemValue = { value: any[]; lora_name: string; source: string };
 
 const ModelLoraList = () => {
   const intl = useIntl();
@@ -37,7 +37,8 @@ const ModelLoraList = () => {
             it.source && it.lora_repo_name
               ? [it.source, it.lora_repo_name]
               : [],
-          lora_name: it.lora_name || ''
+          lora_name: it.lora_name || '',
+          source: it.source || ''
         }))
       );
     }
@@ -56,6 +57,30 @@ const ModelLoraList = () => {
     prevBaseRef.current = base;
   }, [base]);
 
+  useEffect(() => {
+    if (!defaultDataList.length) return;
+    const groupByRepo: Record<string, string> = {};
+    defaultDataList.forEach((group) => {
+      group.children.forEach((child) => {
+        groupByRepo[child.value] = group.value;
+      });
+    });
+    setItemList((prev) => {
+      let changed = false;
+      const next = prev.map((it) => {
+        const repo = it.value?.[1];
+        if (!repo) return it;
+        const groupValue = groupByRepo[repo];
+        if (groupValue && groupValue !== it.value[0]) {
+          changed = true;
+          return { ...it, value: [groupValue, repo] };
+        }
+        return it;
+      });
+      return changed ? next : prev;
+    });
+  }, [defaultDataList]);
+
   const selectedRepoNames = useMemo(() => {
     return new Set(
       itemList.map((it) => it.value?.[1]).filter(Boolean) as string[]
@@ -78,7 +103,9 @@ const ModelLoraList = () => {
   const syncFormField = (newItemList: ItemValue[]) => {
     const newFormList = newItemList
       .map((it) => ({
-        source: (it.value?.[0] || '') as 'huggingface' | 'model_scope',
+        source: (it.source || it.value?.[0] || '') as
+          | 'huggingface'
+          | 'model_scope',
         lora_repo_name: it.value?.[1] || '',
         lora_name: it.lora_name || ''
       }))
@@ -103,7 +130,7 @@ const ModelLoraList = () => {
   };
 
   const handleAdd = () => {
-    const newItemList = [...itemList, { value: [], lora_name: '' }];
+    const newItemList = [...itemList, { value: [], lora_name: '', source: '' }];
     setItemList(newItemList);
     syncFormField(newItemList);
   };
diff --git a/src/pages/llmodels/services/use-query-lora-list.ts b/src/pages/llmodels/services/use-query-lora-list.ts
index 75ddaecf..8ad0c7e8 100644
--- a/src/pages/llmodels/services/use-query-lora-list.ts
+++ b/src/pages/llmodels/services/use-query-lora-list.ts
@@ -31,6 +31,9 @@ const sourceLabel = (source: string) => {
   if (source === modelSourceMap.modelscope_value) {
     return modelSourceMap.modelScope;
   }
+  if (source === modelSourceMap.local_path_value) {
+    return modelSourceMap.local_path;
+  }
   return source;
 };
 
@@ -53,15 +56,19 @@ export const useQueryModelLoraList = () => {
       if (result) {
         const groups: Record<string, LoraOptionGroup> = {};
         result.lora_list.forEach((item) => {
-          if (!groups[item.source]) {
-            groups[item.source] = {
-              label: sourceLabel(item.source),
-              value: item.source,
+          const groupKey =
+            item.is_local || item.source === modelSourceMap.local_path_value
+              ? modelSourceMap.local_path_value
+              : item.source;
+          if (!groups[groupKey]) {
+            groups[groupKey] = {
+              label: sourceLabel(groupKey),
+              value: groupKey,
               isParent: true,
               children: []
             };
           }
-          groups[item.source].children.push({
+          groups[groupKey].children.push({
             label: item.lora_repo_name,
             value: item.lora_repo_name,
             source: item.source,
diff --git a/src/pages/llmodels/style/lora-selection.less b/src/pages/llmodels/style/lora-selection.less
index 0df3e40c..1f334aef 100644
--- a/src/pages/llmodels/style/lora-selection.less
+++ b/src/pages/llmodels/style/lora-selection.less
@@ -10,6 +10,10 @@
         .ant-cascader-menus {
           display: grid;
           grid-template-columns: 140px 1fr;
+
+          .ant-cascader-menu:only-child {
+            grid-column: 1 / -1;
+          }
         }
       }
     }
diff --git a/src/pages/model-routes/forms/targets.tsx b/src/pages/model-routes/forms/targets.tsx
index 03460836..2acc448d 100644
--- a/src/pages/model-routes/forms/targets.tsx
+++ b/src/pages/model-routes/forms/targets.tsx
@@ -24,18 +24,10 @@ import useTargetSourceModels from '../hooks/use-target-source-models';
 const OptionWrapper = styled.span`
   display: flex;
   align-items: center;
-  gap: 8px;
+  gap: 4px;
   .lora-tag {
-    display: inline-flex;
-    align-items: center;
-    padding: 0 7px;
-    height: 18px;
-    font-size: 11px;
-    line-height: 18px;
-    border: 1px solid var(--ant-color-split);
-    border-radius: 12px;
+    font-size: 12px;
     color: var(--ant-color-text-tertiary);
-    background-color: transparent;
   }
 `;
 
@@ -230,7 +222,7 @@ const TargetsForm = forwardRef((props, ref) => {
         return (
           <OptionWrapper>
             <AutoTooltip ghost>{data.label}</AutoTooltip>
-            <span className="lora-tag">LoRA</span>
+            <span className="lora-tag">[LoRA]</span>
           </OptionWrapper>
         );
       }