diff --git a/webui/src/components/InferenceForm.tsx b/webui/src/components/InferenceForm.tsx
index 0800a03d8c8..ad0048542f8 100644
--- a/webui/src/components/InferenceForm.tsx
+++ b/webui/src/components/InferenceForm.tsx
@@ -1,5 +1,5 @@
-import type { Key } from 'react'
-import { useMemo, useState } from 'react'
+import type { FC, Key } from 'react'
+import { createElement, useMemo, useState } from 'react'
 import { useStyletron } from 'baseui'
 import { Select } from 'baseui/select'
 import { FormControl } from 'baseui/form-control'
@@ -8,13 +8,19 @@ import { FormConsumer } from '@formily/react'
 import { FlexGrid, FlexGridItem } from 'baseui/flex-grid'
 import { Tab, Tabs } from 'baseui/tabs'
 import useCurrentPath from '../hooks/useCurrentPath'
-import { useFormSubmit, useSchema } from '../hooks/useQuery'
+import { transformData, useFormSubmit, useSchema } from '../hooks/useQuery'
 import Form from './form/Form'
 import FormField, { generateFormSchema } from './form/FormField'
 import Submit from './form/Submit'
+import type { IClientProps } from './code/Base'
 import CURL from './code/CURL'
 import Python from './code/Python'
 
+const codeExamples = {
+  Python,
+  CURL,
+}
+
 export default function InferenceForm() {
   const [css, theme] = useStyletron()
   const data = useSchema()
@@ -96,16 +102,19 @@ export default function InferenceForm() {
                 <FormField schema={formSchema} />
                 <Submit>Submit</Submit>
               </Tab>
-              <Tab title="Python">
-                <FormConsumer>
-                  {() => <Python path={currentRoute?.route} values={form.values} schema={currentRoute?.input} />}
-                </FormConsumer>
-              </Tab>
-              <Tab title="CURL">
-                <FormConsumer>
-                  {() => <CURL path={currentRoute?.route} values={form.values} schema={currentRoute?.input} />}
-                </FormConsumer>
-              </Tab>
+              {
+                Object.entries(codeExamples).map(([title, comp]) => (
+                  <Tab title={title} key={title}>
+                    <FormConsumer>
+                      {() => createElement(comp as FC<IClientProps>, {
+                        path: currentRoute?.route,
+                        values: transformData(form.values, currentRoute?.input),
+                        schema: currentRoute?.input,
+                      })}
+                    </FormConsumer>
+                  </Tab>
+                ))
+              }
             </Tabs>
           </Form>
         </FlexGridItem>
diff --git a/webui/src/components/code/CURL.tsx b/webui/src/components/code/CURL.tsx
index ef12caef9a6..15d5e3f654c 100644
--- a/webui/src/components/code/CURL.tsx
+++ b/webui/src/components/code/CURL.tsx
@@ -1,5 +1,5 @@
 import isEmpty from 'lodash/isEmpty'
-import { convert, hasFileInSchema } from '../../hooks/useQuery'
+import { hasFileInSchema, splitFileAndNonFileFields } from '../../hooks/useQuery'
 import type { TObject } from '../../types'
 import type { IClientProps } from './Base'
 import Code, { formatJSON } from './Base'
@@ -28,7 +28,7 @@ function formatFiles(files: { [field: string]: File | File[] }, indent = 4) {
 function generateCode(data: object, path = '/', schema?: TObject) {
   const hasFiles = hasFileInSchema(schema ? { schema } : {})
   if (hasFiles) {
-    const { nonFileFields, fileFields } = convert(data)
+    const { nonFileFields, fileFields } = splitFileAndNonFileFields(data)
 
     return `$ curl -s -X POST \\
     -F '__data=${formatJSON(nonFileFields, 4)}' \\
diff --git a/webui/src/hooks/useQuery.ts b/webui/src/hooks/useQuery.ts
index ab111f1e9e3..a9daa72d811 100644
--- a/webui/src/hooks/useQuery.ts
+++ b/webui/src/hooks/useQuery.ts
@@ -2,6 +2,7 @@ import { useCallback, useContext } from 'react'
 import type { Form } from '@formily/core'
 import isObject from 'lodash/isObject'
 import findKey from 'lodash/findKey'
+import transform from 'lodash/transform'
 import { JSONSchemaContext } from '../components/JSONSchema'
 import type { DataType, TObject } from '../types'
 
@@ -45,12 +46,45 @@ export function isFileField(value: DataType): boolean {
 }
 
 /**
- * Converts an object by separating File objects and other data.
- * @param srcValue The source object to convert.
+ * Transforms the source value according to the provided schema.
+ * @param {any} srcValue - The value to be transformed.
+ * @param {DataType} [schema] - The schema defining the transformation rules.
+ * @returns {any} - The transformed data.
+ */
+export function transformData(srcValue: any, schema?: DataType) {
+  if (!schema)
+    return srcValue
+  switch (schema?.type) {
+    case 'object':
+      if (schema.properties) {
+        return transform<DataType, { [key: string]: any }>(schema.properties, (res, value, key) => {
+          res[key] = transformData(srcValue[key], value)
+          return res
+        }, {})
+      }
+      else {
+        try {
+          return JSON.parse(srcValue)
+        }
+        catch {
+          // return empty object when JSON string parse failed
+          return {}
+        }
+      }
+    case 'array':
+      return srcValue?.map((item: any) => transformData(item, schema.items))
+    default:
+      return srcValue
+  }
+}
+
+/**
+ * Splits the source object into two separate objects based on field types: non-file fields and file fields.
+ * @param srcValue The source object containing the fields to be split. This object can be nested.
  * @param parentPath The path used to construct the key for nested objects.
  * @returns An object containing separated nonFileFields and fileFields.
  */
-export function convert(srcValue: object, parentPath = '') {
+export function splitFileAndNonFileFields(srcValue: object, parentPath = '') {
   const nonFileFields: { [key: string]: unknown } = {}
   const fileFields: { [key: string]: File | File[] } = {}
 
@@ -62,7 +96,7 @@ export function convert(srcValue: object, parentPath = '') {
       fileFields[path] = value
     }
     else if (isObject(value)) {
-      const res = convert(value, path)
+      const res = splitFileAndNonFileFields(value, path)
       nonFileFields[key] = res.nonFileFields
       Object.assign(fileFields, res.fileFields)
     }
@@ -77,10 +111,11 @@ export function convert(srcValue: object, parentPath = '') {
 export function useFormSubmit(form: Form, input?: TObject) {
   return useCallback(async (url: string) => {
     const submittedFormData = await form.submit<object>()
+    const transformedData = transformData(submittedFormData, input)
     const hasFiles = hasFileInSchema(input ? { input } : {})
 
     if (hasFiles) {
-      const { nonFileFields, fileFields } = convert(submittedFormData)
+      const { nonFileFields, fileFields } = splitFileAndNonFileFields(transformedData)
       const formData = new FormData()
 
       formData.append('__data', JSON.stringify(nonFileFields))