carloea2 commented on code in PR #5141:
URL: https://github.com/apache/texera/pull/5141#discussion_r3313258990


##########
common/workflow-operator/src/main/scala/org/apache/texera/amber/operator/udf/python/PythonUdfUiParameterInjector.scala:
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@@ -0,0 +1,197 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.texera.amber.operator.udf.python
+
+import org.apache.texera.amber.core.tuple.{Attribute, AttributeType}
+import org.apache.texera.amber.pybuilder.PythonTemplateBuilder
+import 
org.apache.texera.amber.pybuilder.PythonTemplateBuilder.PythonTemplateBuilderStringContext
+
+import scala.util.matching.Regex
+
+/**
+  * Injects the reserved UI-parameter hook into user-written Python UDF code.
+  *
+  * Operator descriptors should call this after loading saved 
[[UiUDFParameter]] values and before sending Python source
+  * to runtime execution. The injected hook returns decoded parameter names 
and values that Python runtime support reads
+  * before the user's `open()` method runs.
+  */
+object PythonUdfUiParameterInjector {
+
+  private val InjectedUiParametersHookMethodName = 
"_texera_injected_ui_parameters"
+  private val InjectedUiParametersHookMethodHeader =
+    s"def $InjectedUiParametersHookMethodName(self) -> Dict[str, Any]:"
+  private val UnsupportedUiParameterTypes = Set(AttributeType.BINARY, 
AttributeType.LARGE_BINARY)
+
+  // Keep supported user-facing UDF class names in sync with the frontend 
parser.
+  private val SupportedPythonUdfClassHeaderRegex: Regex =
+    """(?m)^([ 
\t]*)class\s+(ProcessTupleOperator|ProcessBatchOperator|ProcessTableOperator|GenerateOperator)\s*\([^)]*\)\s*:\s*(?:#.*)?$""".r
+
+  private def validate(uiParameters: List[UiUDFParameter]): Unit = {
+    val attributes = uiParameters.map(parameterAttribute)
+    attributes.foreach(validateSupportedType)
+
+    attributes
+      .groupBy(_.getName)
+      .collectFirst {
+        case (parameterName, matchingAttributes) if matchingAttributes.size > 
1 => parameterName
+      }
+      .foreach { duplicateName =>
+        throw new RuntimeException(s"UiParameter name '$duplicateName' is 
declared more than once.")
+      }
+  }
+
+  private def parameterAttribute(parameter: UiUDFParameter): Attribute =
+    Option(parameter).flatMap(parameter => 
Option(parameter.attribute)).getOrElse {
+      throw new RuntimeException("UiParameter attribute is required.")
+    }
+
+  private def validateSupportedType(attribute: Attribute): Unit = {
+    if (UnsupportedUiParameterTypes.contains(attribute.getType)) {
+      throw new RuntimeException(
+        s"UiParameter type '${attribute.getType.name()}' is not supported. " +
+          "Use string, integer, long, double, boolean, or timestamp instead."
+      )
+    }
+  }
+
+  private def buildInjectedParameterEntry(parameter: UiUDFParameter): 
PythonTemplateBuilder = {
+    pyb"${parameter.attribute.getName}: ${parameter.value}"
+  }
+
+  private def buildInjectedParametersMap(
+      uiParameters: List[UiUDFParameter]
+  ): PythonTemplateBuilder = {
+    val entries = uiParameters.map(buildInjectedParameterEntry)
+    entries.reduceOption((acc, entry) => acc + pyb", " + 
entry).getOrElse(pyb"")
+  }
+
+  private def buildInjectedHookMethod(uiParameters: List[UiUDFParameter]): 
String = {
+    val injectedParametersMap = buildInjectedParametersMap(uiParameters)
+
+    (pyb"""|@overrides
+           |$InjectedUiParametersHookMethodHeader
+           |    return {""" +
+      injectedParametersMap +
+      pyb"""}
+           |""").encode
+  }
+
+  private def indentBlock(block: String, indent: String): String = {
+    block
+      .split("\n", -1)
+      .map { line =>
+        if (line.nonEmpty) indent + line else line
+      }
+      .mkString("\n")
+  }
+
+  private def lineEndIndex(text: String, from: Int): Int = {
+    val lineEnd = text.indexOf('\n', from)
+    if (lineEnd < 0) text.length else lineEnd
+  }
+
+  private def detectClassBlockEnd(code: String, classHeaderStart: Int, 
classIndent: String): Int = {
+    val classLineEnd = lineEndIndex(code, classHeaderStart)
+    var lineStart = if (classLineEnd < code.length) classLineEnd + 1 else 
code.length
+
+    while (lineStart < code.length) {
+      val lineEnd = lineEndIndex(code, lineStart)
+      val line = code.substring(lineStart, lineEnd)
+
+      val trimmed = line.trim
+      val isBlank = trimmed.isEmpty
+
+      val currentIndentLen = line.segmentLength(ch => ch == ' ' || ch == '\t')
+      val classIndentLen = classIndent.length
+
+      if (!isBlank && currentIndentLen <= classIndentLen) {
+        return lineStart
+      }
+
+      lineStart = if (lineEnd < code.length) lineEnd + 1 else code.length
+    }
+
+    code.length
+  }
+
+  private def containsReservedHook(classBlock: String): Boolean = {
+    val hookRegex =
+      ("""(?m)^[ \t]+def\s+""" + 
Regex.quote(InjectedUiParametersHookMethodName) + """\s*\(""").r
+    hookRegex.findFirstIn(classBlock).isDefined
+  }
+
+  private def injectHookIntoUserClass(encodedUserCode: String, hookMethod: 
String): String = {
+    val classHeaderMatch =
+      
SupportedPythonUdfClassHeaderRegex.findFirstMatchIn(encodedUserCode).getOrElse {
+        return encodedUserCode

Review Comment:
   Got it, I will update it



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