diff --git a/mlir/lib/Target/LLVMIR/ModuleTranslation.cpp b/mlir/lib/Target/LLVMIR/ModuleTranslation.cpp
--- a/mlir/lib/Target/LLVMIR/ModuleTranslation.cpp
+++ b/mlir/lib/Target/LLVMIR/ModuleTranslation.cpp
@@ -917,6 +917,12 @@
                            .addAttribute(llvm::Attribute::Nest));
     }
 
+    if (auto attr = func.getArgAttrOfType<UnitAttr>(argIdx, "llvm.noundef")) {
+      // llvm.noundef can be added to any argument type.
+      llvmArg.addAttrs(llvm::AttrBuilder(llvmArg.getContext())
+                           .addAttribute(llvm::Attribute::NoUndef));
+    }
+
     mapValue(mlirArg, &llvmArg);
     argIdx++;
   }
diff --git a/mlir/test/Target/LLVMIR/llvmir.mlir b/mlir/test/Target/LLVMIR/llvmir.mlir
--- a/mlir/test/Target/LLVMIR/llvmir.mlir
+++ b/mlir/test/Target/LLVMIR/llvmir.mlir
@@ -1064,6 +1064,11 @@
   llvm.return
 }
 
+// CHECK-LABEL: define void @noundefattr(i32 noundef %
+llvm.func @noundefattr(%arg0: i32 {llvm.noundef}) {
+  llvm.return
+}
+
 // CHECK-LABEL: define void @llvm_align(ptr align 4 {{%*.}})
 llvm.func @llvm_align(%arg0: !llvm.ptr<f32> {llvm.align = 4}) {
   llvm.return