[ONNX] Use ov::v12::pad in ONNX FE Pad (#18460)

* Update ONNX FE Pad to use Pad-12

* Add negative pads test

* Use default_opset(opset12) for Pad

src/frontends/onnx/frontend/src/op/pad.cpp

@@ -16,7 +16,6 @@
 #include "ngraph/shape.hpp"
 #include "onnx_import/core/null_node.hpp"
 #include "op/pad.hpp"
-#include "openvino/opsets/opset11.hpp"
 #include "utils/convpool.hpp"
 #include "utils/reshape.hpp"
 
@@ -56,7 +55,7 @@ OutputVector pad(const Node& node) {
     ngraph::CoordinateDiff padding_below = paddings.first;
     ngraph::CoordinateDiff padding_above = paddings.second;
 
-    return {std::make_shared<ov::opset11::Pad>(
+    return {std::make_shared<default_opset::Pad>(
         data,
         std::make_shared<default_opset::Constant>(element::i64, ngraph::Shape{padding_below.size()}, padding_below),
         std::make_shared<default_opset::Constant>(element::i64, ngraph::Shape{padding_above.size()}, padding_above),
@@ -100,7 +99,7 @@ OutputVector pad(const Node& node) {
     const std::string mode = node.get_attribute_value<std::string>("mode", "constant");
     ngraph::op::PadMode pad_mode = get_pad_mode(mode);
 
-    return {std::make_shared<ov::opset11::Pad>(data, padding_begin, padding_end, values, pad_mode)};
+    return {std::make_shared<default_opset::Pad>(data, padding_begin, padding_end, values, pad_mode)};
 }
 
 }  // namespace set_11

src/frontends/onnx/tests/models/pad_negative_begin_end.prototxt

@@ -0,0 +1,65 @@
+ir_version: 8
+producer_name: "onnx-frontend-test"
+graph {
+  node {
+    input: "x"
+    input: "pads"
+    output: "Y"
+    op_type: "Pad"
+    attribute {
+      name: "mode"
+      s: "constant"
+      type: STRING
+    }
+  }
+  name: "test-model"
+  input {
+    name: "x"
+    type {
+      tensor_type {
+        elem_type: 6
+        shape {
+          dim {
+            dim_value: 3
+          }
+          dim {
+            dim_value: 4
+          }
+        }
+      }
+    }
+  }
+  input {
+    name: "pads"
+    type {
+      tensor_type {
+        elem_type: 7
+        shape {
+          dim {
+            dim_value: 4
+          }
+        }
+      }
+    }
+  }
+  output {
+    name: "Y"
+    type {
+      tensor_type {
+        elem_type: 6
+        shape {
+          dim {
+            dim_value: -1
+          }
+          dim {
+            dim_value: -1
+          }
+        }
+      }
+    }
+  }
+}
+opset_import {
+  domain: ""
+  version: 18
+}

src/frontends/onnx/tests/onnx_import.in.cpp

@@ -3542,6 +3542,19 @@ NGRAPH_TEST(${BACKEND_NAME}, onnx_model_pad_optional_constant) {
     test_case.run();
 }
 
+NGRAPH_TEST(${BACKEND_NAME}, onnx_model_pad_constant_negative_begin_end) {
+    const auto function = onnx_import::import_onnx_model(file_util::path_join(CommonTestUtils::getExecutableDirectory(),
+                                                                              SERIALIZED_ZOO,
+                                                                              "onnx/pad_negative_begin_end.onnx"));
+    auto test_case = test::TestCase(function, s_device);
+
+    test_case.add_input<int32_t>({1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12});
+    test_case.add_input<int64_t>({-1, -1, -1, -1});
+    test_case.add_expected_output<int32_t>(Shape{1, 2}, {6, 7});
+
+    test_case.run();
+}
+
 NGRAPH_TEST(${BACKEND_NAME}, onnx_model_pow_float32_float32) {
     const auto function = onnx_import::import_onnx_model(file_util::path_join(CommonTestUtils::getExecutableDirectory(),
                                                                               SERIALIZED_ZOO,