diff --git a/src/SOFIE_core/inc/SOFIE/ROperator_Transpose.hxx b/src/SOFIE_core/inc/SOFIE/ROperator_Transpose.hxx
index 090d2d8..c006c09 100644
--- a/src/SOFIE_core/inc/SOFIE/ROperator_Transpose.hxx
+++ b/src/SOFIE_core/inc/SOFIE/ROperator_Transpose.hxx
@@ -165,18 +165,55 @@ public:
       return out.str();
    }
 
-   std::string Generate_GPU_Kernel_ALPAKA() {
+   std::string Generate_GPU_Kernel_ALPAKA(std::string /*opName*/) {
       std::string op;
       op = "\n//------ TRANSPOSE_KERNEL_ALPAKA\n";
-      op += SP + "struct TransposeKernel{\n";
+      op += SP + "struct TransposeKernel {\n";
       op += SP + SP + "template<typename TAcc, typename T>\n";
-      op += SP + SP + "ALPAKA_FN_ACC void operator()(TAcc const & acc, T const * input, T const * output, std::size_t * shape, std::size_t * strides) const {\n";
-      op += SP + SP + SP + "for (auto i : alpaka::uniformElementsND(acc, shape)) {\n";
-      op += SP + SP + SP + SP + "size_t input_idx = 0;\n";
+      op += SP + SP + "ALPAKA_FN_ACC void operator()(TAcc const& acc, T const* input, T* output, const std::size_t* input_strides,,";
+      op +=  "const std::size_t* output_strides, const std::size_t* input_shape,";
+      op +=  "const std::size_t* output_shape, const std::size_t* perm,";
+      op +=  "const std::size_t ndim) const {\n";
+      op += SP + SP + SP + SP + "using DimAcc = alpaka::Dim<TAcc>;\n";
+      op += SP + SP + SP + SP + "using IdxAcc = alpaka::Idx<TAcc>;\n";
+      op += SP + SP + SP + SP + "constexpr std::size_t D = static_cast<std::size_t>(DimAcc::value);\n";
+      op += SP + SP + SP + SP + "alpaka::Vec<DimAcc, IdxAcc> shapeVec{};\n";
+      op += SP + SP + SP + SP + "for (std::size_t d = 0; d < D; ++d) shapeVec[d] = output_shape[d];\n";
+      op += SP + SP + SP + SP + "auto elements = alpaka::uniformElementsND(acc, shapeVec);\n";
+      op += SP + SP + SP + SP + "for (auto const& idx : elements) {\n";
+      op += SP + SP + SP + SP + SP + "std::size_t input_idx = 0;\n";
+      op += SP + SP + SP + SP + SP + "std::size_t output_idx = 0;\n";
+      op += SP + SP + SP + SP + SP + "for (std::size_t d = 0; d < D; ++d) {\n";
+      op += SP + SP + SP + SP + SP + SP + "std::size_t out_coord = idx[d];\n";
+      op += SP + SP + SP + SP + SP + SP + "std::size_t in_axis = perm[d];\n";
+      op += SP + SP + SP + SP + SP + SP + "input_idx += out_coord * input_strides[in_axis];\n";
+      op += SP + SP + SP + SP + SP + SP + "output_idx += out_coord * output_strides[d];\n";
+      op += SP + SP + SP + SP + SP + "}\n";
+      op += SP + SP + SP + SP + SP + "output[output_idx] = input[input_idx];\n";
+      op += SP + SP + SP + SP + "}\n";
+      op += SP + SP + SP + "}\n";
+      op += SP + SP + "};\n";
 
       return op;
    }
 
+   std::string Generate_GPU_Kernel_Definitions_ALPAKA(std::string /*opName*/) override {
+      return SP + "TransposeKernel transposeKernel;\n";
+   }
+
+   std::string Generate_GPU_ALPAKA(std::string OpName) override {
+      OpName = "op_" + OpName;
+      if (fShapeOutput.empty()) {
+         throw std::runtime_error("TMVA SOFIE Operator Concat called to Generate without being initialized first");
+      }
+      std::stringstream out;
+      auto length = ConvertShapeToLength(fShapeOutput);
+      out << "\n//------ TRANSPOSE_GPU_ALPAKA\n";
+      out << SP << "alpaka::WorkDivMembers<Dim, Idx> workDiv_"<<fNData<<"(alpaka::Vec<Dim, Idx>::all("<< length << " + 256 - 1) / 256), alpaka::Vec<Dim, Idx>::all(256), alpaka::Vec<Dim, Idx>::all(1));\n";
+      out << SP << "alpaka::exec<Acc>(queue, workDiv_" << fNData << ", transposeKernel, alpaka::getPtrNative(deviceBuf_" << fNData << "), alpaka::getPtrNative(deviceBuf_" << fNOutput << "), " << ConvertShapeToString(UTILITY::ComputeStrideFromShape(fShapeData))<<", "
+         << ConvertShapeToString(UTILITY::ComputeStrideFromShape(fShapeOutput)) << ", " << ConvertShapeToString(fShapeData) << ", " << ConvertShapeToString(fShapeOutput) << ", " << ConvertShapeToString(fAttrPerm) << ", " << fShapeOutput.size()<<");\n";
+      return out.str();
+   }
 
 };
 
diff --git a/src/SOFIE_core/inc/SOFIE/SOFIE_common.hxx b/src/SOFIE_core/inc/SOFIE/SOFIE_common.hxx
index 8b9727b..4237d93 100644
--- a/src/SOFIE_core/inc/SOFIE/SOFIE_common.hxx
+++ b/src/SOFIE_core/inc/SOFIE/SOFIE_common.hxx
@@ -202,6 +202,8 @@ inline std::size_t ConvertShapeToLength(const std::vector<size_t> & shape){
 }
 
 std::string ConvertShapeToString(const std::vector<size_t> & shape);
+std::string ConvertIntShapeToString(const std::vector<int_t> & shape);
+std::string ConvertShapeToString(const std::vector<int_t> & shape);
 std::string ConvertDimShapeToString(const std::vector<Dim> & shape);
 std::string ConvertShapeToString(const std::vector<Dim> & shape);
 
diff --git a/src/SOFIE_core/src/SOFIE_common.cxx b/src/SOFIE_core/src/SOFIE_common.cxx
index 05f873b..78c0703 100644
--- a/src/SOFIE_core/src/SOFIE_common.cxx
+++ b/src/SOFIE_core/src/SOFIE_common.cxx
@@ -116,6 +116,20 @@ std::string ConvertShapeToString(const std::vector<size_t> & shape) {
    return out.str();
 }
 
+std::string ConvertIntShapeToString(const std::vector<int_t> & shape) {
+   std::stringstream out;
+   out << "{ ";
+   for (size_t i = 0; i < shape.size(); i++) {
+      out << shape[i];
+      if (i < shape.size()-1) out << " , ";
+   }
+   out << " }";
+   return out.str();
+}
+std::string ConvertShapeToString(const std::vector<int_t> & shape) {
+   return ConvertIntShapeToString(shape);
+}
+
 std::string ConvertDimShapeToString(const std::vector<Dim> & shape) {
    std::stringstream out;
    out << "{ ";
diff --git a/src/SOFIE_core/test/input_models/Transpose.onnx b/src/SOFIE_core/test/input_models/Transpose.onnx
new file mode 100644
index 0000000..0e08157
Binary files /dev/null and b/src/SOFIE_core/test/input_models/Transpose.onnx differ