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diff --git a/src/core/cpu/kernels/assembly/CpuGemmAssemblyWrapperKernel.h b/src/core/cpu/kernels/assembly/CpuGemmAssemblyWrapperKernel.h
new file mode 100644
index 0000000000..4b7b092d01
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+++ b/src/core/cpu/kernels/assembly/CpuGemmAssemblyWrapperKernel.h
@@ -0,0 +1,126 @@
+/*
+ * Copyright (c) 2018-2021 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef ARM_COMPUTE_ASSEMBLY_GEMM_KERNEL_WRAPPER_KERNEL_H
+#define ARM_COMPUTE_ASSEMBLY_GEMM_KERNEL_WRAPPER_KERNEL_H
+
+#include "arm_compute/core/Utils.h"
+#include "arm_compute/core/Validate.h"
+#include "src/core/NEON/INEKernel.h"
+#include "src/core/cpu/kernels/assembly/arm_gemm_compute_iface.hpp"
+
+#include "gemm_common.hpp"
+
+namespace arm_compute
+{
+class ITensor;
+
+namespace cpu
+{
+namespace kernel
+{
+/** This class is a wrapper for the assembly kernels.
+  *
+  * Some kernels were written in assembly and highly optimised for specific CPUs like A53 or A55.
+  * This class works as a wrapper for these assembly kernels. The arm compute library creates an instance
+  * of CpuGemmAssemblyWrapperKernel and other auxiliary data structures to execute a single assembly kernel
+  * in the context of an NEFunctions.
+  *
+  * The type T is the type of the actual kernel implemented in assembly which is of type
+  *         template<typename To, typename Tr> class GemmCommon
+  *
+  *
+  */
+template <typename TypeInput, typename TypeOutput>
+class CpuGemmAssemblyWrapperKernel final : public INEKernel
+{
+public:
+    /** Constructor
+     */
+    CpuGemmAssemblyWrapperKernel()
+        : _kernel(nullptr), _name("CpuGemmAssemblyWrapperKernel")
+    {
+    }
+
+    CpuGemmAssemblyWrapperKernel(CpuGemmAssemblyWrapperKernel &)  = delete;
+    CpuGemmAssemblyWrapperKernel(CpuGemmAssemblyWrapperKernel &&) = default;
+    CpuGemmAssemblyWrapperKernel &operator=(CpuGemmAssemblyWrapperKernel &) = delete;
+
+    const char *name() const override
+    {
+        return _name.c_str();
+    }
+
+    void run(const Window &window, const ThreadInfo &info) override
+    {
+        ARM_COMPUTE_ERROR_ON_NULLPTR((reinterpret_cast<void *>(_kernel)));
+        ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+
+        auto win = arm_gemm::to_ndcoord(window);
+
+        arm_gemm::ndcoord_t thread_locator{};
+
+        _kernel->execute(win, thread_locator, info.thread_id);
+    }
+
+    // Inherited methods overridden:
+    void run_nd(const Window &window, const ThreadInfo &info, const Window &thread_locator) override
+    {
+        ARM_COMPUTE_ERROR_ON_NULLPTR((reinterpret_cast<void *>(_kernel)));
+        ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+
+        //convert between arm_compute and arm_gemm types
+        auto ndc_win = arm_gemm::to_ndcoord(window);
+        auto ndc_tlc = arm_gemm::to_ndcoord(thread_locator);
+
+        _kernel->execute(ndc_win, ndc_tlc, info.thread_id);
+    }
+
+    /** Initialise the kernel's input and output.
+     *
+     * @param[in] kernel          Pointer to an assembly kernel implementation.
+     * @param[in] kernel_name_tag Tag to be attacehd to the kernel's name.
+     */
+    void configure(arm_gemm::GemmCommon<TypeInput, TypeOutput> *kernel, std::string kernel_name_tag)
+    {
+        ARM_COMPUTE_ERROR_ON_NULLPTR((reinterpret_cast<void *>(kernel)));
+        _kernel = kernel;
+
+        Window win = to_window(kernel->get_window_size());
+
+        INEKernel::configure(win);
+
+        if(!kernel_name_tag.empty())
+        {
+            _name += "/" + kernel_name_tag;
+        }
+    }
+
+private:
+    arm_gemm::GemmCommon<TypeInput, TypeOutput> *_kernel;
+    std::string _name;
+};
+} // namespace kernel
+} // namespace cpu
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_ASSEMBLY_GEMM_KERNEL_WRAPPER_KERNEL_H */