diff --git a/src/core/cpu/kernels/CpuGemmTranspose1xWKernel.h b/src/core/cpu/kernels/CpuGemmTranspose1xWKernel.h
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+++ b/src/core/cpu/kernels/CpuGemmTranspose1xWKernel.h
@@ -0,0 +1,98 @@
+/*
+ * Copyright (c) 2016-2021 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_CPU_GEMM_TRANSPOSE1xW_KERNEL_H
+#define ARM_COMPUTE_CPU_GEMM_TRANSPOSE1xW_KERNEL_H
+
+#include "src/core/common/Macros.h"
+#include "src/core/cpu/ICpuKernel.h"
+
+namespace arm_compute
+{
+namespace cpu
+{
+namespace kernels
+{
+/** Kernel which transposes the elements of a matrix in chunks of 1xW, where W is equal to (16 / element size of the tensor)
+ *
+ * Following an example of how the transposition1xW works when the input data is F32
+ *
+ * @f[
+ * \left( \begin{array}{cccc}
+ * a00 & a01 & a02 & a03 \\
+ * a10 & a11 & a12 & a13 \\
+ * a20 & a21 & a22 & a23 \\
+ * a30 & a31 & a32 & a33 \\
+ * \end{array} \right)
+ * \rightarrow
+ * \left( \begin{array}{ccccccccccccccccc}
+ * a00 & a01 & a02 & a03 & a10 & a11 & a12 & a13 & a20 & a21 & a22 & a23 & a30 & a31 & a32 & a33 \\
+ * \end{array} \right)
+ * @f]
+ *
+ * Following an example of how the transposition1xW works when the input data type is F16
+ *
+ * @f[
+ * \left( \begin{array}{cccccccc}
+ * a00 & a01 & a02 & a03 & a04 & a05 & a06 & a07 \\
+ * a10 & a11 & a12 & a13 & a14 & a15 & a16 & a17 \\
+ * a20 & a21 & a22 & a23 & a24 & a25 & a26 & a27 \\
+ * a30 & a31 & a32 & a33 & a34 & a35 & a36 & a37 \\
+ * \end{array} \right)
+ * \rightarrow
+ * \left( \begin{array}{cccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc}
+ * a00 & a01 & a02 & a03 & a04 & a05 & a06 & a07 & a10 & a11 & a12 & a13 & a14 & a15 & a16 & a17 & a20 & a21 & a22 & a23 & a24 & a25 & a26 & a27 & a30 & a31 & a32 & a33 & a34 & a35 & a36 & a37\\
+ * \end{array} \right)
+ * @f]
+ *
+ * @note The output matrix will have the following shape: [ height * W, ceil(width / W) ], where W = (16 / element size of the tensor)
+ *
+ */
+class CpuGemmTranspose1xWKernel : public ICpuKernel
+{
+public:
+    /** Constructor */
+    CpuGemmTranspose1xWKernel() = default;
+    ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuGemmTranspose1xWKernel);
+    /** Configure kernel for a given list of arguments
+     *
+     * @param[in]  src Input tensor info. Data types supported: All
+     * @param[out] dst Output tensor info. Data type supported: same as @p src.
+     */
+    void configure(const ITensorInfo *src, ITensorInfo *dst);
+    /** Static function to check if given info will lead to a valid configuration of @ref CpuGemmTranspose1xWKernel
+     *
+     * Similar to @ref CpuGemmTranspose1xWKernel::configure()
+     *
+     * @return a status
+     */
+    static Status validate(const ITensorInfo *src, const ITensorInfo *dst);
+
+    // Inherited methods overridden:
+    void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override;
+    const char *name() const override;
+};
+} // namespace kernels
+} // namespace cpu
+} // namespace arm_compute
+#endif /*ARM_COMPUTE_CPU_GEMM_TRANSPOSE1xW_KERNEL_H */