diff --git a/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentDepthwiseConv2d.h b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentDepthwiseConv2d.h
new file mode 100644
index 0000000..0e2b5f1
--- /dev/null
+++ b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentDepthwiseConv2d.h
@@ -0,0 +1,171 @@
+/*
+ * Copyright (c) 2022 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 SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTDEPTHWISECONV2D
+#define SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTDEPTHWISECONV2D
+
+#include "arm_compute/core/Error.h"
+#include "src/dynamic_fusion/sketch/gpu/components/IGpuKernelComponent.h"
+#include <memory>
+
+namespace arm_compute
+{
+/** Forward declaration */
+class ITensorInfo;
+namespace experimental
+{
+namespace dynamic_fusion
+{
+/** Forward declaration */
+template <typename T>
+class ArgumentPack;
+class DepthwiseConv2dAttributes;
+
+/** Component specific settings
+ */
+class ClComponentDepthwiseConv2dSettings
+{
+public:
+    /** Set export_input_to_cl_image flag */
+    ClComponentDepthwiseConv2dSettings &export_input_to_cl_image(bool cl_image);
+    /** Get export_input_to_cl_image flag */
+    bool export_input_to_cl_image() const;
+
+    /** Set export_weights_to_cl_image flag */
+    ClComponentDepthwiseConv2dSettings &export_weights_to_cl_image(bool cl_image);
+    /** Get export_weights_to_cl_image flag */
+    bool export_weights_to_cl_image() const;
+
+    /** Set fast_relaxed_math flag */
+    ClComponentDepthwiseConv2dSettings &fast_relaxed_math(bool fast_relaxed_math);
+    /** Get fast_relaxed_math flag */
+    bool fast_relaxed_math() const;
+
+    /** Set is_fma_available flag */
+    ClComponentDepthwiseConv2dSettings &is_fma_available(bool is_fma_available);
+    /** Get is_fma_available flag */
+    bool is_fma_available() const;
+
+    /** Set N0: number of columns processed by each thread */
+    ClComponentDepthwiseConv2dSettings &n0(unsigned int n0);
+    /** Get N0: number of columns processed by each thread */
+    unsigned int n0() const;
+
+    /** Set M0: number of rows processed by each thread */
+    ClComponentDepthwiseConv2dSettings &m0(unsigned int m0);
+    /** Set M0: number of rows processed by each thread */
+    unsigned int m0() const;
+
+private:
+    bool         _export_input_to_cl_image{ false };   /**< Export input to cl_image */
+    bool         _export_weights_to_cl_image{ false }; /**< Export the weights to cl_image */
+    bool         _fast_relaxed_math{ true };           /**< Enable/disable -cl-fast-relaxed-math flag */
+    bool         _is_fma_available{ false };           /**< Is fma instruction available */
+    unsigned int _n0{ 0 };                             /**< Number of columns processed by each thread */
+    unsigned int _m0{ 0 };                             /**< Number of rows processed by each thread */
+};
+
+/** Forward declaration */
+class ClTemplateDepthwiseConv2d;
+
+class ClComponentDepthwiseConv2d final : public IGpuKernelComponent
+{
+public:
+    /** Attributes are a set of backend-agnostic parameters that define what a component does */
+    using Attributes = DepthwiseConv2dAttributes;
+    /** Settings are a set of backend-specific parameters that influence the implementation of a component */
+    using Settings = ClComponentDepthwiseConv2dSettings;
+
+public:
+    /** Validate the component
+     *
+     * @param[in]     properties Component properties @ref Properties
+     * @param[in,out] tensors    Tensor arguments to the component
+     * @param[in]     attributes Component attributes @ref Attributes
+     * @param[in]     settings   Component settings @ref Settings
+     *
+     * @return Status       Validation results
+     *
+     * Tensor argument names:
+     * - ACL_SRC_0: Input
+     * - ACL_SRC_1: Weight
+     * - ACL_SRC_2: Bias (Optional)
+     * - ACL_DST_0: Output
+     *
+     * Tensor argument constness:
+     * - ACL_SRC_0: Const
+     * - ACL_SRC_1: Const
+     * - ACL_SRC_2: Const
+     * - ACL_DST_0: Const
+     *
+     * Valid data layouts:
+     * - NHWC
+     *
+     * Valid data type configurations:
+     * |ACL_SRC_0      |ACL_SRC_1      |ACL_SRC_2      |ACL_DST_0      |
+     * |:--------------|:--------------|:--------------|:--------------|
+     * |F16            |F16            |F16            |F16            |
+     * |F32            |F32            |F32            |F32            |
+     */
+    static Status validate(
+        const Properties                &properties,
+        const ArgumentPack<ITensorInfo> &tensors,
+        const Attributes                &attributes,
+        const Settings                  &settings);
+
+    /** Constructor
+     *
+     * Similar to @ref ClComponentDepthwiseConv2d::validate()
+     */
+    ClComponentDepthwiseConv2d(
+        ComponentId                      id,
+        const Properties                &properties,
+        const ArgumentPack<ITensorInfo> &tensors,
+        const Attributes                &attributes,
+        const Settings                  &settings);
+
+    /** Destructor */
+    ~ClComponentDepthwiseConv2d() override;
+    /** Prevent instances of this class from being copy constructed */
+    ClComponentDepthwiseConv2d(const ClComponentDepthwiseConv2d &component) = delete;
+    /** Prevent instances of this class from being copied */
+    ClComponentDepthwiseConv2d &operator=(const ClComponentDepthwiseConv2d &component) = delete;
+    /** Allow instances of this class to be move constructed */
+    ClComponentDepthwiseConv2d(ClComponentDepthwiseConv2d &&component) = default;
+    /** Allow instances of this class to be moved */
+    ClComponentDepthwiseConv2d &operator=(ClComponentDepthwiseConv2d &&component) = default;
+    /** Get template writer for the component */
+    const IGpuTemplateComponentWriter *template_writer() const override;
+    /** Get component type */
+    GpuComponentType type() const override
+    {
+        return GpuComponentType::Complex;
+    }
+
+private:
+    std::unique_ptr<ClTemplateDepthwiseConv2d> _component_writer;
+};
+} // namespace dynamic_fusion
+} // namespace experimental
+} // namespace arm_compute
+#endif /* SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTDEPTHWISECONV2D */