Implement FP32/16 Depthwise Conv2d operator in dynamic fusion
This patch adds Depthwise Conv2d operator into dynamic fusion interface and adds the associated tests.
Resolves: COMPMID-5517
Change-Id: I385c94dff7fd40c72b8337ef797e508df4499a82
Signed-off-by: Gunes Bayir <gunes.bayir@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8678
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: SiCong Li <sicong.li@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
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 */