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author | Gunes Bayir <gunes.bayir@arm.com> | 2022-11-21 21:46:50 +0000 |
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committer | Gunes Bayir <gunes.bayir@arm.com> | 2022-11-28 15:02:59 +0000 |
commit | 7dc0234331f2150a6b4ac5c2b49de419870f7cf5 (patch) | |
tree | 4e514ce8dd98f022fcbde32ca756ddda375cab8c /arm_compute/dynamic_fusion/sketch/gpu/operators | |
parent | 5d01681fe9aa8a04bd5431db9b2866b8d538dbae (diff) | |
download | ComputeLibrary-7dc0234331f2150a6b4ac5c2b49de419870f7cf5.tar.gz |
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>
Diffstat (limited to 'arm_compute/dynamic_fusion/sketch/gpu/operators')
-rw-r--r-- | arm_compute/dynamic_fusion/sketch/gpu/operators/GpuDepthwiseConv2d.h | 95 |
1 files changed, 95 insertions, 0 deletions
diff --git a/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuDepthwiseConv2d.h b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuDepthwiseConv2d.h new file mode 100644 index 0000000000..a36ab62143 --- /dev/null +++ b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuDepthwiseConv2d.h @@ -0,0 +1,95 @@ +/* + * 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 ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUDEPTHWISECONV2D +#define ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUDEPTHWISECONV2D + +#include "arm_compute/dynamic_fusion/sketch/attributes/DepthwiseConv2dAttributes.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +/** Forward declaration */ +class GpuWorkloadContext; +class GpuWorkloadSketch; + +/** Operator interface. */ +class GpuDepthwiseConv2d final +{ +public: + /** Attributes are a set of backend-agnostic parameters that define what an operator does */ + using Attributes = DepthwiseConv2dAttributes; + /** Create an operator and fuse it into the workload sketch. + * @note If @ref validate_op() fails, the creation also fails and may throw an error. + * @note If @ref validate_op() fails, @p sketch remains unchanged and valid. + * + * Valid data type configurations: + * |src |wei |bia |dst | + * |:--------------|:--------------|:--------------|:--------------| + * |F16 |F16 |F16 |F16 | + * |F32 |F32 |F32 |F32 | + * + * Valid data layouts: + * - NHWC + * + * @param[in,out] sketch Workload sketch into which the operator will be fused + * @param[in] src Source tensor + * @param[in] wei Weight tensor + * @param[in] bia (Optional) Bias tensor + * @param[out] dst Destination tensor. If an uninitialized ITensorInfo is passed in, it will be auto-initialized + * @param[in] attributes Operator attributes + */ + static void create_op(GpuWorkloadSketch &sketch, + ITensorInfo *src, + ITensorInfo *wei, + ITensorInfo *bia, + ITensorInfo *dst, + const Attributes &attributes); + + /** Check if the operator configuration is supported, irrespective of fusion + * Similar to @ref GpuDepthwiseConv2d::create_op() + */ + static Status is_supported_op(const GpuWorkloadContext &context, + const ITensorInfo *src, + const ITensorInfo *wei, + const ITensorInfo *bia, + const ITensorInfo *dst, + const Attributes &attributes); + + /** Check if the operator configuration is supported and if it can be fused into the workload sketch. + * Similar to @ref GpuDepthwiseConv2d::create_op() + */ + static Status validate_op(const GpuWorkloadSketch &sketch, + const ITensorInfo *src, + const ITensorInfo *wei, + const ITensorInfo *bia, + const ITensorInfo *dst, + const Attributes &attributes); +}; +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute +#endif /* ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUDEPTHWISECONV2D */ |