diff options
Diffstat (limited to 'src/dynamic_fusion/sketch/gpu/ckw_driver/components')
6 files changed, 500 insertions, 0 deletions
diff --git a/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwElementwiseBinary.cpp b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwElementwiseBinary.cpp new file mode 100644 index 0000000000..9895bbeb77 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwElementwiseBinary.cpp @@ -0,0 +1,143 @@ +/* + * Copyright (c) 2023 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. + */ +#include "GpuCkwElementwiseBinary.h" + +#include "acl/AclKernelWriter.h" +#include "acl/AclScopedKernelWriter.h" +#include "arm_compute/core/Error.h" +#include "arm_compute/core/Validate.h" +#include "ckw/TensorTileSampler.h" +#include "ckw/Types.h" +#include "src/core/helpers/WindowHelpers.h" +#include "src/dynamic_fusion/sketch/gpu/GpuKernelComponentGroup.h" +#include "src/dynamic_fusion/sketch/gpu/ckw_driver/GpuCkwVariableTable.h" +#include "src/dynamic_fusion/sketch/gpu/ckw_driver/components/utils/WriterHelper.h" +#include <string> + +using namespace ckw; +namespace arm_compute +{ +namespace experimental +{ +namespace +{ +/** Create a simple sampler from tile of dimension [m0, n0] + */ +inline TensorTileSampler create_simple_sampler(AclScopedKernelWriter &writer, int32_t m0, int32_t n0) +{ + TensorTileSampler sampler; + + auto &gid_0 = writer->declare_tile("gid_0", ckw::DataType::Int32); + auto &gid_1 = writer->declare_tile("gid_1", ckw::DataType::Int32); + auto &gid_2 = writer->declare_tile("gid_2", ckw::DataType::Int32); + + auto &const_0 = writer->declare_tile("0", 0); + + writer->op_get_global_id(gid_0, 0); + writer->op_get_global_id(gid_1, 1); + writer->op_get_global_id(gid_2, 2); + + sampler.x(gid_0); + sampler.y(gid_1); + sampler.z(const_0); // 3rd dimension collapsed with 2nd dimension + sampler.b(gid_2); + + sampler.width(n0); + sampler.height(m0); + + sampler.format(TensorSamplerFormat::C_WH_1); // 3rd dimension collapsed with 2nd dimension + sampler.address_mode_x(TensorSamplerAddressModeX::None); + sampler.address_mode_y(TensorSamplerAddressModeY::ClampToBorder); + sampler.address_mode_z(TensorSamplerAddressModeZ::Skip); // Dimensions higher than 3 not supported yet + + return sampler; +} +} // namespace + +namespace dynamic_fusion +{ +GpuCkwElementwiseBinary::GpuCkwElementwiseBinary(ComponentId id, + const ArgumentPack<ITensorInfo> &tensors, + const Attributes &attributes) + : IGpuCkwComponentDriver{ id, tensors }, + _lhs{}, + _rhs{}, + _dst{}, + _attributes{ attributes } +{ + _lhs = this->tensors().get_const_tensor(TensorType::ACL_SRC_0); + _rhs = this->tensors().get_const_tensor(TensorType::ACL_SRC_1); + _dst = this->tensors().get_const_tensor(TensorType::ACL_DST_0); + ARM_COMPUTE_ERROR_ON_NULLPTR(_lhs, _rhs, _dst); +} + +void GpuCkwElementwiseBinary::write_component_code(const ComponentGroup &comp_group, GpuCkwVariableTable &vtable, AclScopedKernelWriter writer) const +{ + const auto root_window = comp_group.get_root_component()->ckw_component_driver()->get_window(); + const unsigned int n0 = root_window.x().step(); + const unsigned int m0 = root_window.y().step(); + + AclComponentArgument *lhs = vtable.declare_variable(comp_group, writer, _lhs, "lhs"); + AclComponentArgument *rhs = vtable.declare_variable(comp_group, writer, _rhs, "rhs"); + AclComponentArgument *dst = vtable.declare_variable(comp_group, writer, _dst, "dst"); + + // Load the LHS and RHS tiles and prepare the tensor sampler. + load_lhs_rhs_tiles_and_prepare_sampler(writer, lhs, rhs, m0, n0, create_simple_sampler); + + auto &lhs_tile = lhs->tile(); + auto &rhs_tile = rhs->tile(); + const auto &sampler = lhs->tile_sampler(); + + // Prepare the output tile. + if(!dst->has_tile()) + { + auto &tile = writer->declare_tile("dst_tile", lhs_tile.tile_info()); + dst->init_virtual_tensor(tile, sampler); + } + + auto &dst_tile = dst->tile(); + + // Perform the operation. + writer->op_binary_expression(dst_tile, lhs_tile, rhs_tile, BinaryOp::Add); +} + +Window GpuCkwElementwiseBinary::get_window() const +{ + ARM_COMPUTE_ERROR_ON_MSG(_dst->tensor_shape().total_size() == 0U, "Destination tensor is not initialized"); + + TensorShape output_shape = _dst->tensor_shape(); + // Collapse Dim 1 (W) and Dim 2 (H) together, leave Dim 0 (C) unchanged + // This is in line with the collapsing convention used by operators like Conv2d + output_shape.collapse(2U, 1U); + // constexpr unsigned int vector_size_byte_opencl = 16; + // const unsigned int num_elems_processed_per_iteration = adjust_vec_size(vector_size_byte_opencl / _dst->element_size(), _dst->dimension(0)); + const unsigned int num_elems_processed_per_iteration = 1U; // Hard-coded for now + Window win = calculate_max_window(output_shape, Steps(num_elems_processed_per_iteration)); + + return win; +} + +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute diff --git a/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwElementwiseBinary.h b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwElementwiseBinary.h new file mode 100644 index 0000000000..1a79754d1d --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwElementwiseBinary.h @@ -0,0 +1,69 @@ +/* + * Copyright (c) 2023 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 ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_GPUCKWELEMENTWISEBINARY +#define ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_GPUCKWELEMENTWISEBINARY + +#include "src/core/common/Macros.h" +#include "src/dynamic_fusion/sketch/gpu/ckw_driver/IGpuCkwComponentDriver.h" +#include "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentElementwiseBinary.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +class GpuCkwElementwiseBinary : public IGpuCkwComponentDriver +{ +public: + using Attributes = ClComponentElementwiseBinary::Attributes; + /** Constructor + * + * For supported configurations please refer to @ref ClComponentElementwiseBinary::validate() + * + * @param[in] id Component id + * @param[in] tensors Tensor arguments to the component + * @param[in] attributes Component attributes + */ + GpuCkwElementwiseBinary(ComponentId id, + const ArgumentPack<ITensorInfo> &tensors, + const Attributes &attributes); + ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(GpuCkwElementwiseBinary); + /** Destructor */ + ~GpuCkwElementwiseBinary() override = default; + // Inherited methods overriden: + virtual void write_component_code(const ComponentGroup &comp_group, GpuCkwVariableTable &vtable, AclScopedKernelWriter writer) const override; + Window get_window() const override; + +private: + const ITensorInfo *_lhs; + const ITensorInfo *_rhs; + const ITensorInfo *_dst; + Attributes _attributes; +}; +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute + +#endif /* ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_GPUCKWELEMENTWISEBINARY */ diff --git a/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwStore.cpp b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwStore.cpp new file mode 100644 index 0000000000..1a1dfc135a --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwStore.cpp @@ -0,0 +1,57 @@ +/* + * Copyright (c) 2023 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. + */ +#include "GpuCkwStore.h" + +#include "arm_compute/core/Error.h" +#include "compute_kernel_writer/include/acl/AclKernelWriter.h" +#include "compute_kernel_writer/include/acl/AclScopedKernelWriter.h" +#include "src/dynamic_fusion/sketch/gpu/ckw_driver/GpuCkwVariableTable.h" +#include <string> + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +GpuCkwStore::GpuCkwStore(ComponentId id, const ArgumentPack<ITensorInfo> &tensors) + : IGpuCkwComponentDriver{ id, tensors }, _src{}, _dst{} +{ + _src = this->tensors().get_const_tensor(TensorType::ACL_SRC_0); + _dst = this->tensors().get_const_tensor(TensorType::ACL_DST_0); +} +void GpuCkwStore::write_component_code(const ComponentGroup &comp_group, GpuCkwVariableTable &vtable, AclScopedKernelWriter writer) const +{ + auto src = vtable.declare_variable(comp_group, writer, _src, "src"); + auto dst = vtable.declare_variable(comp_group, writer, _dst, "dst"); + + auto &src_tile = src->tile(); + const auto &sampler = src->tile_sampler(); + auto &dst_tensor = dst->tensor(); + + writer->op_store(dst_tensor, src_tile, sampler); +} +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute diff --git a/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwStore.h b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwStore.h new file mode 100644 index 0000000000..45cc43fe62 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/GpuCkwStore.h @@ -0,0 +1,61 @@ +/* + * Copyright (c) 2023 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 ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_GPUCKWSTORE +#define ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_GPUCKWSTORE + +#include "src/core/common/Macros.h" +#include "src/dynamic_fusion/sketch/gpu/ckw_driver/IGpuCkwComponentDriver.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +/** An interface used by @ref ClTemplateWriter to write source code for a kernel component + */ +class GpuCkwStore : public IGpuCkwComponentDriver +{ +public: + /** Constructor + * + * @param[in] id Component id + * @param[in] tensors Tensor arguments to the component + */ + GpuCkwStore(ComponentId id, const ArgumentPack<ITensorInfo> &tensors); + ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(GpuCkwStore); + /** Destructor */ + ~GpuCkwStore() override = default; + // Inherited methods overriden: + virtual void write_component_code(const ComponentGroup &comp_group, GpuCkwVariableTable &vtable, AclScopedKernelWriter writer) const override; + +private: + const ITensorInfo *_src; + const ITensorInfo *_dst; +}; +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute + +#endif /* ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_GPUCKWSTORE */ diff --git a/src/dynamic_fusion/sketch/gpu/ckw_driver/components/utils/TypeConverter.h b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/utils/TypeConverter.h new file mode 100644 index 0000000000..2531fb7379 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/utils/TypeConverter.h @@ -0,0 +1,102 @@ +/* + * Copyright (c) 2023 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 ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_UTILS_TYPECONVERTER +#define ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_UTILS_TYPECONVERTER + +#include "arm_compute/core/ITensorInfo.h" +#include "arm_compute/core/TensorShape.h" +#include "arm_compute/core/Types.h" +#include "ckw/TensorInfo.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +inline ckw::DataType to_ckw(DataType dt) +{ + switch(dt) + { + case DataType::F32: + return ckw::DataType::Fp32; + case DataType::F16: + return ckw::DataType::Fp16; + case DataType::S32: + return ckw::DataType::Int32; + case DataType::S16: + return ckw::DataType::Int16; + case DataType::S8: + return ckw::DataType::Int8; + case DataType::U32: + return ckw::DataType::Uint32; + case DataType::U16: + return ckw::DataType::Uint16; + case DataType::U8: + return ckw::DataType::Uint8; + default: + return ckw::DataType::Unknown; + } +} + +inline ckw::TensorShape to_ckw(const TensorShape &shape) +{ + ARM_COMPUTE_ERROR_ON(shape.num_max_dimensions < std::tuple_size<ckw::TensorShape> {}); + ARM_COMPUTE_ERROR_ON(std::tuple_size<ckw::TensorShape> {} != 5); + /// NOTE: Overflow danger. Use size_t? + return ckw::TensorShape + { + static_cast<int32_t>(shape[0]), + static_cast<int32_t>(shape[1]), + static_cast<int32_t>(shape[2]), + static_cast<int32_t>(shape[3]), + static_cast<int32_t>(shape[4]) + }; +} +inline ckw::TensorDataLayout to_ckw(DataLayout dl) +{ + switch(dl) + { + case DataLayout::NHWC: + return ckw::TensorDataLayout::Nhwc; + case DataLayout::NDHWC: + return ckw::TensorDataLayout::Ndhwc; + default: + return ckw::TensorDataLayout::Unknown; + } +} +inline ckw::TensorInfo to_ckw(const ITensorInfo &tensor_info) +{ + return ckw::TensorInfo + { + to_ckw(tensor_info.data_type()), + to_ckw(tensor_info.tensor_shape()), + to_ckw(tensor_info.data_layout()), + tensor_info.id() + }; +} +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute +#endif /* ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_UTILS_TYPECONVERTER */ diff --git a/src/dynamic_fusion/sketch/gpu/ckw_driver/components/utils/WriterHelper.h b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/utils/WriterHelper.h new file mode 100644 index 0000000000..d94ebd5ce9 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/ckw_driver/components/utils/WriterHelper.h @@ -0,0 +1,68 @@ +/* + * Copyright (c) 2023 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 ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_UTILS_WRITERHELPER +#define ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_UTILS_WRITERHELPER + +#include "acl/AclComponentArgument.h" +#include "acl/AclScopedKernelWriter.h" +#include "ckw/TensorTileSampler.h" + +#include <functional> + +using namespace ckw; +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +using SamplerCreator = std::function<TensorTileSampler(AclScopedKernelWriter &, int32_t /* m0 */, int32_t /* n0 */)>; + +/** Load lhs and rhs tiles of dimension [m0, n0] only when not loaded and prepare the sampler + */ +inline void load_lhs_rhs_tiles_and_prepare_sampler(AclScopedKernelWriter &writer, AclComponentArgument *lhs, AclComponentArgument *rhs, int32_t m0, int32_t n0, SamplerCreator create_sampler) +{ + if(!lhs->has_tile() && !rhs->has_tile()) + { + const auto sampler = create_sampler(writer, m0, n0); + + writer->op_load_once(lhs, sampler); + writer->op_load_once(rhs, sampler); + } + else if(lhs->has_tile()) + { + const auto &sampler = lhs->tile_sampler(); + writer->op_load_once(rhs, sampler); + } + else + { + const auto &sampler = rhs->tile_sampler(); + writer->op_load_once(lhs, sampler); + } +} + +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute +#endif /* ACL_SRC_DYNAMIC_FUSION_SKETCH_GPU_CKW_DRIVER_COMPONENTS_UTILS_WRITERHELPER */ |