diff options
Diffstat (limited to 'src/dynamic_fusion/sketch/gpu/operators/GpuMatMul.cpp')
-rw-r--r-- | src/dynamic_fusion/sketch/gpu/operators/GpuMatMul.cpp | 249 |
1 files changed, 249 insertions, 0 deletions
diff --git a/src/dynamic_fusion/sketch/gpu/operators/GpuMatMul.cpp b/src/dynamic_fusion/sketch/gpu/operators/GpuMatMul.cpp new file mode 100644 index 0000000000..ee27b5ea47 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/operators/GpuMatMul.cpp @@ -0,0 +1,249 @@ +/* + * 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. + */ +#ifdef ACL_INTERNAL_TEST_CKW_IN_DF + +#include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuMatMul.h" + +#include "arm_compute/core/KernelDescriptors.h" +#include "arm_compute/core/utils/misc/ShapeCalculator.h" +#include "arm_compute/core/Validate.h" +#include "arm_compute/runtime/CL/CLScheduler.h" + +#include "src/common/utils/Log.h" +#include "src/core/helpers/AutoConfiguration.h" +#include "src/dynamic_fusion/sketch/ArgumentPack.h" +#include "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentMatMul.h" +#include "src/dynamic_fusion/sketch/gpu/GpuWorkloadSketchImpl.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +namespace +{ +void calculate_and_init_dst_if_empty(ITensorInfo *dst, + const ITensorInfo *lhs, + const ITensorInfo *rhs, + const MatMulAttributes &attributes, + const GpuMatMulSettings &settings) +{ + ARM_COMPUTE_UNUSED(attributes); + + if (dst->total_size() == 0U) + { + const auto dst_shape = misc::shape_calculator::compute_matmul_shape( + lhs->tensor_shape(), rhs->tensor_shape(), + MatMulKernelInfo(attributes.adj_lhs(), attributes.adj_rhs(), settings.m0(), settings.n0(), settings.k0())); + + auto_init_if_empty(*dst, lhs->clone()->set_tensor_shape(dst_shape)); + } +} + +/* A helper method to reduce the duplication in dst tensor initialization +* when calling validate() +*/ +Status is_supported_op_helper(const GpuWorkloadContext &context, + const ITensorInfo *lhs, + const ITensorInfo *rhs, + const ITensorInfo *dst, + const MatMulAttributes &attributes, + const GpuMatMulSettings &settings) +{ + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(lhs, rhs); + + TensorInfo dst_info_to_validate; + const ITensorInfo *dst_info_to_validate_ptr = &dst_info_to_validate; + + if (dst != nullptr) + { + dst_info_to_validate_ptr = dst; + } + + calculate_and_init_dst_if_empty(&dst_info_to_validate, lhs, rhs, attributes, settings); + + // Check support level + // Data type + ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(lhs, 1, DataType::F16, DataType::F32); + // Data layout + ARM_COMPUTE_RETURN_ERROR_ON_DATA_LAYOUT_NOT_IN(lhs, DataLayout::NHWC); + + // Check components + if (context.gpu_language() == GpuLanguage::OpenCL) + { + const auto cl_compile_ctx = context.cl_compile_context(); + ARM_COMPUTE_RETURN_ERROR_ON(cl_compile_ctx == nullptr); + // Validate MatMul Component + { + const auto properties = + IGpuKernelComponent::Properties().stage(UnitWorkloadStage{UnitWorkloadStage::Stage::Run}); + + ArgumentPack<ITensorInfo> arguments; + arguments.add_const_tensor(ACL_SRC_0, lhs); + arguments.add_const_tensor(ACL_SRC_1, rhs); + arguments.add_const_tensor(ACL_DST_0, dst_info_to_validate_ptr); + + ARM_COMPUTE_RETURN_ON_ERROR(ClComponentMatMul::validate(properties, arguments, attributes, settings)); + } + } + else + { + ARM_COMPUTE_RETURN_ERROR_MSG("Unimplemented Gpu language"); + } + return Status{}; +} + +constexpr GpuOperatorType operator_type = GpuOperatorType::Complex; +} // namespace + +int GpuMatMulSettings::n0() const +{ + return _n0; +} + +GpuMatMulSettings &GpuMatMulSettings::n0(int n0) +{ + _n0 = n0; + return *this; +} + +int GpuMatMulSettings::m0() const +{ + return _m0; +} + +GpuMatMulSettings &GpuMatMulSettings::m0(int m0) +{ + _m0 = m0; + return *this; +} + +int GpuMatMulSettings::k0() const +{ + return _k0; +} + +GpuMatMulSettings &GpuMatMulSettings::k0(int k0) +{ + _k0 = k0; + return *this; +} + +Status GpuMatMul::is_supported_op(const GpuWorkloadContext &context, + const ITensorInfo *lhs, + const ITensorInfo *rhs, + const MatMulAttributes &attributes, + const GpuMatMulSettings &settings) +{ + return is_supported_op_helper(context, lhs, rhs, nullptr, attributes, settings); +} + +Status GpuMatMul::validate_op(const GpuWorkloadSketch &sketch, + const ITensorInfo *lhs, + const ITensorInfo *rhs, + const MatMulAttributes &attributes, + const GpuMatMulSettings &settings) +{ + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(lhs, rhs); + + // Check if tensors have valid id. I.e. they are created from a sketch + ARM_COMPUTE_RETURN_ERROR_ON(!lhs->has_valid_id() || !rhs->has_valid_id()); + + // Refer to GpuMatmul::validate_op() for id-validness of this TensorInfo object + TensorInfo dst_info_to_validate; + + // Auto initialize dst tensor info + calculate_and_init_dst_if_empty(&dst_info_to_validate, lhs, rhs, attributes, settings); + + // Perform fusion test + // Check if operator meets fusion constraints + ArgumentPack<ITensorInfo> tensors; + tensors.add_const_tensor(ACL_SRC_0, lhs); + tensors.add_const_tensor(ACL_SRC_1, rhs); + tensors.add_const_tensor(ACL_DST_0, &dst_info_to_validate); + const auto op = sketch.implementation().operator_group().new_operator(operator_type, tensors); + ARM_COMPUTE_RETURN_ERROR_ON_MSG(!sketch.implementation().operator_group().try_add_operator(op), + "Operator fusion test failed. This operator cannot be fused into the workload"); + + // Check if configuration is supported + return is_supported_op_helper(*sketch.gpu_context(), lhs, rhs, &dst_info_to_validate, attributes, settings); +} + +ITensorInfo *GpuMatMul::create_op(GpuWorkloadSketch &sketch, + ITensorInfo *lhs, + ITensorInfo *rhs, + const Attributes &attributes, + const Settings &settings) +{ + ARM_COMPUTE_LOG_PARAMS(lhs, rhs, attributes, settings); + + ITensorInfo *dst = sketch.implementation().create_virtual_tensor(); + + // Assert validation + ARM_COMPUTE_ERROR_THROW_ON(GpuMatMul::validate_op(sketch, lhs, rhs, attributes, settings)); + ARM_COMPUTE_ERROR_ON_NULLPTR(lhs, rhs, dst); + + // Auto initialize dst tensor + calculate_and_init_dst_if_empty(dst, lhs, rhs, attributes, settings); + + // Translate into components and add to component graph + auto &comp_graph = sketch.implementation().component_graph(); + const auto sketch_ctx = sketch.implementation().context(); + + if (sketch_ctx->gpu_language() == GpuLanguage::OpenCL) + { + auto properties = IGpuKernelComponent::Properties(); + properties.stage(UnitWorkloadStage{UnitWorkloadStage::Stage::Run}); + + ArgumentPack<ITensorInfo> arguments; + arguments.add_const_tensor(ACL_SRC_0, lhs); + arguments.add_const_tensor(ACL_SRC_1, rhs); + arguments.add_const_tensor(ACL_DST_0, dst); + comp_graph.add_new_component<ClComponentMatMul>(properties, arguments, attributes, settings); + } + else + { + ARM_COMPUTE_ERROR("Unimplemented Gpu language"); + } + + // Set up fusion test by adding to the Operator Group + // Note this has to be performed after all the components have been successfully added to the component graph + + // Pack tensor infos + ArgumentPack<ITensorInfo> tensors; + tensors.add_const_tensor(ACL_SRC_0, lhs); + tensors.add_const_tensor(ACL_SRC_1, rhs); + tensors.add_const_tensor(ACL_DST_0, dst); + + const auto op = sketch.implementation().operator_group().new_operator(operator_type, tensors); + sketch.implementation().operator_group().add_operator(op); + + return dst; +} + +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute +#endif // ACL_INTERNAL_TEST_CKW_IN_DF |