/* * Copyright (c) 2023-2024 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 "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuSoftmax.h" #include "arm_compute/core/Error.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/GpuOperatorProperties.h" #include "src/dynamic_fusion/sketch/gpu/GpuWorkloadSketchImpl.h" namespace arm_compute { namespace experimental { namespace dynamic_fusion { namespace { GpuOperatorType operator_type = GpuOperatorType::Unfusable; } // namespace Status GpuSoftmax::is_supported_op(const GpuWorkloadContext &context, const ITensorInfo *src, const ITensorInfo *dst, const Attributes &attributes) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); TensorInfo dst_info_to_validate; // Auto initialize dst tensor info if (dst != nullptr) { dst_info_to_validate = *dst; } else { auto_init_if_empty(dst_info_to_validate, *src->clone()); } // 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); const KernelProperties properties = IGpuKernelComponent::Properties().stage(UnitWorkloadStage{UnitWorkloadStage::Stage::Run}); TensorShape logits_sum_shape = src->tensor_shape(); TensorInfo logits(src->clone()->set_tensor_shape(logits_sum_shape)); // The sum tensor dim0 only need one element logits_sum_shape.set(0, 1); TensorInfo sum(src->clone()->set_tensor_shape(logits_sum_shape)); // Validate Component ArgumentPack arguments_exp_sum; ArgumentPack arguments_norm; arguments_exp_sum.add_const_tensor(ACL_SRC_0, src); arguments_exp_sum.add_const_tensor(ACL_DST_0, &sum); arguments_exp_sum.add_const_tensor(ACL_DST_1, &logits); arguments_norm.add_const_tensor(ACL_SRC_0, &logits); arguments_norm.add_const_tensor(ACL_SRC_1, &sum); arguments_norm.add_const_tensor(ACL_DST_0, &dst_info_to_validate); ARM_COMPUTE_UNUSED(properties, attributes); return Status(ErrorCode::RUNTIME_ERROR, "GpuSoftmax is not implemented"); } else { ARM_COMPUTE_RETURN_ERROR_MSG("Unimplemented Gpu language"); } return Status{ErrorCode::RUNTIME_ERROR, "GpuSoftmax is not Supported"}; } Status GpuSoftmax::validate_op(const GpuWorkloadSketch &sketch, const ITensorInfo *src, const ITensorInfo *dst, const Attributes &attributes) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); ARM_COMPUTE_RETURN_ERROR_ON(!src->has_valid_id() || !dst->has_valid_id()); ARM_COMPUTE_RETURN_ERROR_ON_MSG(src->num_dimensions() > 4, "Only up to 4 dimensions are supported"); ARM_COMPUTE_RETURN_ERROR_ON(attributes.axis() < static_cast(-src->num_dimensions()) || static_cast(src->num_dimensions()) <= attributes.axis()); // Auto initialize dst tensor info TensorInfo dst_info_to_validate = *dst; auto_init_if_empty(dst_info_to_validate, *src->clone()); const size_t actual_axis = static_cast(wrap_around(attributes.axis(), static_cast(src->num_dimensions()))); const bool needs_permute = actual_axis != 0; ARM_COMPUTE_RETURN_ERROR_ON_MSG(needs_permute, "Dynamic fusion softmax on axis!=0 not supported yet."); // Perform fusion test and check if the operator meets the fusion constraints ArgumentPack tensors; tensors.add_const_tensor(ACL_SRC_0, src); 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(*sketch.gpu_context(), src, &dst_info_to_validate, attributes); } void GpuSoftmax::create_op(GpuWorkloadSketch &sketch, ITensorInfo *src, ITensorInfo *dst, const Attributes &attributes) { ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); ARM_COMPUTE_LOG_PARAMS(src, dst, attributes); TensorShape logits_sum_shape = src->tensor_shape(); ITensorInfo *logits = sketch.implementation().create_auxiliary_tensor( src->clone()->set_id(ITensorInfo::invalid_tensor_id).set_tensor_shape(logits_sum_shape)); logits_sum_shape.set(0, 1); ITensorInfo *sum = sketch.implementation().create_auxiliary_tensor( src->clone()->set_id(ITensorInfo::invalid_tensor_id).set_tensor_shape(logits_sum_shape)); // Auto initialize dst tensor info and the auxiliary tensor infos as well auto_init_if_empty(*dst, *src->clone()); // Assert validation ARM_COMPUTE_ERROR_THROW_ON(GpuSoftmax::validate_op(sketch, src, dst, attributes)); ARM_COMPUTE_ERROR_ON_NULLPTR(logits, sum); // 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) { const auto cl_compile_ctx = sketch_ctx->cl_compile_context(); ARM_COMPUTE_UNUSED(cl_compile_ctx); ARM_COMPUTE_ERROR_ON(cl_compile_ctx == nullptr); // Add Direct Conv2d Component { auto properties = IGpuKernelComponent::Properties(); properties.stage(UnitWorkloadStage{UnitWorkloadStage::Stage::Run}); ArgumentPack arguments_exp_sum; ArgumentPack arguments_norm; arguments_exp_sum.add_const_tensor(ACL_SRC_0, src); arguments_exp_sum.add_const_tensor(ACL_DST_0, sum); arguments_exp_sum.add_const_tensor(ACL_DST_1, logits); arguments_norm.add_const_tensor(ACL_SRC_0, logits); arguments_norm.add_const_tensor(ACL_SRC_1, sum); arguments_norm.add_const_tensor(ACL_DST_0, dst); // Add to component graph -- NOT IMPLEMENTED ARM_COMPUTE_UNUSED(comp_graph, attributes); } } 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 tensors; tensors.add_const_tensor(ACL_SRC_0, src); 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); } } // namespace dynamic_fusion } // namespace experimental } // namespace arm_compute