/* * SPDX-License-Identifier: Apache-2.0 */ // ATTENTION: The code in this file is highly EXPERIMENTAL. // Adventurous users should note that the APIs will probably change. #pragma once #include "onnxoptimizer/pass.h" namespace ONNX_NAMESPACE { namespace optimization { struct EliminateNopDropout final : public PredicateBasedPass { explicit EliminateNopDropout() : PredicateBasedPass(PassType::Nop, PassEfficiency::Complete, PassOptimizationType::Compute) {} std::string getPassName() const override { return "eliminate_nop_dropout"; } bool patternMatchPredicate(Node* node) override { // in opset 12, ratio is an input of Dropout rather than an attribute, // however we don't want to to remove Dropout fro opset 12+, since it // supports training-friendly models, for which the Dropout ops are required return (node->kind() == kDropout && node->hasAttribute(kratio)) && node->f(kratio) == 0.0; } bool runTransform(Node* node, Graph& graph, NodeDestroyType& destroy_current) override { // Don't assume that theres only one output. for (size_t i = 0; i < node->outputs().size(); ++i) { const bool replacing_success = tryReplacingAllUsesWith(node->outputs()[i], node->input()); if (!replacing_success) { return false; } } destroy_current = NodeDestroyType::DestroyOne; return true; } }; } // namespace optimization } // namespace ONNX_NAMESPACE