From: 박세희/On-Device Lab(SR)/Principal Engineer/삼성전자 Date: Mon, 5 Aug 2019 07:07:54 +0000 (+0900) Subject: [moco-tf] Canonicalize TFRelu (#6195) X-Git-Tag: submit/tizen/20190809.050447~180 X-Git-Url: http://review.tizen.org/git/?a=commitdiff_plain;h=49472489ffc8bc85148e4cbe0ed878131320a8cc;p=platform%2Fcore%2Fml%2Fnnfw.git [moco-tf] Canonicalize TFRelu (#6195) This will add ReluCanonicalizer that transforms TFRelu node to canonical ReLU node Signed-off-by: SaeHie Park --- diff --git a/compiler/moco-tf/src/Canonicalization/ReluCanonicalizer.cpp b/compiler/moco-tf/src/Canonicalization/ReluCanonicalizer.cpp new file mode 100644 index 0000000..20cd0ba --- /dev/null +++ b/compiler/moco-tf/src/Canonicalization/ReluCanonicalizer.cpp @@ -0,0 +1,89 @@ +/* + * Copyright (c) 2019 Samsung Electronics Co., Ltd. All Rights Reserved + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "ReluCanonicalizer.h" + +#include "Dialect/TFDialect.h" +#include "Dialect/TFNodes.h" +#include "Dialect/TFNodeVisitor.h" +#include "Dialect/TFNodeImpl.h" + +#include + +namespace +{ + +bool canonicalize_relu(loco::Graph *graph, moco::tf::TFRelu *node) +{ + /** + * @note This will replace TFRelu node with Canonical ReLU + * + * Before + * A --- TFRelu -- C + * After + * +- TFRelu -- + * | + * A -+- ReLU -- C + * + * Where + * A : features of TFRelu + * C : a node that uses TFRelu as an input + * TFRelu is disconnected from C + */ + + auto relu_node = graph->nodes()->create(); + + auto node_A = node->features(); + + // update connections + relu_node->input(node_A); + + // replace node + replace(node).with(relu_node); + + return true; +} + +} // namespace + +namespace moco +{ +namespace tf +{ + +bool ReluCanonicalizer::run(loco::Graph *graph) +{ + auto active_nodes = loco::active_nodes(loco::output_nodes(graph)); + bool changed = false; + + for (auto node : active_nodes) + { + if (node->dialect() == TFDialect::get()) + { + auto tf_node = dynamic_cast(node); + if (tf_node != nullptr) + { + if (canonicalize_relu(graph, tf_node)) + changed = true; + } + } + } + + return changed; +} + +} // namespace tf +} // namespace moco diff --git a/compiler/moco-tf/src/Canonicalization/ReluCanonicalizer.h b/compiler/moco-tf/src/Canonicalization/ReluCanonicalizer.h new file mode 100644 index 0000000..97adba3 --- /dev/null +++ b/compiler/moco-tf/src/Canonicalization/ReluCanonicalizer.h @@ -0,0 +1,44 @@ +/* + * Copyright (c) 2019 Samsung Electronics Co., Ltd. All Rights Reserved + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#ifndef __MOCO_TF_RELU_CANONICALIZER_H__ +#define __MOCO_TF_RELU_CANONICALIZER_H__ + +#include "Transform.h" + +#include + +namespace moco +{ +namespace tf +{ + +/** + * @brief Convert TFRelu to Canonical ReLU + */ +class ReluCanonicalizer : public Transform +{ +public: + const char *name(void) const final { return "ReluCanonicalizer"; } + +public: + bool run(loco::Graph *graph) override; +}; + +} // namespace tf +} // namespace moco + +#endif // __MOCO_TF_RELU_CANONICALIZER_H__