From: 박세희/On-Device Lab(SR)/Principal Engineer/삼성전자 Date: Tue, 20 Aug 2019 09:12:05 +0000 (+0900) Subject: [moco-tf] Canonicalizer for TFStopGradient (#6731) X-Git-Tag: accepted/tizen/unified/20190903.052428~290 X-Git-Url: http://review.tizen.org/git/?a=commitdiff_plain;h=bd6b653cb44dcd16389c8f7a67e8af0de93efbb4;p=platform%2Fcore%2Fml%2Fnnfw.git [moco-tf] Canonicalizer for TFStopGradient (#6731) This will introduce Canonicalizer for TFStopGradient that converts to Canonical Forward node Signed-off-by: SaeHie Park --- diff --git a/compiler/moco-tf/src/Canonicalization/StopGradientCanonicalizer.cpp b/compiler/moco-tf/src/Canonicalization/StopGradientCanonicalizer.cpp new file mode 100644 index 0000000..a52af05 --- /dev/null +++ b/compiler/moco-tf/src/Canonicalization/StopGradientCanonicalizer.cpp @@ -0,0 +1,90 @@ +/* + * 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 "StopGradientCanonicalizer.h" + +#include "Dialect/TFDialect.h" +#include "Dialect/TFNodes.h" +#include "Dialect/TFNodeVisitor.h" +#include "Dialect/TFNodeImpl.h" + +#include + +namespace +{ + +bool canonicalize_stopgradient(loco::Graph *graph, moco::tf::TFStopGradient *node) +{ + LOGGER(l); + + INFO(l) << "TFNodeCanonicalize TFStopGradient begin"; + + /** + * This will replace shape inferred TFStopGradient node into canonical Forward + * + * Before + * In --- TFStopGradient --- Out(s) + * + * After + * -- TFStopGradient + * / + * In --- Forward --- Out(s) + */ + + // Create loco node to replace + auto forward_node = graph->nodes()->create(); + + // update connection + forward_node->input(node->input()); + + // replace node + replace(node).with(forward_node); + + INFO(l) << "TFNodeCanonicalize TFStopGradient done"; + + return true; +} + +} // namespace + +namespace moco +{ +namespace tf +{ + +bool StopGradientCanonicalizer::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_stopgradient = dynamic_cast(node); + if (tf_stopgradient != nullptr) + { + if (canonicalize_stopgradient(graph, tf_stopgradient)) + changed = true; + } + } + } + + return changed; +} + +} // namespace tf +} // namespace moco diff --git a/compiler/moco-tf/src/Canonicalization/StopGradientCanonicalizer.h b/compiler/moco-tf/src/Canonicalization/StopGradientCanonicalizer.h new file mode 100644 index 0000000..a23a801 --- /dev/null +++ b/compiler/moco-tf/src/Canonicalization/StopGradientCanonicalizer.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_STOPGRADIENT_CANONICALIZER_H__ +#define __MOCO_TF_STOPGRADIENT_CANONICALIZER_H__ + +#include "Transform.h" + +#include + +namespace moco +{ +namespace tf +{ + +/** +* @brief Canonicalize TF-dialect TFStopGradient into canonical Forward node +*/ +class StopGradientCanonicalizer : public Transform +{ +public: + const char *name(void) const final { return "StopGradientCanonicalizer"; } + +public: + bool run(loco::Graph *graph) override; +}; + +} // namespace tf +} // namespace moco + +#endif // __MOCO_TF_STOPGRADIENT_CANONICALIZER_H__