From: 박세희/On-Device Lab(SR)/Principal Engineer/삼성전자 Date: Tue, 20 Aug 2019 08:16:44 +0000 (+0900) Subject: [moco-tf] GraphBuilder for StopGradient (#6729) X-Git-Tag: accepted/tizen/unified/20190903.052428~291 X-Git-Url: http://review.tizen.org/git/?a=commitdiff_plain;h=781ef47812e65da2a529169b0f68d03ce6175c0e;p=platform%2Fcore%2Fml%2Fnnfw.git [moco-tf] GraphBuilder for StopGradient (#6729) This will introduce GraphBuilder for StopGradient node to import as TFStopGradient IR Signed-off-by: SaeHie Park --- diff --git a/compiler/moco-tf/src/Op/StopGradient.cpp b/compiler/moco-tf/src/Op/StopGradient.cpp new file mode 100644 index 0000000..dc28d6d --- /dev/null +++ b/compiler/moco-tf/src/Op/StopGradient.cpp @@ -0,0 +1,105 @@ +/* + * 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 "IR/TFStopGradient.h" + +#include "GraphBuilder.h" +#include "GraphBuilderContext.h" + +#include +#include +#include + +#include + +namespace +{ + +using namespace moco::tf; + +/** + * @brief GraphUpdate for TF StopGradient node + */ +class TFStopGradientGraphUpdate final : public GraphUpdate +{ +public: + TFStopGradientGraphUpdate(TFStopGradient *node, TensorName &&name) : _node(node), _name(name) {} + + void input(const SymbolTable *) const override; + +private: + TFStopGradient *_node; + TensorName _name; +}; + +void TFStopGradientGraphUpdate::input(const SymbolTable *table) const +{ + loco::Node *target = table->node(_name); + _node->input(target); +} + +} // namespace + +namespace moco +{ +namespace tf +{ + +/** + * @brief GraphBuilder for StopGradient node + */ +class StopGradientGraphBuilder final : public GraphBuilder +{ +public: + bool validate(const tensorflow::NodeDef &) const override; + void build(const tensorflow::NodeDef &, GraphBuilderContext *) const override; +}; + +bool StopGradientGraphBuilder::validate(const tensorflow::NodeDef &node) const +{ + assert(node.input_size() == 1); + + return plier::tf::has_attrs(node, {"T"}); +} + +void StopGradientGraphBuilder::build(const tensorflow::NodeDef &node, + GraphBuilderContext *context) const +{ + assert(context != nullptr); + + loco::Graph *graph = context->graph(); + SymbolTable *tensor_names = context->tensor_names(); + UpdateQueue *updates = context->updates(); + + // creating TF dialect StopGradient node + auto tf_stopgradient = graph->nodes()->create(); + + // register string-name to node + TensorName output_name(node.name(), 0); + tensor_names->enroll(output_name, tf_stopgradient); + + // Queue node input update + auto tf_stopgradient_update = + stdex::make_unique(tf_stopgradient, TensorName(node.input(0))); + updates->enroll(std::move(tf_stopgradient_update)); +} + +} // namespace tf +} // namespace moco + +#include "GraphBuilderRegistry.h" + +REGISTER_OP_BUILDER(StopGradient, StopGradientGraphBuilder) diff --git a/compiler/moco-tf/src/Op/StopGradient.test.cpp b/compiler/moco-tf/src/Op/StopGradient.test.cpp new file mode 100644 index 0000000..dd92fb8 --- /dev/null +++ b/compiler/moco-tf/src/Op/StopGradient.test.cpp @@ -0,0 +1,100 @@ +/* + * 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 "TestHelper.h" + +#include "Importer.h" + +#include "IR/TFStopGradient.h" + +#include +#include + +#include + +#include + +using namespace moco::tf::test; + +namespace +{ +// clang-format off +const char *stopgradient_basic_pbtxt = STRING_CONTENT( +node { + name: "Placeholder" + op: "Placeholder" + attr { + key: "dtype" + value { + type: DT_FLOAT + } + } + attr { + key: "shape" + value { + shape { + dim { + size: 1 + } + dim { + size: 2 + } + dim { + size: 3 + } + dim { + size: 4 + } + } + } + } +} +node { + name: "StopGradient_01" + op: "StopGradient" + input: "Placeholder" + attr { + key: "T" + value { + type: DT_FLOAT + } + } +} +); +// clang-format on + +} // namespace + +TEST(TensorFlowImport, tf_stopgradient_basic) +{ + // load graph + moco::tf::Importer importer; + moco::tf::ModelSignature signature; + signature.add_output(moco::tf::TensorName("StopGradient_01", 0)); + + tensorflow::GraphDef graph_def; + EXPECT_TRUE(plier::tf::parse_graphdef(stopgradient_basic_pbtxt, graph_def)); + std::unique_ptr graph = importer.import(signature, graph_def); + + // what to test: + // - TFStopGradient node should exist + // - input() should not be null + + auto node = moco::tf::test::find_first_node_bytype(graph.get()); + + ASSERT_NE(node, nullptr); + ASSERT_NE(node->input(), nullptr); +}