add mkldnn prop_kind phase for inference-only case to pooling and activations (#14278)
* add is_test to pooling and activations add prop_kind support for layers activation. conv and pooling add a pass that sets is_test to true add transpiler version of is_test pass test=develop * patch test and pass test=develop * add pass to analyzer.h test=develop * add is_test attr description & pass only on mkldnn in: activation_op.cc batch_norm_op.cc conv_op.cc dropout_op.cc lrn_op.cc pool_op.cc sequence_pool_op.cc softmax_op.cc * fix is_test handling for activation pool and conv * change description of is_test for all layers again * remove GetAttr(use_mkldnn) from pass * rename correct_mkldnn_test_phase to is_test and remove dependency on MKLDNN test=develop * review fix magic number * two if(..)s into one * Check is_test once and pass mkldnn forward prop kind * dereference shared_ptr with * (without get()) test=develop * add is_test_pass back test=developpanyx0718-patch-1
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/* Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. */
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#include "paddle/fluid/framework/ir/is_test_pass.h"
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#include <string>
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#include <utility>
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namespace paddle {
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namespace framework {
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namespace ir {
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std::unique_ptr<ir::Graph> IsTestPass::ApplyImpl(
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std::unique_ptr<ir::Graph> graph) const {
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VLOG(3) << "Sets is_test attrbiute to true and if it is missing, inserts it "
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"for activations and pooling.";
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auto op_list = {"pool2d", "sigmoid", "logsigmoid",
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"softshrink", "exp", "brelu",
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"pow", "leaky_relu", "stanh",
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"relu", "tanh", "tanh_shrink",
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"sqrt", "abs", "ceil",
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"elu", "floor", "cos",
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"sin", "round", "reciprocal",
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"hard_shrink", "hard_sigmoid", "relu6",
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"soft_relu", "swish", "thresholded_relu",
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"log", "square", "softplus",
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"softsign"};
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for (const Node* n : graph->Nodes()) {
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if (n->IsOp()) {
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auto* op = n->Op();
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if (op->HasAttr("is_test")) {
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op->SetAttr("is_test", true);
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} else if (std::find(begin(op_list), end(op_list), op->Type()) !=
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end(op_list)) {
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op->MutableAttrMap()->insert(
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std::pair<std::string, Attribute>("is_test", true));
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}
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}
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}
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return graph;
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}
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} // namespace ir
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} // namespace framework
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} // namespace paddle
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REGISTER_PASS(is_test_pass, paddle::framework::ir::IsTestPass);
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/* Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. */
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#pragma once
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#include "paddle/fluid/framework/ir/pass.h"
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namespace paddle {
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namespace framework {
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namespace ir {
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class IsTestPass : public Pass {
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protected:
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std::unique_ptr<ir::Graph> ApplyImpl(
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std::unique_ptr<ir::Graph> graph) const override;
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};
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} // namespace ir
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} // namespace framework
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} // namespace paddle
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// Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include "paddle/fluid/framework/ir/is_test_pass.h"
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#include <gtest/gtest.h>
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namespace paddle {
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namespace framework {
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namespace ir {
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enum class ISTEST_STATE { FALSE, TRUE, UNSET };
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void SetOp(ProgramDesc* prog, const std::string& type, const std::string& name,
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const std::vector<std::string>& inputs,
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const std::vector<std::string>& outputs, bool use_mkldnn = false,
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ISTEST_STATE is_test = ISTEST_STATE::UNSET) {
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auto* op = prog->MutableBlock(0)->AppendOp();
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op->SetType(type);
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op->SetAttr("name", name);
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op->SetInput("X", inputs);
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op->SetOutput("Out", outputs);
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op->SetAttr("use_mkldnn", use_mkldnn);
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if (is_test == ISTEST_STATE::UNSET)
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op->MutableAttrMap()->erase("is_test");
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else if (is_test == ISTEST_STATE::FALSE)
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op->SetAttr("is_test", false);
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else
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op->SetAttr("is_test", true);
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}
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// a->pool2d->b
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// b->relu->c
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// c,weights1)->conv2d->d
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//
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// d->pool2d->e
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// e->hard_sigmoid->f
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// (f,weights2)->conv2d->g
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//
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// g->pool2d->h
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// h->tanh->i
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// (i,weights3)->conv2d->j
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ProgramDesc BuildProgramDesc() {
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ProgramDesc prog;
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for (auto& v :
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std::vector<std::string>({"a", "b", "c", "d", "e", "f", "g", "h", "i",
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"j", "weights1", "weights2", "weights3"})) {
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auto* var = prog.MutableBlock(0)->Var(v);
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var->SetType(proto::VarType::SELECTED_ROWS);
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if (v == "weights1" || v == "weights2" || v == "weights3") {
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var->SetPersistable(true);
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}
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}
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SetOp(&prog, "pool2d", "pooling1", std::vector<std::string>({"a"}),
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std::vector<std::string>({"b"}), true, ISTEST_STATE::TRUE);
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SetOp(&prog, "relu", "activation1", std::vector<std::string>({"b"}),
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std::vector<std::string>({"c"}), true, ISTEST_STATE::TRUE);
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SetOp(&prog, "conv2d", "conv1", std::vector<std::string>({"c", "weights1"}),
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std::vector<std::string>({"d"}), true, ISTEST_STATE::TRUE);
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SetOp(&prog, "pool2d", "pooling2", std::vector<std::string>({"d"}),
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std::vector<std::string>({"e"}), false, ISTEST_STATE::FALSE);
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SetOp(&prog, "hard_sigmoid", "activation2", std::vector<std::string>({"e"}),
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std::vector<std::string>({"f"}), false, ISTEST_STATE::FALSE);
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SetOp(&prog, "conv2d", "conv2", std::vector<std::string>({"f", "weights2"}),
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std::vector<std::string>({"g"}), false, ISTEST_STATE::FALSE);
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SetOp(&prog, "pool2d", "pooling3", std::vector<std::string>({"g"}),
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std::vector<std::string>({"h"}), false, ISTEST_STATE::UNSET);
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SetOp(&prog, "tanh", "activation3", std::vector<std::string>({"h"}),
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std::vector<std::string>({"i"}), true, ISTEST_STATE::UNSET);
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SetOp(&prog, "conv2d", "conv3", std::vector<std::string>({"i", "weights3"}),
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std::vector<std::string>({"j"}), false, ISTEST_STATE::UNSET);
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return prog;
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}
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TEST(IsTestPass, basic) {
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auto prog = BuildProgramDesc();
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std::unique_ptr<ir::Graph> graph(new ir::Graph(prog));
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auto pass = PassRegistry::Instance().Get("is_test_pass");
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graph = pass->Apply(std::move(graph));
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for (auto* node : graph->Nodes()) {
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if (node->IsOp()) {
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auto* op = node->Op();
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auto op_name = boost::get<std::string>(op->GetAttr("name"));
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if (op_name == "conv3") {
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ASSERT_FALSE(op->HasAttr("is_test"));
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} else {
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ASSERT_TRUE(op->HasAttr("is_test"));
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EXPECT_TRUE(boost::get<bool>(op->GetAttr("is_test")));
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}
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}
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}
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}
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} // namespace ir
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} // namespace framework
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} // namespace paddle
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USE_PASS(is_test_pass);
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Reference in new issue