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/*
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Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
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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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*/
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#include <cuda.h>
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#include <cuda_runtime.h>
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#include "paddle/framework/lod_tensor.h"
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#include "paddle/platform/assert.h"
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#include <gtest/gtest.h>
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__global__ void test(size_t* a, int size) {
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for (int i = blockIdx.x * blockDim.x + threadIdx.x; i < size;
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i += blockDim.x * gridDim.x) {
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a[i] *= 2;
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}
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}
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TEST(LoDTensor, LoDInGPU) {
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paddle::framework::Tensor tensor;
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paddle::framework::LoDTensor lod_tensor;
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paddle::platform::GPUPlace place(0);
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paddle::framework::LoD src_lod;
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src_lod.push_back(std::vector<size_t>{0, 2, 4, 6, 8, 10, 12, 14});
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tensor.Resize({14, 16});
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tensor.mutable_data<float>(place);
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lod_tensor.set_lod(src_lod);
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lod_tensor.set_tensor(&tensor);
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CHECK_EQ(lod_tensor.lod_element(0, 2), 4);
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CHECK_EQ(lod_tensor.lod_element(0, 4), 8);
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auto lod = lod_tensor.lod();
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test<<<1, 8>>>(lod[0].data(), lod[0].size());
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cudaDeviceSynchronize();
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for (size_t i = 0; i < src_lod[0].size(); ++i) {
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CHECK_EQ(lod[0].data()[i], src_lod[0].data()[i] * 2);
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}
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}
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/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
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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/operators/concat_op.h"
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#include <vector>
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namespace paddle {
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namespace operators {
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using framework::Tensor;
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class ConcatOp : public framework::OperatorWithKernel {
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public:
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using framework::OperatorWithKernel::OperatorWithKernel;
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protected:
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void InferShape(const framework::InferShapeContext &ctx) const override {
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auto ins = ctx.MultiInput<framework::Tensor>("X");
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auto *out = ctx.Output<framework::Tensor>("Out");
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size_t axis = static_cast<size_t>(ctx.Attr<int>("axis"));
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size_t n = ins.size();
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PADDLE_ENFORCE_GT(n, 1, "Input tensors count should > 1.");
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auto out_dims = ins[0]->dims();
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size_t in_zero_dims_size = out_dims.size();
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for (size_t i = 1; i < n; i++) {
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for (size_t j = 0; j < in_zero_dims_size; j++) {
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if (j == axis) {
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out_dims[axis] += ins[i]->dims()[j];
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continue;
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}
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PADDLE_ENFORCE_EQ(out_dims[j], ins[i]->dims()[j],
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"Input tensors should have the same "
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"elements except the specify axis.")
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}
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}
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out->Resize(out_dims);
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}
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};
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class ConcatOpMaker : public framework::OpProtoAndCheckerMaker {
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public:
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ConcatOpMaker(framework::OpProto *proto, framework::OpAttrChecker *op_checker)
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: OpProtoAndCheckerMaker(proto, op_checker) {
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AddInput("X", "the input tensors of concat operator.").AsDuplicable();
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AddOutput("Out", "the output tensor of concat operator.");
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AddComment(R"DOC(
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Join the input tensors along with the axis.
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Examples:
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Input[0] = [[1,2],[3,4]]
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Input[1] = [[5,6]]
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axis = 0
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Output = [[1,2],
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[3,4],
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[5,6]]
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)DOC");
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AddAttr<int>("axis", "The axis which the inputs will be joined with.")
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.SetDefault(0);
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}
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};
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} // namespace operators
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} // namespace paddle
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namespace ops = paddle::operators;
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REGISTER_OP_WITHOUT_GRADIENT(concat, ops::ConcatOp, ops::ConcatOpMaker)
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REGISTER_OP_CPU_KERNEL(concat,
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ops::ConcatKernel<paddle::platform::CPUPlace, float>)
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/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
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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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#define EIGEN_USE_GPU
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#include "paddle/operators/concat_op.h"
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namespace ops = paddle::operators;
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// TODO(Yancey1989) Add GPU kernel
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/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
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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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#pragma once
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#include <vector>
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#include "paddle/framework/op_registry.h"
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namespace paddle {
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namespace operators {
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template <typename Place, typename T>
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class ConcatKernel : public framework::OpKernel {
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public:
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void Compute(const framework::ExecutionContext& ctx) const override {
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auto ins = ctx.MultiInput<framework::Tensor>("X");
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auto* out = ctx.Output<framework::Tensor>("Out");
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int64_t axis = static_cast<int64_t>(ctx.Attr<int>("axis"));
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size_t n = ins.size();
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size_t output_axis_dim = 0;
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size_t before = 1, after = 1;
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for (size_t i = 0; i < n; i++) {
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output_axis_dim += ins[i]->dims()[axis];
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}
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auto& input_zero = ins[0];
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for (int64_t i = 0; i < input_zero->dims().size(); i++) {
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if (i == axis) {
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continue;
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}
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if (i < axis) {
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before *= input_zero->dims()[i];
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} else {
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after *= input_zero->dims()[i];
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}
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}
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size_t output_offset = 0;
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for (size_t i = 0; i < n; i++) {
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auto& in = ins[i];
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auto axis_dim = in->dims()[axis];
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for (size_t j = 0; j < before; j++) {
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size_t len = axis_dim * after * sizeof(T);
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const T* src = in->data<T>() + axis_dim * after * j;
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T* out_data = out->mutable_data<T>(platform::CPUPlace());
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T* dest = out_data + output_offset + output_axis_dim * after * j;
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memcpy(dest, src, len);
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}
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output_offset += axis_dim * after;
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}
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}
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};
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} // namespace operators
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} // namespace paddle
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