// Copyright (c) 2018 PaddlePaddle Authors. 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 "paddle/fluid/operators/sequence_enumerate_op.h" namespace paddle { namespace operators { class SequenceEnumerateOp : public framework::OperatorWithKernel { public: using framework::OperatorWithKernel::OperatorWithKernel; void InferShape(framework::InferShapeContext* ctx) const override { PADDLE_ENFORCE( ctx->HasInput("X"), "Input(X) of SequecceEnumerate operator should not be null."); PADDLE_ENFORCE( ctx->HasOutput("Out"), "Output(X) of SequenceEnumerate operator should not be null."); const auto x_dims = ctx->GetInputDim("X"); PADDLE_ENFORCE_EQ( x_dims.size(), 2UL, "Input(X) of SequenceEnumerate operator's rank should be 2."); PADDLE_ENFORCE_EQ( x_dims[1], 1UL, "Input(X) of SequenceEnumerate operator's 2nd dimension should be 1."); const auto win_size = ctx->Attrs().Get("win_size"); ctx->SetOutputDim("Out", {x_dims[0], win_size}); ctx->ShareLoD("X", "Out"); } }; class SequenceEnumerateOpMaker : public framework::OpProtoAndCheckerMaker { public: void Make() override { AddInput("X", "(2-D LoDTensor with the 2nd dimension equal to 1) " "Input LoDTensor of SequenceEnumerate operator."); AddOutput("Out", "(2-D LoDTensor with the 2nd dimension equal to 1) " "Output LoDTensor of SequenceEnumerate operator."); AddAttr("win_size", "(int) The enumerate sequence window size.") .AddCustomChecker([](const int& win_size) { PADDLE_ENFORCE(win_size >= 2, "The window size should be greater than 2."); }); AddAttr("pad_value", "(int) The enumerate sequence padding value.") .SetDefault(0); AddComment(R"DOC( Sequence Enumerate Operator. Sequence enumerate operator generate a new LoDTensor with the same 1st dimension length as the original LoDTensor, and with the 2nd dimension equal to the input window length, the new sub-sequence on 2nd dimension is enumerated one by one on the original sequence. The values of the last insufficient part areall filled with the input pad_value. Examples: Case 1: Input: X.lod = [[0, 3, 5]] X.data = [[1], [2], [3], [4], [5]] X.dims = [5, 1] Attrs: win_size = 2 pad_value = 0 Output: Out.lod = [[0, 3, 5]] Out.data = [[1, 2], [2, 3], [3, 0], [4, 5], [5, 0]] Out.dims = [5, 2] )DOC"); } }; } // namespace operators } // namespace paddle namespace ops = paddle::operators; REGISTER_OP_WITHOUT_GRADIENT(sequence_enumerate, ops::SequenceEnumerateOp, ops::SequenceEnumerateOpMaker); REGISTER_OP_CPU_KERNEL( sequence_enumerate, ops::SequenceEnumerateKernel, ops::SequenceEnumerateKernel);