/* Copyright (c) 2022 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/framework/infershape_utils.h" #include "paddle/fluid/framework/op_registry.h" #include "paddle/fluid/framework/operator.h" #include "paddle/phi/core/infermeta_utils.h" #include "paddle/phi/infermeta/backward.h" #include "paddle/phi/infermeta/binary.h" namespace paddle { namespace operators { class MoeOp : public framework::OperatorWithKernel { public: using framework::OperatorWithKernel::OperatorWithKernel; protected: framework::OpKernelType GetExpectedKernelType( const framework::ExecutionContext& ctx) const override { auto data_type = OperatorWithKernel::IndicateVarDataType(ctx, "X"); return framework::OpKernelType(data_type, ctx.device_context()); } }; class MoeOpMaker : public framework::OpProtoAndCheckerMaker { public: void Make() override { AddInput("X", "(Tensor), The source input tensor of Moe op."); AddInput("Gate", "(Tensor), The gating input tensor of Moe op."); AddInput("Bmm0", "(Tensor), The bmm0 input tensor of Moe op."); AddInput("Bias0", "(Tensor), The eltwise0 input tensor of Moe op."); AddInput("Bmm1", "(Tensor), The bmm1 input tensor of Moe op."); AddInput("Bias1", "(Tensor), The eltwise1 input tensor of Moe op."); AddOutput("Out", "(Tensor), The output tensor of Moe op."); AddAttr( "act_type", R"DOC(activation type, currently only support `gelu`, `relu`. Default value is: `gelu`. )DOC") .SetDefault("gelu"); AddComment( R"DOC(FusedEcMoe kernel. For more details you can refer to `FusedEcMoE` python documents. )DOC"); } }; } // namespace operators } // namespace paddle namespace ops = paddle::operators; DECLARE_INFER_SHAPE_FUNCTOR(moe, MoeInferShapeFunctor, PD_INFER_META(phi::MoeInferMeta)); REGISTER_OPERATOR(moe, ops::MoeOp, ops::MoeOpMaker, MoeInferShapeFunctor);