// 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. #pragma once #include #include #include #include #include #include "framework/core/types.h" #include "paddle/fluid/framework/block_desc.h" #include "paddle/fluid/framework/op_registry.h" #include "paddle/fluid/framework/scope.h" #include "paddle/fluid/inference/anakin/engine.h" #include "paddle/fluid/inference/utils/singleton.h" #include "saber/saber_types.h" namespace paddle { namespace inference { namespace anakin { using AnakinNvEngine = AnakinEngine<::anakin::saber::NV, ::anakin::Precision::FP32>; class AnakinOpConverter { public: AnakinOpConverter() = default; virtual void operator()(const framework::proto::OpDesc &op, const framework::Scope &scope, bool test_mode) {} void ConvertOp(const framework::proto::OpDesc &op, const std::unordered_set ¶meters, const framework::Scope &scope, AnakinNvEngine *engine, bool test_mode = false) { framework::OpDesc op_desc(op, nullptr); std::string op_type = op_desc.Type(); AnakinOpConverter *it = nullptr; if (op_type == "reshape2") op_type = "reshape"; if (op_type == "transpose2") op_type = "transpose"; if (op_type == "flatten2") op_type = "flatten"; if (!it) { it = Registry::Global().Lookup(op_type); } PADDLE_ENFORCE_NOT_NULL(it, "no OpConverter for optype [%s]", op_type); it->SetEngine(engine); (*it)(op, scope, test_mode); } void ConvertBlock(const framework::proto::BlockDesc &block, const std::unordered_set ¶meters, const framework::Scope &scope, AnakinNvEngine *engine) { std::unique_lock lock(mutex_); for (auto i = 0; i < block.ops_size(); i++) { auto &op = block.ops(i); ConvertOp(op, parameters, scope, engine); } } // The scope here should be inited with the parameter vars. void ConvertBlockToAnakinEngine( framework::BlockDesc *block_desc, const framework::Scope &scope, const std::vector &inputs, const std::unordered_set ¶meters, const std::vector &outputs, AnakinNvEngine *engine) { framework::proto::BlockDesc *block_proto = block_desc->Proto(); ConvertBlock(*block_proto, parameters, scope, engine); engine->Freeze(); for (auto &input : inputs) { if (parameters.count(input)) continue; auto *var = block_desc->FindVar(input); PADDLE_ENFORCE(var, "no variable called %s", input); auto var_shape = var->GetShape(); PADDLE_ENFORCE(var_shape.size() == 4); std::vector input_shape; for (int i = 0; i < var_shape.size(); i++) { input_shape.push_back(var_shape[i]); } input_shape[0] = engine->GetMaxBatch(); engine->SetInputShape(input, input_shape); } // engine->Graph()->RegistAllOut(); engine->Optimize(); engine->InitGraph(); } void SetEngine(AnakinNvEngine *engine) { engine_ = engine; } virtual ~AnakinOpConverter() {} protected: bool test_mode_; AnakinNvEngine *engine_{nullptr}; private: std::unordered_map converters_; framework::Scope *scope_{nullptr}; std::mutex mutex_; }; } // namespace anakin } // namespace inference } // namespace paddle #define REGISTER_ANAKIN_OP_CONVERTER(op_type__, Converter__) \ struct anakin_##op_type__##_converter \ : public ::paddle::framework::Registrar { \ anakin_##op_type__##_converter() { \ LOG(INFO) << "register convert " << #op_type__; \ ::paddle::inference::Registry< \ ::paddle::inference::anakin::AnakinOpConverter>::Global() \ .Register<::paddle::inference::anakin::Converter__>(#op_type__); \ } \ }; \ anakin_##op_type__##_converter anakin_##op_type__##_converter__; \ int TouchConverterRegister_anakin_##op_type__() { \ anakin_##op_type__##_converter__.Touch(); \ return 0; \ } #define USE_ANAKIN_CONVERTER(op_type__) \ extern int TouchConverterRegister_anakin_##op_type__(); \ int use_op_converter_anakin_##op_type__ __attribute__((unused)) = \ TouchConverterRegister_anakin_##op_type__();