/* 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 #include #include "paddle/fluid/framework/ir/graph.h" #include "paddle/fluid/framework/ir/node.h" #include "paddle/fluid/framework/program_desc.h" #include "paddle/phi/core/macros.h" #include "paddle/utils/any.h" namespace paddle { namespace framework { namespace details { using ProgramDescs = std::vector; constexpr char kProgramDescs[] = "program_descs"; constexpr char kStartupProgramDescs[] = "startup_program_descs"; } // namespace details namespace ir { class Graph; template struct PassRegistrar; typedef std::unordered_set PassRecorder; constexpr char kPassRecorder[] = "pass_recorder"; constexpr char kEmbEltwiseLayernormPass[] = "embedding_eltwise_layernorm_fuse_pass_flag"; constexpr char kMultiheadMatmulPass[] = "multihead_matmul_fuse_pass_flag"; constexpr char kFusedMultiTransformerEncoderPass[] = "fused_multi_transformer_encoder_pass_flag"; constexpr char kFusedMultiTransformerDecoderPass[] = "fused_multi_transformer_decoder_pass_flag"; constexpr char kFusedMultiTransformerEncoderFuseQKVPass[] = "fused_multi_transformer_encoder_fuse_qkv_pass_flag"; constexpr char kFusedMultiTransformerDecoderFuseQKVPass[] = "fused_multi_transformer_decoder_fuse_qkv_pass_flag"; constexpr char kMultiDevicesFusedMultiTransformerEncoderFuseQKVPass[] = "multi_devices_fused_multi_transformer_encoder_fuse_qkv_pass_flag"; constexpr char kMultiDevicesFusedMultiTransformerDecoderFuseQKVPass[] = "multi_devices_fused_multi_transformer_decoder_fuse_qkv_pass_flag"; constexpr char kFusedMultiTransformerEncoderFusionCount[] = "fused_multi_transformer_encoder_fusion_count"; constexpr char kFusedMultiTransformerDecoderFusionCount[] = "fused_multi_transformer_decoder_fusion_count"; constexpr char kPrelnEmbEltwiseLayernormPass[] = "preln_embedding_eltwise_layernorm_fuse_pass_flag"; class Pass { public: Pass() = default; virtual ~Pass() { for (auto &attr : attrs_) { if (attr_dels_.find(attr.first) != attr_dels_.end()) { attr_dels_[attr.first](); } } attrs_.clear(); attr_dels_.clear(); } std::string Type() const { return type_; } Graph *Apply(Graph *graph) const; // Get a reference to the attributed previously set. template AttrType &Get(const std::string &attr_name) const { PADDLE_ENFORCE_NE(attrs_.find(attr_name), attrs_.end(), platform::errors::InvalidArgument( "Attribute %s not registered for pass.", attr_name)); try { return *paddle::any_cast(attrs_.at(attr_name)); } catch (paddle::bad_any_cast &) { auto TypeToString = [](const std::type_info &info) -> std::string { if (std::type_index(info) == std::type_index(typeid(bool *))) { return "bool"; } else if (std::type_index(info) == std::type_index(typeid(int *))) { return "int"; } else if (std::type_index(info) == std::type_index(typeid(const int *))) { return "const int"; } else if (std::type_index(info) == std::type_index(typeid(std::string *))) { return "std::string"; } return info.name(); }; PADDLE_THROW(platform::errors::InvalidArgument( "Invalid type for attritube %s, expected: %s, actual: %s.", attr_name, TypeToString(typeid(AttrType *)), TypeToString(attrs_.at(attr_name).type()))); } } bool Has(const std::string &attr_name) const { return attrs_.count(attr_name) > 0; } void Erase(const std::string &attr_name) { if (!Has(attr_name)) { return; } if (attr_dels_.find(attr_name) != attr_dels_.end()) { attr_dels_[attr_name](); attr_dels_.erase(attr_name); } attrs_.erase(attr_name); } // Set a pointer to the attribute. Pass takes ownership of the attribute. template void Set(const std::string &attr_name, AttrType *attr) { if (default_pass_attrs_.count(attr_name) == 0) { PADDLE_ENFORCE_EQ( attrs_.count(attr_name), 0, platform::errors::AlreadyExists( "Attribute %s already set in the pass.", attr_name)); } else { VLOG(3) << "Setting the attribute " << attr_name << " for the pass " << type_; } attrs_[attr_name] = attr; attr_dels_[attr_name] = [attr, attr_name]() { VLOG(8) << "deleting " << attr_name; delete attr; }; } // Set a pointer to the attribute. Pass doesn't take ownership. Caller // should delete the attribute. template void SetNotOwned(const std::string &attr_name, AttrType *attr) { PADDLE_ENFORCE_EQ(attrs_.count(attr_name), 0, platform::errors::AlreadyExists( "Attribute %s already set in the pass.", attr_name)); attrs_[attr_name] = attr; } static void ApplyPassesToProgram(const std::vector &passes, ProgramDesc *main_program, ProgramDesc *startup_program); virtual bool SupportApplyProgramViaGraph() const { return true; } protected: virtual void ApplyImpl(Graph *graph UNUSED) const { PADDLE_THROW(platform::errors::Unimplemented( "The virtual pass called is not implemented.")); } virtual void ApplyImpl(ProgramDesc *main_program, ProgramDesc *startup_program) const; static void ConvertToPrograms(ir::Graph *graph, ProgramDesc *main_program, ProgramDesc *startup_program); // Some Pass must be placed before this Pass, and some // Pass must be placed after this Pass. virtual void CheckPrevPass() const {} protected: void RegisterType(const std::string &type) { type_ = type; } private: template friend struct PassRegistrar; void RegisterRequiredPassAttrs(const std::unordered_set &attrs) { required_pass_attrs_.insert(attrs.begin(), attrs.end()); } void RegisterRequiredGraphAttrs( const std::unordered_set &attrs) { required_graph_attrs_.insert(attrs.begin(), attrs.end()); } // Pass doesn't take ownership. PassRegistrar should delete default_attrs void RegisterDefaultPassAttrs( std::map default_attr_values) { for (auto const &attr_name : default_attr_values) { default_pass_attrs_.insert(attr_name.first); } attrs_.insert(default_attr_values.begin(), default_attr_values.end()); } mutable bool applied_{false}; std::string type_; std::unordered_set required_pass_attrs_; std::unordered_set default_pass_attrs_; std::unordered_set required_graph_attrs_; std::map attrs_; std::map> attr_dels_; }; using PassCreator = std::function()>; class Registrar { public: // In our design, various kinds of passes, // have their corresponding registry and registrar. The action of // registration is in the constructor of a global registrar variable, which // are not used in the code that calls package framework, and would // be removed from the generated binary file by the linker. To avoid such // removal, we add Touch to all registrar classes and make USE_PASS macros to // call this method. So, as long as the callee code calls USE_PASS, the global // registrar variable won't be removed by the linker. void Touch() {} }; class PassRegistry { public: static PassRegistry &Instance(); bool Has(const std::string &pass_type) const { return map_.find(pass_type) != map_.end(); } void Insert(const std::string &pass_type, const PassCreator &pass_creator) { PADDLE_ENFORCE_NE(Has(pass_type), true, platform::errors::AlreadyExists( "Pass %s has been registered.", pass_type)); map_.insert({pass_type, pass_creator}); } std::unique_ptr Get(const std::string &pass_type) const { if (pass_type == "tensorrt_subgraph_pass") { PADDLE_ENFORCE_EQ(Has(pass_type), true, platform::errors::InvalidArgument( "Pass %s has not been registered. Please " "use the paddle inference library " "compiled with tensorrt or disable " "the tensorrt engine in inference configuration! ", pass_type)); } else { PADDLE_ENFORCE_EQ(Has(pass_type), true, platform::errors::InvalidArgument( "Pass %s has not been registered.", pass_type)); } return map_.at(pass_type)(); } private: PassRegistry() = default; std::unordered_map map_; DISABLE_COPY_AND_ASSIGN(PassRegistry); }; template struct PassRegistrar : public Registrar { explicit PassRegistrar(const char *pass_type) { PADDLE_ENFORCE_EQ( PassRegistry::Instance().Has(pass_type), false, platform::errors::AlreadyExists( "Pass '%s' is registered more than once.", pass_type)); PassRegistry::Instance().Insert( pass_type, [this, pass_type]() -> std::unique_ptr { std::unique_ptr pass(new PassType()); pass->RegisterRequiredPassAttrs(this->required_pass_attrs_); pass->RegisterRequiredGraphAttrs(this->required_graph_attrs_); pass->RegisterDefaultPassAttrs(this->default_attr_values_); pass->RegisterType(pass_type); return pass; }); } ~PassRegistrar() { for (auto &attr : default_attr_values_) { if (default_attr_dels_.find(attr.first) != default_attr_dels_.end()) { default_attr_dels_[attr.first](); } } default_attr_values_.clear(); default_attr_dels_.clear(); } PassRegistrar &RequirePassAttr(const std::string &attr) { required_pass_attrs_.insert(attr); return *this; } // PassRegistrar takes ownership of default_attr_value template PassRegistrar &DefaultPassAttr(const std::string &attr, AttrType &&default_attr_value) { default_attr_values_[attr] = default_attr_value; default_attr_dels_[attr] = [default_attr_value, attr]() { delete default_attr_value; }; return *this; } PassRegistrar &RequireGraphAttr(const std::string &attr) { required_graph_attrs_.insert(attr); return *this; } private: std::unordered_set required_pass_attrs_; std::unordered_set required_graph_attrs_; std::map default_attr_values_; std::map> default_attr_dels_; }; #define STATIC_ASSERT_PASS_GLOBAL_NAMESPACE(uniq_name, msg) \ struct __test_global_namespace_##uniq_name##__ {}; \ static_assert(std::is_same<::__test_global_namespace_##uniq_name##__, \ __test_global_namespace_##uniq_name##__>::value, \ msg) // Register a new pass that can be applied on the IR. #define REGISTER_PASS(pass_type, pass_class) \ STATIC_ASSERT_PASS_GLOBAL_NAMESPACE( \ __reg_pass__##pass_type, \ "REGISTER_PASS must be called in global namespace"); \ static ::paddle::framework::ir::PassRegistrar \ __pass_registrar_##pass_type##__(#pass_type); \ int TouchPassRegistrar_##pass_type() { \ __pass_registrar_##pass_type##__.Touch(); \ return 0; \ } \ static ::paddle::framework::ir::PassRegistrar \ &__pass_tmp_registrar_##pass_type##__ UNUSED = \ __pass_registrar_##pass_type##__ #define USE_PASS(pass_type) \ STATIC_ASSERT_PASS_GLOBAL_NAMESPACE( \ __use_pass_itself_##pass_type, \ "USE_PASS must be called in global namespace"); \ extern int TouchPassRegistrar_##pass_type(); \ static int use_pass_itself_##pass_type##_ UNUSED = \ TouchPassRegistrar_##pass_type() } // namespace ir } // namespace framework } // namespace paddle