/* 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. */ #pragma once #include #include #include #include #include "paddle/phi/common/int_array.h" #include "paddle/phi/common/scalar.h" #include "paddle/phi/core/attribute.h" #include "paddle/phi/core/enforce.h" #include "paddle/phi/core/macros.h" #include "paddle/phi/core/meta_tensor.h" #include "paddle/phi/core/type_defs.h" #include "paddle/utils/any.h" #include "paddle/utils/flat_hash_map.h" #include "paddle/utils/small_vector.h" namespace phi { class InferMetaContext { public: InferMetaContext() = default; explicit InferMetaContext(MetaConfig config) : config_(config) {} void SetMetaConfig(MetaConfig config); const MetaConfig& GetMetaConfig() const; void EmplaceBackInput(MetaTensor input); void EmplaceBackOutput(MetaTensor output); void EmplaceBackAttr(Attribute attr); void EmplaceBackInputs( paddle::small_vector inputs); void EmplaceBackOutputs( paddle::small_vector outputs); virtual const MetaTensor& InputAt(size_t idx) const; virtual std::vector InputsBetween(size_t start, size_t end) const; virtual paddle::optional> OptionalInputsBetween(size_t start, size_t end) const; virtual MetaTensor* MutableOutputAt(size_t idx); virtual std::vector MutableOutputBetween(size_t start, size_t end); template const AttrType& AttrAt(size_t idx) const; const Attribute& AttrAt(size_t idx) const; const std::pair& InputRangeAt(size_t idx) const; const std::pair& OutputRangeAt(size_t idx) const; virtual ~InferMetaContext() = default; protected: MetaConfig config_; paddle::small_vector attrs_; paddle::small_vector, phi::kInputSmallVectorSize> input_range_; paddle::small_vector, phi::kOutputSmallVectorSize> output_range_; private: paddle::small_vector inputs_; paddle::small_vector outputs_; }; #define PD_INFER_META(...) \ ::phi::InferMetaFnImpl::Call #define PD_SPECIALIZE_InferMetaFnCallHelper_FOR_ATTRIBUTE(attr_type) \ template \ struct InferMetaFnCallHelper { \ template \ static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { \ static_assert(out_idx == 0, \ "InferMeta's Attributes should appear before Outputs."); \ attr_type arg = ctx->AttrAt(attr_idx); \ InferMetaFnCallHelper< \ Tail...>::template Call(ctx, \ pargs..., \ arg); \ } \ } #define PD_SPECIALIZE_InferMetaFnCallHelper_FOR_CONST_ATTRIBUTE_REF(attr_type) \ template \ struct InferMetaFnCallHelper { \ template \ static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { \ static_assert(out_idx == 0, \ "InferMeta's Attributes should appear before Outputs."); \ const attr_type& arg = ctx->AttrAt(attr_idx); \ InferMetaFnCallHelper< \ Tail...>::template Call(ctx, \ pargs..., \ arg); \ } \ } #define PD_SPECIALIZE_InferMetaFnCallHelper_FOR_TENSOR_SCALAR(attr_type) \ template \ struct InferMetaFnCallHelper { \ template \ static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { \ static_assert(out_idx == 0, \ "InferMeta's Attributes should appear before Outputs."); \ const Attribute& t = ctx->AttrAt(attr_idx); \ static Attribute cmp_t = phi::TensorRef(nullptr); \ attr_type attr1; \ if (cmp_t.index() == t.index()) { \ attr1 = attr_type((*paddle::get(t).Get())); \ } else { \ attr1 = paddle::get(t); \ } \ InferMetaFnCallHelper< \ Tail...>::template Call(ctx, \ pargs..., \ attr1); \ } \ } #define PD_SPECIALIZE_InferMetaFnCallHelper_FOR_TENSOR_INTARRAY(attr_type) \ template \ struct InferMetaFnCallHelper { \ template \ static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { \ static_assert(out_idx == 0, \ "InferMeta's Attributes should appear before Outputs."); \ const Attribute& t = ctx->AttrAt(attr_idx); \ static Attribute cmp_t = phi::TensorRef(nullptr); \ static Attribute vec_ref = \ std::vector({phi::TensorRef(nullptr)}); \ attr_type attr1; \ if (cmp_t.index() == t.index()) { \ attr1 = attr_type((*paddle::get(t).Get())); \ } else if (vec_ref.index() == t.index()) { \ attr1 = attr_type(paddle::get>(t)); \ } else { \ attr1 = paddle::get(t); \ } \ InferMetaFnCallHelper< \ Tail...>::template Call(ctx, \ pargs..., \ attr1); \ } \ } template struct InferMetaTypeTag {}; template struct InferMetaFnImpl; template struct InferMetaFnImpl { static void Call(InferMetaContext* ctx) { InferMetaFnCallHelper>::template Call<0, 0, 0>(ctx); } private: template struct InferMetaFnCallHelper; template struct InferMetaFnCallHelper { template static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { static_assert(attr_idx == 0, "InferMeta's Input should appear before Attributes."); static_assert(out_idx == 0, "InferMeta's Input should appear before Outputs."); const std::pair range = ctx->InputRangeAt(in_idx); const MetaTensor& arg = ctx->InputAt(range.first); InferMetaFnCallHelper< Tail...>::template Call(ctx, pargs..., arg); } }; template struct InferMetaFnCallHelper&, Tail...> { template static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { static_assert(attr_idx == 0, "InferMeta's Input should appear before Attributes."); static_assert(out_idx == 0, "InferMeta's Input should appear before Outputs."); const std::pair range = ctx->InputRangeAt(in_idx); std::vector arg = ctx->InputsBetween(range.first, range.second); InferMetaFnCallHelper< Tail...>::template Call(ctx, pargs..., arg); } }; template struct InferMetaFnCallHelper< const paddle::optional>&, Tail...> { template static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { static_assert(attr_idx == 0, "InferMeta's Input should appear before Attributes."); static_assert(out_idx == 0, "InferMeta's Input should appear before Outputs."); const std::pair range = ctx->InputRangeAt(in_idx); paddle::optional> arg = ctx->OptionalInputsBetween(range.first, range.second); InferMetaFnCallHelper< Tail...>::template Call(ctx, pargs..., arg); } }; PD_SPECIALIZE_InferMetaFnCallHelper_FOR_ATTRIBUTE(bool); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_ATTRIBUTE(int); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_ATTRIBUTE(int64_t); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_ATTRIBUTE(float); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_ATTRIBUTE(double); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_ATTRIBUTE(DataType); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_ATTRIBUTE(Backend); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_ATTRIBUTE(DataLayout); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_CONST_ATTRIBUTE_REF(std::string); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_TENSOR_SCALAR(Scalar); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_TENSOR_INTARRAY(IntArray); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_CONST_ATTRIBUTE_REF( std::vector); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_CONST_ATTRIBUTE_REF(std::vector); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_CONST_ATTRIBUTE_REF( std::vector); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_CONST_ATTRIBUTE_REF( std::vector); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_CONST_ATTRIBUTE_REF( std::vector); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_CONST_ATTRIBUTE_REF( std::vector); PD_SPECIALIZE_InferMetaFnCallHelper_FOR_CONST_ATTRIBUTE_REF( std::vector); template struct InferMetaFnCallHelper { template static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { const std::pair range = ctx->OutputRangeAt(out_idx); MetaTensor* arg = ctx->MutableOutputAt(range.first); InferMetaFnCallHelper< Tail...>::template Call(ctx, pargs..., arg); } }; template struct InferMetaFnCallHelper, Tail...> { template static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { const std::pair range = ctx->OutputRangeAt(out_idx); std::vector arg = ctx->MutableOutputBetween(range.first, range.second); InferMetaFnCallHelper< Tail...>::template Call(ctx, pargs..., arg); } }; template struct InferMetaFnCallHelper { template static void Call(InferMetaContext* ctx, PreviousArgs&... pargs) { MetaConfig arg = ctx->GetMetaConfig(); InferMetaFnCallHelper::template Call( ctx, pargs..., arg); } }; /* End case */ template struct InferMetaFnCallHelper> { template static void Call(InferMetaContext* ctx UNUSED, Args&... args) { return infer_meta_fn(args...); } }; }; class MetaFnFactory { public: static MetaFnFactory& Instance(); bool Contains(const std::string& kernel_name_prefix) const { return meta_fn_map_.count(kernel_name_prefix) > 0; } void Insert(std::string kernel_name_prefix, InferMetaFn infer_meta_fn) { PADDLE_ENFORCE_NE( Contains(kernel_name_prefix), true, phi::errors::AlreadyExists( "`%s`'s Series Kernel's InferMetaFn has been registered.", kernel_name_prefix)); meta_fn_map_.insert( {std::move(kernel_name_prefix), std::move(infer_meta_fn)}); } const InferMetaFn& Get(const std::string& kernel_name_prefix) const { auto it = meta_fn_map_.find(kernel_name_prefix); PADDLE_ENFORCE_NE( it, meta_fn_map_.end(), phi::errors::NotFound( "`%s`'s Series Kernel's InferMetaFn is not registered.", kernel_name_prefix)); return it->second; } private: MetaFnFactory() = default; /** * [ Why use kernel name prefix? ] * * one op -> a matrix of kernels * * such as, scale op, it may correspond to the following kernels: * * - scale, scale_sr, scale_dnnl * - scale_raw, scale_raw_sr, scale_raw_dnnl * * All the kernels in each row correspond to the same infershape function, * the number of kernel arguments in the same row is the same, and only * the tensor types in the arguments are different. */ paddle::flat_hash_map meta_fn_map_; DISABLE_COPY_AND_ASSIGN(MetaFnFactory); }; struct InferMetaFnRegistrar { InferMetaFnRegistrar(const char* kernel_name_prefix, InferMetaFn infer_meta_fn) { MetaFnFactory::Instance().Insert(kernel_name_prefix, std::move(infer_meta_fn)); } }; #define PD_REGISTER_INFER_META_FN(kernel_name_prefix, variadic_infer_meta_fn) \ PD_STATIC_ASSERT_GLOBAL_NAMESPACE( \ PD_REGISTER_infer_meta_fn_ns_check_##kernel_name_prefix, \ "PD_REGISTER_INFER_META_FN must be called in global namespace."); \ static const ::phi::InferMetaFnRegistrar \ __registrar_arg_map_fn_for_##kernel_name_prefix( \ #kernel_name_prefix, PD_INFER_META(variadic_infer_meta_fn)) } // namespace phi