tvm
Public Member Functions | Public Attributes | Static Public Attributes | Friends | List of all members
tvm::OpNode Class Reference

Primitive Op(builtin intrinsics) More...

#include <op.h>

Inheritance diagram for tvm::OpNode:
Collaboration diagram for tvm::OpNode:

Public Member Functions

void VisitAttrs (AttrVisitor *v)
 
bool SEqualReduce (const OpNode *other, SEqualReducer equal) const
 
void SHashReduce (SHashReducer hash_reduce) const
 
bool IsPrimitiveOp () const
 Check that if current op is a "primtive operator". That is the arguments are all type variables, and there is a single type relation applied to the input and output types. More...
 
 TVM_DECLARE_FINAL_OBJECT_INFO (OpNode, RelayExprNode)
 
- Public Member Functions inherited from tvm::RelayExprNode
const Typechecked_type () const
 
template<typename TTypeNode >
const TTypeNode * type_as () const
 Check if the inferred(checked) type of the Expr is backed by a TTypeNode and return it. More...
 
VirtualDevice virtual_device () const
 
 TVM_DECLARE_BASE_OBJECT_INFO (RelayExprNode, BaseExprNode)
 
- Public Member Functions inherited from tvm::BaseExprNode
 TVM_DECLARE_BASE_OBJECT_INFO (BaseExprNode, Object)
 
- Public Member Functions inherited from tvm::runtime::Object
uint32_t type_index () const
 
std::string GetTypeKey () const
 
size_t GetTypeKeyHash () const
 
template<typename TargetType >
bool IsInstance () const
 
bool unique () const
 
 Object ()
 
 Object (const Object &other)
 
 Object (Object &&other)
 
Objectoperator= (const Object &other)
 
Objectoperator= (Object &&other)
 

Public Attributes

String name
 name of the operator More...
 
FuncType op_type
 the type of the operator More...
 
String description
 detailed description of the operator This can be used to generate docstring automatically for the operator. More...
 
Array< AttrFieldInfoarguments
 
String attrs_type_key
 The type key of the attribute field This can be empty, in which case it defaults to anything. More...
 
uint32_t attrs_type_index {0}
 attribute type index, this field varies in each run and is not exposed to frontend. More...
 
int32_t num_inputs = -1
 number of input arguments to the operator, -1 means it is variable length More...
 
int32_t support_level = 10
 support level of the operator, The lower the more priority it contains. This is in analogies to BLAS levels. More...
 
- Public Attributes inherited from tvm::RelayExprNode
Type checked_type_ = Type(nullptr)
 Stores the result of type inference(type checking). More...
 
Optional< ObjectRefstruct_info_ = Optional<ObjectRef>()
 Stores the result of structure information of the expression that encapsulate both static shape and runtime information such as shape. More...
 
ObjectRef virtual_device_
 The virtual device (VirtualDevice) for this node (the result of device planning). For first-order expressions (non functions), this describes where the result of evaluating the expression should be stored. Note that currently, all composite first-order values (tuples, references, ADTs) must be stored on the same virtual device. This means that it is not possible to store two tuple fields on different devices, so we only need one virtual device for these types. More...
 
- Public Attributes inherited from tvm::BaseExprNode
Span span
 Span that points to the original source code. Reserved debug information. More...
 

Static Public Attributes

static constexpr const char * _type_key = "Op"
 
- Static Public Attributes inherited from tvm::RelayExprNode
static constexpr const char * _type_key = "RelayExpr"
 
static constexpr const uint32_t _type_child_slots = 22
 
- Static Public Attributes inherited from tvm::BaseExprNode
static constexpr const char * _type_key = "BaseExpr"
 
static constexpr const bool _type_has_method_sequal_reduce = true
 
static constexpr const bool _type_has_method_shash_reduce = true
 
static constexpr const uint32_t _type_child_slots = 62
 
- Static Public Attributes inherited from tvm::runtime::Object
static constexpr const char * _type_key = "runtime.Object"
 
static constexpr bool _type_final = false
 
static constexpr uint32_t _type_child_slots = 0
 
static constexpr bool _type_child_slots_can_overflow = true
 
static constexpr bool _type_has_method_visit_attrs = true
 
static constexpr bool _type_has_method_sequal_reduce = false
 
static constexpr bool _type_has_method_shash_reduce = false
 
static constexpr uint32_t _type_index = TypeIndex::kDynamic
 

Friends

template<typename >
class AttrRegistryMapContainerMap
 
template<typename , typename >
class AttrRegistry
 
class OpRegEntry
 
bool IsPrimitiveOp (const RelayExpr &)
 Check that an expression is a "primitive operator". More...
 

Additional Inherited Members

- Public Types inherited from tvm::runtime::Object
typedef void(* FDeleter) (Object *self)
 Object deleter. More...
 
using RefCounterType = std::atomic< int32_t >
 
- Static Public Member Functions inherited from tvm::runtime::Object
static std::string TypeIndex2Key (uint32_t tindex)
 Get the type key of the corresponding index from runtime. More...
 
static size_t TypeIndex2KeyHash (uint32_t tindex)
 Get the type key hash of the corresponding index from runtime. More...
 
static uint32_t TypeKey2Index (const std::string &key)
 Get the type index of the corresponding key from runtime. More...
 
static uint32_t _GetOrAllocRuntimeTypeIndex ()
 
static uint32_t RuntimeTypeIndex ()
 
- Protected Member Functions inherited from tvm::runtime::Object
void IncRef ()
 developer function, increases reference counter. More...
 
void DecRef ()
 developer function, decrease reference counter. More...
 
- Static Protected Member Functions inherited from tvm::runtime::Object
static uint32_t GetOrAllocRuntimeTypeIndex (const std::string &key, uint32_t static_tindex, uint32_t parent_tindex, uint32_t type_child_slots, bool type_child_slots_can_overflow)
 Get the type index using type key. More...
 
- Protected Attributes inherited from tvm::runtime::Object
uint32_t type_index_ {0}
 Type index(tag) that indicates the type of the object. More...
 
RefCounterType ref_counter_ {0}
 The internal reference counter. More...
 
FDeleter deleter_ = nullptr
 deleter of this object to enable customized allocation. If the deleter is nullptr, no deletion will be performed. The creator of the object must always set the deleter field properly. More...
 

Detailed Description

Primitive Op(builtin intrinsics)

This data structure stores the meta-data about primitive operators that can be invoked via Call.

Low-level IR intrinsics(such as libc.expf) are also implemented via Op.

See also
Op

Member Function Documentation

◆ IsPrimitiveOp()

bool tvm::OpNode::IsPrimitiveOp ( ) const
inline

Check that if current op is a "primtive operator". That is the arguments are all type variables, and there is a single type relation applied to the input and output types.

◆ SEqualReduce()

bool tvm::OpNode::SEqualReduce ( const OpNode other,
SEqualReducer  equal 
) const
inline

◆ SHashReduce()

void tvm::OpNode::SHashReduce ( SHashReducer  hash_reduce) const
inline

◆ TVM_DECLARE_FINAL_OBJECT_INFO()

tvm::OpNode::TVM_DECLARE_FINAL_OBJECT_INFO ( OpNode  ,
RelayExprNode   
)

◆ VisitAttrs()

void tvm::OpNode::VisitAttrs ( AttrVisitor v)
inline

Friends And Related Function Documentation

◆ AttrRegistry

template<typename , typename >
friend class AttrRegistry
friend

◆ AttrRegistryMapContainerMap

template<typename >
friend class AttrRegistryMapContainerMap
friend

◆ IsPrimitiveOp

bool IsPrimitiveOp ( const RelayExpr expr)
friend

Check that an expression is a "primitive operator".

Will return true if the expression is an operator which matches the form of primitive operators registered directly by the Relay codebase.

That is the arguments are all type variables, and there is a single type relation applied to the input and output types.

Parameters
exprAn expression.
Returns
Whether the expression is primitive op.

◆ OpRegEntry

friend class OpRegEntry
friend

Member Data Documentation

◆ _type_key

constexpr const char* tvm::OpNode::_type_key = "Op"
staticconstexpr

◆ arguments

Array<AttrFieldInfo> tvm::OpNode::arguments

◆ attrs_type_index

uint32_t tvm::OpNode::attrs_type_index {0}

attribute type index, this field varies in each run and is not exposed to frontend.

◆ attrs_type_key

String tvm::OpNode::attrs_type_key

The type key of the attribute field This can be empty, in which case it defaults to anything.

◆ description

String tvm::OpNode::description

detailed description of the operator This can be used to generate docstring automatically for the operator.

◆ name

String tvm::OpNode::name

name of the operator

◆ num_inputs

int32_t tvm::OpNode::num_inputs = -1

number of input arguments to the operator, -1 means it is variable length

◆ op_type

FuncType tvm::OpNode::op_type
mutable

the type of the operator

◆ support_level

int32_t tvm::OpNode::support_level = 10

support level of the operator, The lower the more priority it contains. This is in analogies to BLAS levels.


The documentation for this class was generated from the following file: