The abstract class for design space generation. More...

#include <space_generator.h>

Inheritance diagram for tvm::meta_schedule::SpaceGeneratorNode:

Collaboration diagram for tvm::meta_schedule::SpaceGeneratorNode:

Public Member Functions
void	VisitAttrs (tvm::AttrVisitor *v)

virtual	~SpaceGeneratorNode ()=default
	Default destructor. More...

virtual void	InitializeWithTuneContext (const TuneContext &context)
	Initialize the design space generator with tuning context. More...

virtual Array< tir::Schedule >	GenerateDesignSpace (const IRModule &mod)=0
	Generate design spaces given a module. More...

virtual SpaceGenerator	Clone () const =0
	Clone the space generator. More...

	TVM_DECLARE_BASE_OBJECT_INFO (SpaceGeneratorNode, 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)

Object &	operator= (const Object &other)

Object &	operator= (Object &&other)

Public Attributes
Optional< Array< ScheduleRule > >	sch_rules
	The schedule rules. More...

Optional< Array< Postproc > >	postprocs
	The postprocessors. More...

Optional< Map< Mutator, FloatImm > >	mutator_probs
	The probability of using certain mutator. More...

Static Public Attributes
static constexpr const char *	_type_key = "meta_schedule.SpaceGenerator"

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

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

The abstract class for design space generation.

Note: The relationship between SpaceGenerator and other classes are as follows: ┌──────────────────────────────────────────────────────────────┐ ┌──┴───────────────────────────────────────────────────────────┐ │ ┌──┴────────────────── Tune Context ───────────────────────────┐ │ │ │ ┌─────────────────────┐ │ │ │ │ │ │ Generate │ │ │ │ │ Space Generator ├──────────────┐ │ │ │ │ │ │ │ │ │ │ │ └─────────────────────┘ ▼ │ │ │ │ Design Space │ │ │ │ ┌─────────────────────┐ │ │ │ │ │ Generate │ │ Pretuning │ │ │ │ │ ┌───────────┤ Search Strategy │◄─────────────┘ │ │ │ │ │ │ │ │ ├──┘ │ │ └─────────────────────┘ ├──┘ └────┼─────────────────────────────────────────────────────────┘ │ │ ┌────┼──────────────── Managed By Task Scheduler ─────────────────────┐ │ │ ┌───────────┐ │ │ │ Send to │ │ Send to │ │ ▼ ┌─────────────►│ Builder ├──────────┐ │ │ Measure Candidate │ Builder │ │ Runner │ │ │ │ │ └───────────┘ │ │ │ │ ┌────────────┴────────┐ │ │ │ │ │ │ ┌───────────┐ │ │ │ └────►│ Task Scheduler │ │ │ │ │ │ │ │ │ Runner │◄─────────┘ │ │ └─────────────────────┘ │ │ │ │ ▲ └─────┬─────┘ │ │ │ │ │ │ └─── Runner Future ◄────┘ │ └─────────────────────────────────────────────────────────────────────┘

Constructor & Destructor Documentation

◆ ~SpaceGeneratorNode()

virtual tvm::meta_schedule::SpaceGeneratorNode::~SpaceGeneratorNode ( )

virtualdefault

Default destructor.

Member Function Documentation

◆ Clone()

virtual SpaceGenerator tvm::meta_schedule::SpaceGeneratorNode::Clone ( ) const

pure virtual

Clone the space generator.

Returns: The cloned space generator.

Implemented in tvm::meta_schedule::PySpaceGeneratorNode.

◆ GenerateDesignSpace()

virtual Array<tir::Schedule> tvm::meta_schedule::SpaceGeneratorNode::GenerateDesignSpace ( const IRModule & mod )

pure virtual

Generate design spaces given a module.

Parameters

mod	The module used for design space generation.

Returns: The generated design spaces, i.e., schedules.

Implemented in tvm::meta_schedule::PySpaceGeneratorNode.

◆ InitializeWithTuneContext()

virtual void tvm::meta_schedule::SpaceGeneratorNode::InitializeWithTuneContext ( const TuneContext & context )

virtual

Initialize the design space generator with tuning context.

Parameters

context The tuning context for initialization.

Note: This method is supposed to be called only once before every other method.

Reimplemented in tvm::meta_schedule::PySpaceGeneratorNode.

◆ TVM_DECLARE_BASE_OBJECT_INFO()

tvm::meta_schedule::SpaceGeneratorNode::TVM_DECLARE_BASE_OBJECT_INFO	(	SpaceGeneratorNode	,
		Object
	)

◆ VisitAttrs()

void tvm::meta_schedule::SpaceGeneratorNode::VisitAttrs ( tvm::AttrVisitor * v )

inline

Member Data Documentation

◆ _type_key

constexpr const char* tvm::meta_schedule::SpaceGeneratorNode::_type_key = "meta_schedule.SpaceGenerator"

staticconstexpr

◆ mutator_probs

Optional<Map<Mutator, FloatImm> > tvm::meta_schedule::SpaceGeneratorNode::mutator_probs

The probability of using certain mutator.

◆ postprocs

Optional<Array<Postproc> > tvm::meta_schedule::SpaceGeneratorNode::postprocs

The postprocessors.

◆ sch_rules

Optional<Array<ScheduleRule> > tvm::meta_schedule::SpaceGeneratorNode::sch_rules

The schedule rules.

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

include/tvm/meta_schedule/space_generator.h

Public Member Functions

Public Attributes

Static Public Attributes

Additional Inherited Members