A wrapper for cost model defined by python code This class will call functions defined in the python. More...

#include <cost_model.h>

Inheritance diagram for tvm::auto_scheduler::PythonBasedModelNode:

Collaboration diagram for tvm::auto_scheduler::PythonBasedModelNode:

Public Member Functions
void	Update (const Array< MeasureInput > &inputs, const Array< MeasureResult > &results) final
	Update the cost model according to new measurement results (training data). More...

void	Predict (const SearchTask &task, const Array< State > &states, std::vector< float > *scores) final
	Predict the scores of states. More...

void	PredictStages (const SearchTask &task, const Array< State > &states, std::vector< float > state_scores, std::vector< std::vector< float >> stage_scores) final
	Predict the scores of all stages in states. This is the breakdown version of `Predict` More...

	TVM_DECLARE_FINAL_OBJECT_INFO (PythonBasedModelNode, CostModelNode)

Public Member Functions inherited from tvm::auto_scheduler::CostModelNode
virtual	~CostModelNode ()
	Default virtual destructor. More...

	TVM_DECLARE_BASE_OBJECT_INFO (CostModelNode, 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
PackedFunc	update_func
	Pointer to the update function in python. More...

PackedFunc	predict_func
	Pointer to the predict function in python. More...

PackedFunc	predict_stage_func
	Pointer to the predict function in python. More...

Static Public Attributes
static constexpr const char *	_type_key = "auto_scheduler.PythonBasedModel"

Static Public Attributes inherited from tvm::auto_scheduler::CostModelNode
static constexpr const char *	_type_key = "auto_scheduler.CostModel"

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

A wrapper for cost model defined by python code This class will call functions defined in the python.

Member Function Documentation

◆ Predict()

void tvm::auto_scheduler::PythonBasedModelNode::Predict	(	const SearchTask &	task,
		const Array< State > &	states,
		std::vector< float > *	scores
	)

finalvirtual

Predict the scores of states.

Parameters

task	The search task of states
states	The input states
scores	The predicted scores for all states

Implements tvm::auto_scheduler::CostModelNode.

◆ PredictStages()

void tvm::auto_scheduler::PythonBasedModelNode::PredictStages	(	const SearchTask &	task,
		const Array< State > &	states,
		std::vector< float > *	state_scores,
		std::vector< std::vector< float >> *	stage_scores
	)

finalvirtual

Predict the scores of all stages in states. This is the breakdown version of Predict

Parameters

task	The search task
states	The input states
state_scores	The predicted scores for all states
stage_scores	The predicted scores for all stages in all stages

Reimplemented from tvm::auto_scheduler::CostModelNode.

◆ TVM_DECLARE_FINAL_OBJECT_INFO()

tvm::auto_scheduler::PythonBasedModelNode::TVM_DECLARE_FINAL_OBJECT_INFO	(	PythonBasedModelNode	,
		CostModelNode
	)

◆ Update()

void tvm::auto_scheduler::PythonBasedModelNode::Update	(	const Array< MeasureInput > &	inputs,
		const Array< MeasureResult > &	results
	)

finalvirtual

Update the cost model according to new measurement results (training data).

Parameters

inputs	The measure inputs
results	The measure results

Implements tvm::auto_scheduler::CostModelNode.

Member Data Documentation

◆ _type_key

constexpr const char* tvm::auto_scheduler::PythonBasedModelNode::_type_key = "auto_scheduler.PythonBasedModel"

staticconstexpr

◆ predict_func

PackedFunc tvm::auto_scheduler::PythonBasedModelNode::predict_func

Pointer to the predict function in python.

◆ predict_stage_func

PackedFunc tvm::auto_scheduler::PythonBasedModelNode::predict_stage_func

Pointer to the predict function in python.

◆ update_func

PackedFunc tvm::auto_scheduler::PythonBasedModelNode::update_func

Pointer to the update function in python.

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

include/tvm/auto_scheduler/cost_model.h

Public Member Functions

Public Attributes

Static Public Attributes

Additional Inherited Members

Detailed Description

Member Function Documentation

◆ Predict()

◆ PredictStages()

◆ TVM_DECLARE_FINAL_OBJECT_INFO()

◆ Update()

Member Data Documentation

◆ _type_key

◆ predict_func

◆ predict_stage_func

◆ update_func