tvm
Public Member Functions | Public Attributes | Static Public Attributes | List of all members
tvm::transform::SequentialNode Class Reference

The SequentialNode contains a set of passes that transform Relay/Relax programs from one AST to another semantically equivalent one. More...

#include <transform.h>

Inheritance diagram for tvm::transform::SequentialNode:
Collaboration diagram for tvm::transform::SequentialNode:

Public Member Functions

void VisitAttrs (tvm::AttrVisitor *v)
 
PassInfo Info () const override
 Get the pass information/meta data. More...
 
void ResolveDependency (const IRModule &mod)
 Resolve the pass dependency. It globs all required passes by a given pass and executes them. More...
 
IRModule operator() (IRModule mod, const PassContext &pass_ctx) const final
 Perform optimizations on a series of passes. The aforementioned typical pass manager jobs could be done by it. This function could be overloaded to focus on different metrics, i.e. performance, memory footprint, etc. More...
 
 TVM_DECLARE_FINAL_OBJECT_INFO (SequentialNode, PassNode)
 
- Public Member Functions inherited from tvm::transform::PassNode
virtual ~PassNode ()
 
IRModule operator() (IRModule mod) const
 Transform mod using the default PassContext in the current scope. More...
 
void VisitAttrs (AttrVisitor *v)
 
 TVM_DECLARE_BASE_OBJECT_INFO (PassNode, 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

PassInfo pass_info
 
tvm::Array< Passpasses
 A list of passes that used to compose a sequential pass. More...
 

Static Public Attributes

static constexpr const char * _type_key = "transform.Sequential"
 
- Static Public Attributes inherited from tvm::transform::PassNode
static constexpr const char * _type_key = "transform.Pass"
 
- 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 SequentialNode contains a set of passes that transform Relay/Relax programs from one AST to another semantically equivalent one.

One example of this level of pass is that the pass manager needs to correctly perform a host of optimizations with a given optimization level and disabled passes.

Member Function Documentation

◆ Info()

PassInfo tvm::transform::SequentialNode::Info ( ) const
inlineoverridevirtual

Get the pass information/meta data.

Implements tvm::transform::PassNode.

◆ operator()()

IRModule tvm::transform::SequentialNode::operator() ( IRModule  mod,
const PassContext pass_ctx 
) const
finalvirtual

Perform optimizations on a series of passes. The aforementioned typical pass manager jobs could be done by it. This function could be overloaded to focus on different metrics, i.e. performance, memory footprint, etc.

Parameters
modThe module that these passes are applied on.
pass_ctxThe context that these passes execute on.
Returns
Return the updated module.

Implements tvm::transform::PassNode.

◆ ResolveDependency()

void tvm::transform::SequentialNode::ResolveDependency ( const IRModule mod)

Resolve the pass dependency. It globs all required passes by a given pass and executes them.

Parameters
modThe module that an optimization pass runs on.

TODO(zhiics) Build a dependency graph among the passes using provided metadata, i.e. required_passes. Likely, we can have a data structure, i.e. PassInfo, to store the relevant information including the parent passes.

◆ TVM_DECLARE_FINAL_OBJECT_INFO()

tvm::transform::SequentialNode::TVM_DECLARE_FINAL_OBJECT_INFO ( SequentialNode  ,
PassNode   
)

◆ VisitAttrs()

void tvm::transform::SequentialNode::VisitAttrs ( tvm::AttrVisitor v)
inline

Member Data Documentation

◆ _type_key

constexpr const char* tvm::transform::SequentialNode::_type_key = "transform.Sequential"
staticconstexpr

◆ pass_info

PassInfo tvm::transform::SequentialNode::pass_info

◆ passes

tvm::Array<Pass> tvm::transform::SequentialNode::passes

A list of passes that used to compose a sequential pass.


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