tvm
module.h
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19 
24 #ifndef TVM_IR_MODULE_H_
25 #define TVM_IR_MODULE_H_
26 
27 #include <tvm/ir/adt.h>
28 #include <tvm/ir/expr.h>
29 #include <tvm/ir/function.h>
30 #include <tvm/ir/type.h>
31 #include <tvm/parser/source_map.h>
35 
36 #include <string>
37 #include <unordered_map>
38 #include <unordered_set>
39 #include <utility>
40 #include <vector>
41 
42 namespace tvm {
43 
44 class IRModule;
45 
56 class IRModuleNode : public Object {
57  public:
64  /* \brief Additional attributes storing meta-data about the module. */
66 
86  template <typename TObjectRef>
88  const std::string& attr_key,
89  Optional<TObjectRef> default_value = Optional<TObjectRef>(nullptr)) const {
90  return attrs.GetAttr(attr_key, default_value);
91  }
92  // variant that uses TObjectRef to enable implicit conversion to default value.
93  template <typename TObjectRef>
94  Optional<TObjectRef> GetAttr(const std::string& attr_key, TObjectRef default_value) const {
95  return GetAttr<TObjectRef>(attr_key, Optional<TObjectRef>(default_value));
96  }
97 
117  bool HasNonzeroAttr(const std::string& attr_key) const { return attrs.HasNonzeroAttr(attr_key); }
118 
119  IRModuleNode() : source_map() {}
120 
122  v->Visit("functions", &functions);
123  v->Visit("type_definitions", &type_definitions);
124  v->Visit("global_var_map_", &global_var_map_);
125  v->Visit("global_type_var_map_", &global_type_var_map_);
126  v->Visit("source_map", &source_map);
127  v->Visit("attrs", &attrs);
128  }
129 
130  TVM_DLL bool SEqualReduce(const IRModuleNode* other, SEqualReducer equal) const;
131 
132  TVM_DLL void SHashReduce(SHashReducer hash_reduce) const;
133 
141  TVM_DLL void Add(const GlobalVar& var, const BaseFunc& func, bool update = false);
142 
150  TVM_DLL void AddUnchecked(const GlobalVar& var, const BaseFunc& func);
151 
159  TVM_DLL void AddTypeDef(const GlobalTypeVar& var, const TypeData& type, bool update = false);
160 
170  TVM_DLL void AddTypeDefUnchecked(const GlobalTypeVar& var, const TypeData& type,
171  bool update = false);
172 
178  TVM_DLL void Update(const GlobalVar& var, const BaseFunc& func);
179 
185  TVM_DLL void UpdateTypeDef(const GlobalTypeVar& var, const TypeData& type);
186 
191  TVM_DLL void Remove(const GlobalVar& var);
192 
198  TVM_DLL bool ContainGlobalVar(const String& name) const;
199 
205  TVM_DLL bool ContainGlobalTypeVar(const String& name) const;
206 
212  TVM_DLL GlobalVar GetGlobalVar(const String& str) const;
213 
218  TVM_DLL Array<GlobalVar> GetGlobalVars() const;
219 
225  TVM_DLL GlobalTypeVar GetGlobalTypeVar(const String& str) const;
226 
231  TVM_DLL Array<GlobalTypeVar> GetGlobalTypeVars() const;
232 
239  TVM_DLL Constructor GetConstructor(const String& adt, const String& cons) const;
240 
246  TVM_DLL BaseFunc Lookup(const GlobalVar& var) const;
247 
253  TVM_DLL BaseFunc Lookup(const String& name) const;
254 
260  TVM_DLL TypeData LookupTypeDef(const GlobalTypeVar& var) const;
261 
267  TVM_DLL TypeData LookupTypeDef(const String& var) const;
268 
274  TVM_DLL Constructor LookupTag(const int32_t tag);
275 
281  TVM_DLL void Update(const IRModule& other);
282 
287  TVM_DLL IRModule ShallowCopy();
288 
298  TVM_DLL void Import(const String& path);
299 
304  TVM_DLL void ImportFromStd(const String& path);
305 
310  TVM_DLL Bool ShouldLinkParameters() const;
311 
315  TVM_DLL std::unordered_set<String> Imports() const;
316 
317  static constexpr const char* _type_key = "IRModule";
318  static constexpr const bool _type_has_method_sequal_reduce = true;
319  static constexpr const bool _type_has_method_shash_reduce = true;
321 
322  private:
324  void RegisterConstructors(const GlobalTypeVar& var, const TypeData& type);
325 
332  String GetUniqueName(const String& name);
333 
337  Map<String, GlobalVar> global_var_map_;
338 
342  Map<String, GlobalTypeVar> global_type_var_map_;
343 
347  std::unordered_map<int32_t, Constructor> constructor_tag_map_;
348 
352  std::unordered_set<String> import_set_;
353  friend class IRModule;
354 };
355 
360 class IRModule : public ObjectRef {
361  public:
370  TVM_DLL explicit IRModule(Map<GlobalVar, BaseFunc> functions,
371  Map<GlobalTypeVar, TypeData> type_definitions = {},
372  std::unordered_set<String> import_set = {}, parser::SourceMap map = {},
373  DictAttrs attrs = {});
374 
384  auto* ptr = get_mutable();
385  ICHECK(ptr != nullptr);
386  return static_cast<IRModuleNode*>(ptr);
387  }
388 
414  static std::pair<IRModule, GlobalVar> FromExprInContext(
415  const RelayExpr& expr, const Map<GlobalVar, BaseFunc>& global_funcs = {},
416  const Map<GlobalTypeVar, TypeData>& type_definitions = {},
417  std::unordered_set<String> import_set = {});
418 
423  TVM_DLL static IRModule FromExpr(const RelayExpr& expr,
424  const Map<GlobalVar, BaseFunc>& global_funcs = {},
425  const Map<GlobalTypeVar, TypeData>& type_definitions = {});
426 
433  TVM_DLL static IRModule FromText(const String& text, const String& source_path);
434 
440  IRModule ShallowCopyIRModule(IRModule mod);
441 
444 
446  static constexpr bool _type_is_nullable = false;
447 
448  // allow copy on write.
450 };
451 
461 TVM_DLL String PrettyPrint(const ObjectRef& node);
462 
477 TVM_DLL String AsText(const ObjectRef& node, bool show_meta_data = true,
478  runtime::TypedPackedFunc<String(ObjectRef)> annotate = nullptr);
479 
480 namespace attr {
481 
489 constexpr const char* kExecutor = "executor";
490 
498 constexpr const char* kRuntime = "runtime";
499 
507 constexpr const char* kWorkspaceMemoryPools = "workspace_memory_pools";
508 
516 constexpr const char* kConstantMemoryPools = "constant_memory_pools";
517 
518 /*
519  * \brief Module attribute for tir constants
520  */
521 constexpr const char* kConstantsArray = "Constants";
522 
523 } // namespace attr
524 } // namespace tvm
525 #endif // TVM_IR_MODULE_H_
static constexpr const bool _type_has_method_shash_reduce
Definition: module.h:319
Function nodes.
constexpr const char * kExecutor
Executor targetted by the module.
Definition: module.h:489
void VisitAttrs(AttrVisitor *v)
Definition: module.h:121
A custom smart pointer for Object.
Definition: object.h:358
Boolean constant.
Definition: expr.h:369
TVM_DECLARE_FINAL_OBJECT_INFO(IRModuleNode, Object)
String AsText(const ObjectRef &node, bool show_meta_data=true, runtime::TypedPackedFunc< String(ObjectRef)> annotate=nullptr)
Render the node as a string in the text format.
void ImportFromStd(const String &path)
Import Relay code from the file at path, relative to the standard library.
void AddUnchecked(const GlobalVar &var, const BaseFunc &func)
Add a function to the global environment.
constexpr const char * kConstantMemoryPools
constant memory pools of the module
Definition: module.h:516
Runtime String container types.
void AddTypeDef(const GlobalTypeVar &var, const TypeData &type, bool update=false)
Add a type-level definition to the global environment.
A Reducer class to reduce the structural equality result of two objects.
Definition: structural_equal.h:102
IRModuleNode()
Definition: module.h:119
Base expr nodes in TVM.
TypeData LookupTypeDef(const GlobalTypeVar &var) const
Look up a global type definition by its variable.
void Add(const GlobalVar &var, const BaseFunc &func, bool update=false)
Add a function to the global environment.
runtime implementation for LibTorch/TorchScript.
Definition: analyzer.h:36
Optional< TObjectRef > GetAttr(const std::string &attr_key, TObjectRef default_value) const
Definition: module.h:94
A Reducer class to reduce the structural hash value.
Definition: structural_hash.h:102
PrimExpr equal(PrimExpr a, PrimExpr b, Span span=Span())
equal
GlobalTypeVar GetGlobalTypeVar(const String &str) const
Look up a global function by its name.
Managed reference to GlobalTypeVarNode.
Definition: type.h:313
A map from source names to source code.
Bool ShouldLinkParameters() const
Should Link Parameters into the module.
bool ContainGlobalTypeVar(const String &name) const
Check if the global_type_var_map_ contains a global type variable.
Managed reference to DictAttrsNode.
Definition: attrs.h:227
base class of all object containers.
Definition: object.h:167
Definition: source_map.h:97
Constructor GetConstructor(const String &adt, const String &cons) const
Find constructor of ADT using name.
Managed reference to ConstructorNode.
Definition: adt.h:88
static constexpr const char * _type_key
Definition: module.h:317
bool ContainGlobalVar(const String &name) const
Check if the global_var_map_ contains a global variable.
void AddTypeDefUnchecked(const GlobalTypeVar &var, const TypeData &type, bool update=false)
Add a type-level definition to the global environment.
parser::SourceMap source_map
The source map for the module.
Definition: module.h:63
Runtime Array container types.
Visitor class to get the attributes of an AST/IR node. The content is going to be called for each fie...
Definition: reflection.h:52
GlobalVar GetGlobalVar(const String &str) const
Lookup a global function by its variable.
IR/AST nodes for the unified type system in TVM.
Map< GlobalVar, BaseFunc > functions
A map from ids to all global functions.
Definition: module.h:59
void Remove(const GlobalVar &var)
Remove a function from the global environment.
Optional< TObjectRef > GetAttr(const std::string &attr_key, Optional< TObjectRef > default_value=Optional< TObjectRef >(nullptr)) const
Get a function attribute.
Definition: attrs.h:259
Array, container representing a contiguous sequence of ObjectRefs.
Definition: array.h:270
Constructor LookupTag(const int32_t tag)
Look up a constructor by its tag.
Array< GlobalTypeVar > GetGlobalTypeVars() const
Collect all global type vars defined in this module.
Managed reference to GlobalVarNode.
Definition: expr.h:261
IRModuleNode * operator->() const
Definition: module.h:383
IRModule(ObjectPtr< Object > n)
constructor
Definition: module.h:381
constexpr const char * kConstantsArray
Definition: module.h:521
Reference to string objects.
Definition: string.h:124
Please refer to TypedPackedFunc<R(Args..)>.
Definition: packed_func.h:60
Managed reference to RelayExprNode.
Definition: expr.h:217
friend class IRModule
Definition: module.h:353
IRModule ShallowCopy()
Create a shallow copy of this IRModule.
Algebraic data type definitions.
Array< GlobalVar > GetGlobalVars() const
Collect all global vars defined in this module.
String PrettyPrint(const ObjectRef &node)
Pretty print a node for debug purposes.
Var var(std::string name_hint, DataType t=DataType::Int(32))
Construct a new Var expression.
Base class of all object reference.
Definition: object.h:511
#define TVM_DEFINE_OBJECT_REF_COW_METHOD(ObjectName)
Define CopyOnWrite function in an ObjectRef.
Definition: object.h:785
constexpr const char * kWorkspaceMemoryPools
workspace memory pools of the module
Definition: module.h:507
void UpdateTypeDef(const GlobalTypeVar &var, const TypeData &type)
Update a type definition in the global environment.
void Import(const String &path)
Import Relay code from the file at path.
Managed reference class to IRModuleNode.
Definition: module.h:360
Stores all data for an Algebraic Data Type (ADT).
Definition: adt.h:149
Map container of NodeRef->NodeRef in DSL graph. Map implements copy on write semantics, which means map is mutable but copy will happen when array is referenced in more than two places.
Definition: map.h:1268
Runtime Map container types.
Managed reference to BaseFuncNode.
Definition: function.h:143
Optional container that to represent to a Nullable variant of T.
Definition: optional.h:51
DictAttrs attrs
Definition: module.h:65
bool SEqualReduce(const IRModuleNode *other, SEqualReducer equal) const
std::unordered_set< String > Imports() const
The set of imported files.
tvm::PrimExpr mod(const tvm::PrimExpr &a, const tvm::PrimExpr &b)
Definition: broadcast.h:290
IRModule that holds functions and type definitions.
Definition: module.h:56
void SHashReduce(SHashReducer hash_reduce) const
constexpr const char * kRuntime
Runtime target of the module.
Definition: module.h:498
BaseFunc Lookup(const GlobalVar &var) const
Look up a global function by its variable.
bool HasNonzeroAttr(const std::string &attr_key) const
Check whether the module has an non-zero integer attr.
Definition: module.h:117
void Update(const GlobalVar &var, const BaseFunc &func)
Update a function in the global environment.
IRModule()
default constructor
Definition: module.h:376
Map< GlobalTypeVar, TypeData > type_definitions
A map from global type vars to ADT type data.
Definition: module.h:61
Optional< TObjectRef > GetAttr(const std::string &attr_key, Optional< TObjectRef > default_value=Optional< TObjectRef >(nullptr)) const
Get a module attribute.
Definition: module.h:87
static constexpr const bool _type_has_method_sequal_reduce
Definition: module.h:318
bool HasNonzeroAttr(const std::string &attr_key) const
Check whether the function has an non-zero integer attr.
Definition: attrs.h:298