tvm
mutator.h
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19 
20 #ifndef TVM_META_SCHEDULE_MUTATOR_H_
21 #define TVM_META_SCHEDULE_MUTATOR_H_
22 
23 #include <tvm/node/reflection.h>
25 #include <tvm/runtime/object.h>
29 #include <tvm/tir/schedule/trace.h>
30 
31 namespace tvm {
32 namespace meta_schedule {
33 
34 class TuneContext;
35 class Mutator;
36 
38 class MutatorNode : public runtime::Object {
39  public:
41  virtual ~MutatorNode() = default;
42 
44 
50  virtual void InitializeWithTuneContext(const TuneContext& context) = 0;
51 
58  virtual Optional<tir::Trace> Apply(const tir::Trace& trace,
60 
65  virtual Mutator Clone() const = 0;
66 
67  static constexpr const char* _type_key = "meta_schedule.Mutator";
69 };
70 
75 class Mutator : public runtime::ObjectRef {
76  public:
100  TVM_DLL static Mutator MutateTileSize();
106  TVM_DLL static Mutator MutateParallel(int64_t max_jobs_per_core);
111  TVM_DLL static Mutator MutateUnroll();
116  TVM_DLL static Mutator MutateComputeLocation();
121  TVM_DLL static Mutator MutateThreadBinding();
130  TVM_DLL static Mutator PyMutator(FInitializeWithTuneContext f_initialize_with_tune_context, //
131  FApply f_apply, //
132  FClone f_clone, //
133  FAsString f_as_string);
135 };
136 
138 class PyMutatorNode : public MutatorNode {
139  public:
152 
154  // `f_initialize_with_tune_context` is not visited
155  // `f_apply` is not visited
156  // `f_clone` is not visited
157  // `f_as_string` is not visited
158  }
159 
160  void InitializeWithTuneContext(const TuneContext& context) final;
163  Mutator Clone() const final;
164 
165  static constexpr const char* _type_key = "meta_schedule.PyMutator";
167 };
168 
169 } // namespace meta_schedule
170 } // namespace tvm
171 
172 #endif // TVM_META_SCHEDULE_MUTATOR_H_
virtual Mutator Clone() const =0
Clone the mutator.
Runtime Optional container types.
Random number generator. It provides a generic interface consistent with std::uniform_random_bit_gene...
static constexpr const char * _type_key
Definition: mutator.h:67
runtime implementation for LibTorch/TorchScript.
Definition: analyzer.h:36
virtual Optional< tir::Trace > Apply(const tir::Trace &trace, support::LinearCongruentialEngine::TRandState *rand_state)=0
Apply the mutator function to the given trace.
Mutator is designed to mutate the trace to explore the design space.
Definition: mutator.h:38
FApply f_apply
The packed function to the Apply function.
Definition: mutator.h:147
TVM_DECLARE_BASE_OBJECT_INFO(MutatorNode, Object)
FInitializeWithTuneContext f_initialize_with_tune_context
The packed function to the InitializeWithTuneContext function.
Definition: mutator.h:145
virtual ~MutatorNode()=default
Virtual destructor.
base class of all object containers.
Definition: object.h:167
#define TVM_DEFINE_MUTABLE_OBJECT_REF_METHODS(TypeName, ParentType, ObjectName)
Definition: object.h:744
void VisitAttrs(tvm::AttrVisitor *v)
Definition: mutator.h:43
Managed reference to TuneContextNode.
Definition: tune_context.h:135
int64_t TRandState
Definition: random_engine.h:54
runtime::TypedPackedFunc< String()> FAsString
Get the mutator as string with name.
Definition: mutator.h:98
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
runtime::TypedPackedFunc< Optional< tir::Trace >(const tir::Trace &, support::LinearCongruentialEngine::TRandState rand_state)> FApply
Apply the mutator function to the given trace.
Definition: mutator.h:88
void VisitAttrs(tvm::AttrVisitor *v)
Definition: mutator.h:153
The mutator with customized methods on the python-side.
Definition: mutator.h:138
Please refer to TypedPackedFunc<R(Args..)>.
Definition: packed_func.h:60
FClone f_clone
The packed function to the Clone function.
Definition: mutator.h:149
virtual void InitializeWithTuneContext(const TuneContext &context)=0
Initialize the design space generator with tuning context.
Base class of all object reference.
Definition: object.h:511
A managed object in the TVM runtime.
#define TVM_DECLARE_FINAL_OBJECT_INFO(TypeName, ParentType)
helper macro to declare type information in a final class.
Definition: object.h:671
runtime::TypedPackedFunc< Mutator()> FClone
Clone the mutator.
Definition: mutator.h:93
Managed reference to TraceNode.
Definition: trace.h:141
Optional container that to represent to a Nullable variant of T.
Definition: optional.h:51
Reflection and serialization of compiler IR/AST nodes.
runtime::TypedPackedFunc< void(const TuneContext &)> FInitializeWithTuneContext
The function type of InitializeWithTuneContext method.
Definition: mutator.h:81
Managed reference to MutatorNode.
Definition: mutator.h:75
Type-erased function used across TVM API.
FAsString f_as_string
The packed function to the AsString function.
Definition: mutator.h:151