tvm
mutator.h
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19 
20 #ifndef TVM_S_TIR_META_SCHEDULE_MUTATOR_H_
21 #define TVM_S_TIR_META_SCHEDULE_MUTATOR_H_
22 
23 #include <tvm/ffi/function.h>
24 #include <tvm/ffi/optional.h>
25 #include <tvm/ffi/reflection/registry.h>
26 #include <tvm/runtime/object.h>
30 
31 namespace tvm {
32 namespace s_tir {
33 namespace meta_schedule {
34 
35 class TuneContext;
36 class Mutator;
37 
39 class MutatorNode : public runtime::Object {
40  public:
42  virtual ~MutatorNode() = default;
43 
44  static void RegisterReflection() {
45  namespace refl = tvm::ffi::reflection;
46  refl::ObjectDef<MutatorNode>();
47  }
48 
54  virtual void InitializeWithTuneContext(const TuneContext& context) = 0;
55 
62  virtual ffi::Optional<s_tir::Trace> Apply(
63  const s_tir::Trace& trace, support::LinearCongruentialEngine::TRandState* rand_state) = 0;
64 
69  virtual Mutator Clone() const = 0;
70 
71  static constexpr const bool _type_mutable = true;
72  TVM_FFI_DECLARE_OBJECT_INFO("s_tir.meta_schedule.Mutator", MutatorNode, Object);
73 };
74 
79 class Mutator : public runtime::ObjectRef {
80  public:
85  using FInitializeWithTuneContext = ffi::TypedFunction<void(const TuneContext&)>;
91  using FApply = ffi::TypedFunction<ffi::Optional<s_tir::Trace>(
97  using FClone = ffi::TypedFunction<Mutator()>;
102  using FAsString = ffi::TypedFunction<ffi::String()>;
104  TVM_DLL static Mutator MutateTileSize();
110  TVM_DLL static Mutator MutateParallel(int64_t max_jobs_per_core);
115  TVM_DLL static Mutator MutateUnroll();
120  TVM_DLL static Mutator MutateComputeLocation();
125  TVM_DLL static Mutator MutateThreadBinding();
134  TVM_DLL static Mutator PyMutator(FInitializeWithTuneContext f_initialize_with_tune_context,
135  FApply f_apply, FClone f_clone, FAsString f_as_string);
137  TVM_DLL static ffi::Map<Mutator, FloatImm, void> DefaultLLVM();
139  TVM_DLL static ffi::Map<Mutator, FloatImm, void> DefaultCUDA();
141  TVM_DLL static ffi::Map<Mutator, FloatImm, void> DefaultCUDATensorCore();
143  TVM_DLL static ffi::Map<Mutator, FloatImm, void> DefaultHexagon();
144 
146 };
147 
149 class PyMutatorNode : public MutatorNode {
150  public:
163 
164  static void RegisterReflection() {
165  // `f_initialize_with_tune_context` is not registered
166  // `f_apply` is not registered
167  // `f_clone` is not registered
168  // `f_as_string` is not registered
169  }
170 
171  void InitializeWithTuneContext(const TuneContext& context) final;
172  ffi::Optional<s_tir::Trace> Apply(
173  const s_tir::Trace& trace, support::LinearCongruentialEngine::TRandState* rand_state) final;
174  Mutator Clone() const final;
175  TVM_FFI_DECLARE_OBJECT_INFO_FINAL("s_tir.meta_schedule.PyMutator", PyMutatorNode, MutatorNode);
176 };
177 
178 } // namespace meta_schedule
179 } // namespace s_tir
180 } // namespace tvm
181 
182 #endif // TVM_S_TIR_META_SCHEDULE_MUTATOR_H_
Managed reference to TraceNode.
Definition: trace.h:144
Mutator is designed to mutate the trace to explore the design space.
Definition: mutator.h:39
static constexpr const bool _type_mutable
Definition: mutator.h:71
static void RegisterReflection()
Definition: mutator.h:44
virtual ffi::Optional< s_tir::Trace > Apply(const s_tir::Trace &trace, support::LinearCongruentialEngine::TRandState *rand_state)=0
Apply the mutator function to the given trace.
TVM_FFI_DECLARE_OBJECT_INFO("s_tir.meta_schedule.Mutator", MutatorNode, Object)
virtual void InitializeWithTuneContext(const TuneContext &context)=0
Initialize the design space generator with tuning context.
virtual Mutator Clone() const =0
Clone the mutator.
virtual ~MutatorNode()=default
Virtual destructor.
Managed reference to MutatorNode.
Definition: mutator.h:79
static ffi::Map< Mutator, FloatImm, void > DefaultLLVM()
Create default mutators for LLVM.
static ffi::Map< Mutator, FloatImm, void > DefaultHexagon()
Create default mutators for Hexagon.
static ffi::Map< Mutator, FloatImm, void > DefaultCUDA()
Create default mutators for CUDA.
static Mutator PyMutator(FInitializeWithTuneContext f_initialize_with_tune_context, FApply f_apply, FClone f_clone, FAsString f_as_string)
Create a mutator with customized methods on the python-side.
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(Mutator, ObjectRef, MutatorNode)
ffi::TypedFunction< Mutator()> FClone
Clone the mutator.
Definition: mutator.h:97
static Mutator MutateThreadBinding()
Create a Mutator that mutates auto thread binding.
static Mutator MutateParallel(int64_t max_jobs_per_core)
Create a Mutator that mutates the parallel extent.
static ffi::Map< Mutator, FloatImm, void > DefaultCUDATensorCore()
Create default mutators for CUDA with TensorCore.
ffi::TypedFunction< ffi::String()> FAsString
Get the mutator as string with name.
Definition: mutator.h:102
ffi::TypedFunction< ffi::Optional< s_tir::Trace >(const s_tir::Trace &, support::LinearCongruentialEngine::TRandState rand_state)> FApply
Apply the mutator function to the given trace.
Definition: mutator.h:92
static Mutator MutateUnroll()
Create a Mutator that mutates auto unroll step.
static Mutator MutateComputeLocation()
Create a Mutator that mutates the outcome of SampleComputeLocation.
ffi::TypedFunction< void(const TuneContext &)> FInitializeWithTuneContext
The function type of InitializeWithTuneContext method.
Definition: mutator.h:85
static Mutator MutateTileSize()
Create a Mutator that mutates the decision of instruction Sample-Perfect-Tile.
The mutator with customized methods on the python-side.
Definition: mutator.h:149
Mutator Clone() const final
Clone the mutator.
Mutator::FAsString FAsString
Definition: mutator.h:154
FInitializeWithTuneContext f_initialize_with_tune_context
The packed function to the InitializeWithTuneContext function.
Definition: mutator.h:156
ffi::Optional< s_tir::Trace > Apply(const s_tir::Trace &trace, support::LinearCongruentialEngine::TRandState *rand_state) final
Apply the mutator function to the given trace.
static void RegisterReflection()
Definition: mutator.h:164
FApply f_apply
The packed function to the Apply function.
Definition: mutator.h:158
Mutator::FApply FApply
Definition: mutator.h:152
FClone f_clone
The packed function to the Clone function.
Definition: mutator.h:160
void InitializeWithTuneContext(const TuneContext &context) final
Initialize the design space generator with tuning context.
Mutator::FInitializeWithTuneContext FInitializeWithTuneContext
Definition: mutator.h:151
Mutator::FClone FClone
Definition: mutator.h:153
FAsString f_as_string
The packed function to the AsString function.
Definition: mutator.h:162
TVM_FFI_DECLARE_OBJECT_INFO_FINAL("s_tir.meta_schedule.PyMutator", PyMutatorNode, MutatorNode)
Managed reference to TuneContextNode.
Definition: tune_context.h:99
int64_t TRandState
Definition: random_engine.h:46
Definition: repr_printer.h:91
An object that builds and maintains block scope and StmtSref mapping for Dependence analysis.
Definition: analyzer.h:37
A managed object in the TVM runtime.
Random number generator. It provides a generic interface consistent with std::uniform_random_bit_gene...