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postproc.h
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1/*
2 * Licensed to the Apache Software Foundation (ASF) under one
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6 * to you under the Apache License, Version 2.0 (the
7 * "License"); you may not use this file except in compliance
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10 * http://www.apache.org/licenses/LICENSE-2.0
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15 * KIND, either express or implied. See the License for the
16 * specific language governing permissions and limitations
17 * under the License.
18 */
19
20#ifndef TVM_S_TIR_META_SCHEDULE_POSTPROC_H_
21#define TVM_S_TIR_META_SCHEDULE_POSTPROC_H_
22
23#include <tvm/ffi/function.h>
24#include <tvm/ffi/reflection/registry.h>
25#include <tvm/ir/prim/expr.h>
26#include <tvm/runtime/base.h>
28
29namespace tvm {
30namespace s_tir {
31using namespace tvm::prim;
32namespace meta_schedule {
33
34class TuneContext;
35class Postproc;
36
40class PostprocNode : public ffi::Object {
41 public:
43 virtual ~PostprocNode() = default;
44
45 static void RegisterReflection() {
46 namespace refl = tvm::ffi::reflection;
47 refl::ObjectDef<PostprocNode>();
48 }
49
56
62 virtual bool Apply(const s_tir::Schedule& sch) = 0;
63
68 virtual Postproc Clone() const = 0;
69
70 static constexpr const bool _type_mutable = true;
71 TVM_FFI_DECLARE_OBJECT_INFO("s_tir.meta_schedule.Postproc", PostprocNode, ffi::Object);
72};
73
78class Postproc : public ffi::ObjectRef {
79 public:
84 using FInitializeWithTuneContext = ffi::TypedFunction<void(const TuneContext&)>;
90 using FApply = ffi::TypedFunction<bool(const s_tir::Schedule&)>;
95 using FClone = ffi::TypedFunction<Postproc()>;
103 TVM_DLL static Postproc PyPostproc(FInitializeWithTuneContext f_initialize_with_tune_context, //
104 FApply f_apply, //
105 FClone f_clone);
163 TVM_DLL static ffi::Array<Postproc, void> DefaultLLVM();
165 TVM_DLL static ffi::Array<Postproc, void> DefaultCPUTensorization();
167 TVM_DLL static ffi::Array<Postproc, void> DefaultRISCV();
169 TVM_DLL static ffi::Array<Postproc, void> DefaultCUDA();
171 TVM_DLL static ffi::Array<Postproc, void> DefaultCUDATensorCore();
173 TVM_DLL static ffi::Array<Postproc, void> DefaultHexagon();
174
176};
177
180 public:
190
191 static void RegisterReflection() {
192 // `f_initialize_with_tune_context` is not registered
193 // `f_apply` is not registered
194 // `f_clone` is not registered
195 namespace refl = tvm::ffi::reflection;
196 refl::ObjectDef<PyPostprocNode>();
197 }
198
200 bool Apply(const s_tir::Schedule& sch) final;
203};
204
205} // namespace meta_schedule
206} // namespace s_tir
207} // namespace tvm
208
209#endif // TVM_S_TIR_META_SCHEDULE_POSTPROC_H_
RAII wrapper function to enter and exit a context object similar to python's with syntax.
Definition with_context.h:59
Managed reference to ScheduleNode.
Definition schedule.h:887
Rules to apply a postprocessor to a schedule.
Definition postproc.h:40
TVM_FFI_DECLARE_OBJECT_INFO("s_tir.meta_schedule.Postproc", PostprocNode, ffi::Object)
virtual bool Apply(const s_tir::Schedule &sch)=0
Apply a postprocessor to the given schedule.
static constexpr const bool _type_mutable
Definition postproc.h:70
virtual ~PostprocNode()=default
Virtual destructor.
virtual void InitializeWithTuneContext(const TuneContext &context)=0
Initialize the design space generator with tuning context.
virtual Postproc Clone() const =0
Clone the postprocessor.
static void RegisterReflection()
Definition postproc.h:45
Managed reference to PostprocNode.
Definition postproc.h:78
static ffi::Array< Postproc, void > DefaultRISCV()
Create default postprocessors for RISCV.
static Postproc DisallowDynamicLoop()
Create a postprocessor that checks if all loops are static.
static ffi::Array< Postproc, void > DefaultHexagon()
Create default postprocessors for Hexagon.
static Postproc DisallowAsyncStridedMemCopy()
Create a postprocessor that checks if all async mem copies are not strided.
static ffi::Array< Postproc, void > DefaultCUDA()
Create default postprocessors for CUDA.
ffi::TypedFunction< void(const TuneContext &)> FInitializeWithTuneContext
The function type of InitializeWithTuneContext method.
Definition postproc.h:84
static Postproc RewriteUnboundBlock(int max_threadblocks)
Create a postprocessor that adds thread binding to unbound blocks.
static Postproc RewriteCooperativeFetch()
Create a postprocessor that rewrites the cooperative fetch annotation to actual vectorized cooperativ...
ffi::TypedFunction< bool(const s_tir::Schedule &)> FApply
Apply a postprocessor to the given schedule.
Definition postproc.h:90
static Postproc RewriteReductionBlock()
Create a postprocessor that rewrites reduction block by moving the init block out.
static Postproc PyPostproc(FInitializeWithTuneContext f_initialize_with_tune_context, FApply f_apply, FClone f_clone)
Create a postprocessor with customized methods on the python-side.
static ffi::Array< Postproc, void > DefaultCUDATensorCore()
Create default postprocessors for CUDA with TensorCore.
static Postproc RewriteTensorize(bool vectorize_init_loop=false)
Create a postprocessor that applies tensorization to annotated blocks.
static Postproc VerifyGPUCode()
Creates a postprocessor that verifies if the GPU code is correct.
static Postproc RewriteLayout()
Creates a postprocessor that rewrites the layout of input tensor.
static Postproc RewriteParallelVectorizeUnroll()
Creates a postprocessor that applies parallelization, vectorization and auto unrolling according to t...
static ffi::Array< Postproc, void > DefaultLLVM()
Create default postprocessors for LLVM.
ffi::TypedFunction< Postproc()> FClone
Clone the postprocessor.
Definition postproc.h:95
static ffi::Array< Postproc, void > DefaultCPUTensorization()
Create default postprocessors for x86 (AVX512 and VNNI)
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(Postproc, ffi::ObjectRef, PostprocNode)
static Postproc VerifyVTCMLimit()
Verifies that the VTCM usage of a given schedule is within the provided limit.
The postprocessor with customized methods on the python-side.
Definition postproc.h:179
Postproc::FInitializeWithTuneContext FInitializeWithTuneContext
Definition postproc.h:181
Postproc Clone() const final
Clone the postprocessor.
FClone f_clone
The packed function to the Clone function.
Definition postproc.h:189
FInitializeWithTuneContext f_initialize_with_tune_context
The packed function to the InitializeWithTuneContext function.
Definition postproc.h:185
Postproc::FClone FClone
Definition postproc.h:183
void InitializeWithTuneContext(const TuneContext &context) final
Initialize the design space generator with tuning context.
TVM_FFI_DECLARE_OBJECT_INFO_FINAL("s_tir.meta_schedule.PyPostproc", PyPostprocNode, PostprocNode)
FApply f_apply
The packed function to the Apply function.
Definition postproc.h:187
Postproc::FApply FApply
Definition postproc.h:182
bool Apply(const s_tir::Schedule &sch) final
Apply a postprocessor to the given schedule.
static void RegisterReflection()
Definition postproc.h:191
Managed reference to TuneContextNode.
Definition tune_context.h:101
TIR expressions.
Definition builtin.h:25
An object that builds and maintains block scope and StmtSref mapping for Dependence analysis.
Definition analyzer.h:40