space_generator.h

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 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you under the Apache License, Version 2.0 (the
 * "License"); you may not use this file except in compliance
 * with the License.  You may obtain a copy of the License at
 *
 *   http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing,
 * software distributed under the License is distributed on an
 * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
 * KIND, either express or implied.  See the License for the
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#ifndef TVM_META_SCHEDULE_SPACE_GENERATOR_H_
#define TVM_META_SCHEDULE_SPACE_GENERATOR_H_
 
#include <tvm/ir/module.h>
#include <tvm/meta_schedule/mutator.h>
#include <tvm/meta_schedule/postproc.h>
#include <tvm/meta_schedule/schedule_rule.h>
#include <tvm/node/reflection.h>
#include <tvm/runtime/container/array.h>
#include <tvm/runtime/object.h>
#include <tvm/runtime/packed_func.h>
#include <tvm/target/target.h>
#include <tvm/tir/schedule/schedule.h>
 
namespace tvm {
namespace meta_schedule {
 
// Forward declaration
class TuneContext;
class SpaceGenerator;
 
class SpaceGeneratorNode : public runtime::Object {
 public:
  Optional<Array<ScheduleRule>> sch_rules;
  Optional<Array<Postproc>> postprocs;
  Optional<Map<Mutator, FloatImm>> mutator_probs;
 
  void VisitAttrs(tvm::AttrVisitor* v) {
    v->Visit("sch_rules", &sch_rules);
    v->Visit("postprocs", &postprocs);
    v->Visit("mutator_probs", &mutator_probs);
  }
 
  virtual ~SpaceGeneratorNode() = default;
 
  virtual void InitializeWithTuneContext(const TuneContext& context);
 
  virtual Array<tir::Schedule> GenerateDesignSpace(const IRModule& mod) = 0;
 
  virtual SpaceGenerator Clone() const = 0;
 
  static constexpr const char* _type_key = "meta_schedule.SpaceGenerator";
  TVM_DECLARE_BASE_OBJECT_INFO(SpaceGeneratorNode, Object);
};
 
class SpaceGenerator : public runtime::ObjectRef {
 public:
  using FInitializeWithTuneContext = runtime::TypedPackedFunc<void(const TuneContext&)>;
  using FGenerateDesignSpace = runtime::TypedPackedFunc<Array<tir::Schedule>(const IRModule&)>;
  using FClone = runtime::TypedPackedFunc<SpaceGenerator()>;
 
 protected:
  SpaceGenerator() = default;
 
 public:
  TVM_DLL static SpaceGenerator PySpaceGenerator(
      Optional<Array<ScheduleRule>> sch_rules, Optional<Array<Postproc>> postprocs,
      Optional<Map<Mutator, FloatImm>> mutator_probs,
      FInitializeWithTuneContext f_initialize_with_tune_context,
      FGenerateDesignSpace f_generate_design_space, FClone f_clone);
  TVM_DLL static SpaceGenerator ScheduleFn(PackedFunc schedule_fn,
                                           Optional<Array<ScheduleRule>> sch_rules,
                                           Optional<Array<Postproc>> postprocs,
                                           Optional<Map<Mutator, FloatImm>> mutator_probs);
  TVM_DLL static SpaceGenerator SpaceGeneratorUnion(Array<SpaceGenerator, void> space_generators,
                                                    Optional<Array<ScheduleRule>> sch_rules,
                                                    Optional<Array<Postproc>> postprocs,
                                                    Optional<Map<Mutator, FloatImm>> mutator_probs);
  TVM_DLL static SpaceGenerator PostOrderApply(runtime::PackedFunc f_block_filter,
                                               Optional<Array<ScheduleRule>> sch_rules,
                                               Optional<Array<Postproc>> postprocs,
                                               Optional<Map<Mutator, FloatImm>> mutator_probs);
  TVM_DEFINE_MUTABLE_NOTNULLABLE_OBJECT_REF_METHODS(SpaceGenerator, ObjectRef, SpaceGeneratorNode);
};
 
class PySpaceGeneratorNode : public SpaceGeneratorNode {
 public:
  using FInitializeWithTuneContext = SpaceGenerator::FInitializeWithTuneContext;
  using FGenerateDesignSpace = SpaceGenerator::FGenerateDesignSpace;
  using FClone = SpaceGenerator::FClone;
  FInitializeWithTuneContext f_initialize_with_tune_context;
  FGenerateDesignSpace f_generate_design_space;
  FClone f_clone;
 
  void VisitAttrs(tvm::AttrVisitor* v) {
    SpaceGeneratorNode::VisitAttrs(v);
    // `f_initialize_with_tune_context` is not visited
    // `f_generate_design_space` is not visited
    // `f_clone` is not visited
  }
 
  void InitializeWithTuneContext(const TuneContext& context) final;
  Array<tir::Schedule> GenerateDesignSpace(const IRModule& mod) final;
  SpaceGenerator Clone() const final;
 
  static constexpr const char* _type_key = "meta_schedule.PySpaceGenerator";
  TVM_DECLARE_FINAL_OBJECT_INFO(PySpaceGeneratorNode, SpaceGeneratorNode);
};
 
}  // namespace meta_schedule
}  // namespace tvm
 
#endif  // TVM_META_SCHEDULE_SPACE_GENERATOR_H_