[Bug] Fix Infinite Loop Caused When Calling Methods Not Overrided In PyClass

include/tvm/meta_schedule/builder.h

@@ -137,6 +137,7 @@ class PyBuilderNode : public BuilderNode {
   }
 
   Array<BuilderResult> Build(const Array<BuilderInput>& build_inputs) final {
+    ICHECK(f_build != nullptr) << "PyBuilder's Build method not implemented!";
     return f_build(build_inputs);
   }
 

include/tvm/meta_schedule/database.h

@@ -230,18 +230,29 @@ class PyDatabaseNode : public DatabaseNode {
     // `f_size` is not visited
   }
 
-  static constexpr const char* _type_key = "meta_schedule.PyDatabase";
-  TVM_DECLARE_FINAL_OBJECT_INFO(PyDatabaseNode, DatabaseNode);
-
-  Workload CommitWorkload(const IRModule& mod) final { return f_commit_workload(mod); }
+  Workload CommitWorkload(const IRModule& mod) final {
+    ICHECK(f_commit_workload != nullptr) << "PyDatabase's CommitWorkload method not implemented!";
+    return f_commit_workload(mod);
+  }
 
-  void CommitTuningRecord(const TuningRecord& record) final { f_commit_tuning_record(record); }
+  void CommitTuningRecord(const TuningRecord& record) final {
+    ICHECK(f_commit_tuning_record != nullptr)
+        << "PyDatabase's CommitTuningRecord method not implemented!";
+    f_commit_tuning_record(record);
+  }
 
   Array<TuningRecord> GetTopK(const Workload& workload, int top_k) final {
+    ICHECK(f_get_top_k != nullptr) << "PyDatabase's GetTopK method not implemented!";
     return f_get_top_k(workload, top_k);
   }
 
-  int64_t Size() final { return f_size(); }
+  int64_t Size() final {
+    ICHECK(f_size != nullptr) << "PyDatabase's Size method not implemented!";
+    return f_size();
+  }
+
+  static constexpr const char* _type_key = "meta_schedule.PyDatabase";
+  TVM_DECLARE_FINAL_OBJECT_INFO(PyDatabaseNode, DatabaseNode);
 };
 
 /*!

include/tvm/meta_schedule/measure_callback.h

@@ -96,6 +96,7 @@ class PyMeasureCallbackNode : public MeasureCallbackNode {
              const Array<MeasureCandidate>& measure_candidates,  //
              const Array<BuilderResult>& builds,                 //
              const Array<RunnerResult>& results) final {
+    ICHECK(f_apply != nullptr) << "PyMeasureCallback's Apply method not implemented!";
     return this->f_apply(task_scheduler, tasks, measure_candidates, builds, results);
   }
 

include/tvm/meta_schedule/mutator.h

@@ -86,10 +86,15 @@ class PyMutatorNode : public MutatorNode {
   }
 
   void InitializeWithTuneContext(const TuneContext& context) final {
+    ICHECK(f_initialize_with_tune_context != nullptr)
+        << "PyMutator's InitializeWithTuneContext method not implemented!";
     this->f_initialize_with_tune_context(context);
   }
 
-  Optional<tir::Trace> Apply(const tir::Trace& trace) final { return this->f_apply(trace); }
+  Optional<tir::Trace> Apply(const tir::Trace& trace) final {
+    ICHECK(f_apply != nullptr) << "PyMutator's Apply method not implemented!";
+    return this->f_apply(trace);
+  }
 
   static constexpr const char* _type_key = "meta_schedule.PyMutator";
   TVM_DECLARE_FINAL_OBJECT_INFO(PyMutatorNode, MutatorNode);

include/tvm/meta_schedule/postproc.h

@@ -91,10 +91,15 @@ class PyPostprocNode : public PostprocNode {
   }
 
   void InitializeWithTuneContext(const TuneContext& context) final {
+    ICHECK(f_initialize_with_tune_context != nullptr)
+        << "PyPostproc's InitializeWithTuneContext method not implemented!";
     this->f_initialize_with_tune_context(context);
   }
 
-  bool Apply(const tir::Schedule& sch) final { return this->f_apply(sch); }
+  bool Apply(const tir::Schedule& sch) final {
+    ICHECK(f_apply != nullptr) << "PyPostproc's Apply method not implemented!";
+    return this->f_apply(sch);
+  }
 
   static constexpr const char* _type_key = "meta_schedule.PyPostproc";
   TVM_DECLARE_FINAL_OBJECT_INFO(PyPostprocNode, PostprocNode);

include/tvm/meta_schedule/runner.h

@@ -207,7 +207,10 @@ class PyRunnerNode : public RunnerNode {
     // `f_run` is not visited
   }
 
-  Array<RunnerFuture> Run(Array<RunnerInput> runner_inputs) final { return f_run(runner_inputs); }
+  Array<RunnerFuture> Run(Array<RunnerInput> runner_inputs) final {
+    ICHECK(f_run != nullptr) << "PyRunner's Run method not implemented!";
+    return f_run(runner_inputs);
+  }
 
   static constexpr const char* _type_key = "meta_schedule.PyRunner";
   TVM_DECLARE_FINAL_OBJECT_INFO(PyRunnerNode, RunnerNode);

include/tvm/meta_schedule/schedule_rule.h

@@ -90,10 +90,13 @@ class PyScheduleRuleNode : public ScheduleRuleNode {
   }
 
   void InitializeWithTuneContext(const TuneContext& context) final {
+    ICHECK(f_initialize_with_tune_context != nullptr)
+        << "PyScheduleRule's InitializeWithTuneContext method not implemented!";
     this->f_initialize_with_tune_context(context);
   }
 
   Array<tir::Schedule> Apply(const tir::Schedule& sch, const tir::BlockRV& block) final {
+    ICHECK(f_apply != nullptr) << "PyScheduleRule's Apply method not implemented!";
     return this->f_apply(sch, block);
   }
 

include/tvm/meta_schedule/search_strategy.h

@@ -188,20 +188,30 @@ class PySearchStrategyNode : public SearchStrategyNode {
   }
 
   void InitializeWithTuneContext(const TuneContext& context) final {
+    ICHECK(f_initialize_with_tune_context != nullptr)
+        << "PySearchStrategy's InitializeWithTuneContext method not implemented!";
     this->f_initialize_with_tune_context(context);
   }
 
   void PreTuning(const Array<tir::Schedule>& design_spaces) final {
+    ICHECK(f_pre_tuning != nullptr) << "PySearchStrategy's PreTuning method not implemented!";
     this->f_pre_tuning(design_spaces);
   }
 
-  void PostTuning() final { this->f_post_tuning(); }
+  void PostTuning() final {
+    ICHECK(f_post_tuning != nullptr) << "PySearchStrategy's PostTuning method not implemented!";
+    this->f_post_tuning();
+  }
 
   Optional<Array<MeasureCandidate>> GenerateMeasureCandidates() final {
+    ICHECK(f_generate_measure_candidates != nullptr)
+        << "PySearchStrategy's GenerateMeasureCandidates method not implemented!";
     return this->f_generate_measure_candidates();
   }
 
   void NotifyRunnerResults(const Array<RunnerResult>& results) final {
+    ICHECK(f_notify_runner_results != nullptr)
+        << "PySearchStrategy's NotifyRunnerResults method not implemented!";
     this->f_notify_runner_results(results);
   }
 

include/tvm/meta_schedule/space_generator.h

@@ -113,10 +113,14 @@ class PySpaceGeneratorNode : public SpaceGeneratorNode {
   }
 
   void InitializeWithTuneContext(const TuneContext& tune_context) final {
+    ICHECK(f_initialize_with_tune_context != nullptr)
+        << "PySpaceGenerator's InitializeWithTuneContext !";
     f_initialize_with_tune_context(tune_context);
   }
 
   Array<tir::Schedule> GenerateDesignSpace(const IRModule& mod) final {
+    ICHECK(f_generate_design_space != nullptr)
+        << "PySpaceGenerator's GenerateDesignSpace method not implemented!";
     return f_generate_design_space(mod);
   }
 

include/tvm/meta_schedule/task_scheduler.h

@@ -126,6 +126,8 @@ class TaskSchedulerNode : public runtime::Object {
   TVM_DECLARE_BASE_OBJECT_INFO(TaskSchedulerNode, Object);
 };
 
+class TaskScheduler;
+
 /*! \brief The task scheduler with customized methods on the python-side. */
 class PyTaskSchedulerNode : public TaskSchedulerNode {
  public:
@@ -183,26 +185,47 @@ class PyTaskSchedulerNode : public TaskSchedulerNode {
   }
 
   void Tune() final {  //
-    f_tune();
+    if (f_tune == nullptr) {
+      TaskSchedulerNode::Tune();
+    } else {
+      f_tune();
+    }
   }
 
   void InitializeTask(int task_id) final {  //
-    f_initialize_task(task_id);
+    if (f_initialize_task == nullptr) {
+      TaskSchedulerNode::InitializeTask(task_id);
+    } else {
+      f_initialize_task(task_id);
+    }
   }
 
   void SetTaskStopped(int task_id) final {  //
-    f_set_task_stopped(task_id);
+    if (f_set_task_stopped == nullptr) {
+      TaskSchedulerNode::SetTaskStopped(task_id);
+    } else {
+      f_set_task_stopped(task_id);
+    }
   }
 
   bool IsTaskRunning(int task_id) final {  //
-    return f_is_task_running(task_id);
+    if (f_is_task_running == nullptr) {
+      return TaskSchedulerNode::IsTaskRunning(task_id);
+    } else {
+      return f_is_task_running(task_id);
+    }
   }
 
   void JoinRunningTask(int task_id) final {  //
-    f_join_running_task(task_id);
+    if (f_join_running_task == nullptr) {
+      return TaskSchedulerNode::JoinRunningTask(task_id);
+    } else {
+      return f_join_running_task(task_id);
+    }
   }
 
   int NextTaskId() final {  //
+    ICHECK(f_next_task_id != nullptr) << "PyTaskScheduler's NextTaskId method not implemented!";
     return f_next_task_id();
   }
 

python/tvm/meta_schedule/builder/builder.py

@@ -23,6 +23,7 @@
 from tvm.target import Target
 
 from .. import _ffi_api
+from ..utils import check_override
 
 
 @register_object("meta_schedule.BuilderInput")
@@ -119,6 +120,7 @@ class PyBuilder(Builder):
     def __init__(self):
         """Constructor."""
 
+        @check_override(self.__class__, Builder)
         def f_build(build_inputs: List[BuilderInput]) -> List[BuilderResult]:
             return self.build(build_inputs)
 

python/tvm/meta_schedule/database/database.py

@@ -25,7 +25,7 @@
 
 from .. import _ffi_api
 from ..arg_info import ArgInfo
-from ..utils import _json_de_tvm
+from ..utils import _json_de_tvm, check_override
 
 
 @register_object("meta_schedule.Workload")
@@ -207,15 +207,19 @@ class PyDatabase(Database):
     def __init__(self):
         """Constructor."""
 
+        @check_override(self.__class__, Database)
         def f_commit_workload(mod: IRModule) -> Workload:
             return self.commit_workload(mod)
 
+        @check_override(self.__class__, Database)
         def f_commit_tuning_record(record: TuningRecord) -> None:
             self.commit_tuning_record(record)
 
+        @check_override(self.__class__, Database)
         def f_get_top_k(workload: Workload, top_k: int) -> List[TuningRecord]:
             return self.get_top_k(workload, top_k)
 
+        @check_override(self.__class__, Database, func_name="__len__")
         def f_size() -> int:
             return len(self)
 
@@ -225,4 +229,4 @@ def f_size() -> int:
             f_commit_tuning_record,
             f_get_top_k,
             f_size,
-        )
+        )

python/tvm/meta_schedule/measure_callback/measure_callback.py

@@ -20,16 +20,16 @@
 
 from tvm._ffi import register_object
 from tvm.runtime import Object
-from tvm.meta_schedule import TuneContext
-from tvm.meta_schedule.search_strategy import MeasureCandidate
-from tvm.meta_schedule.builder import BuilderResult
-from tvm.meta_schedule.runner import RunnerResult
-from tvm.meta_schedule.utils import _get_hex_address
+
+from ..tune_context import TuneContext
+from ..search_strategy import MeasureCandidate
+from ..builder import BuilderResult
+from ..runner import RunnerResult
+from ..utils import _get_hex_address, check_override
 
 from .. import _ffi_api
 
 if TYPE_CHECKING:
-    from ..tune_context import TuneContext
     from ..task_scheduler import TaskScheduler
 
 
@@ -77,6 +77,7 @@ class PyMeasureCallback(MeasureCallback):
     def __init__(self):
         """Constructor."""
 
+        @check_override(self.__class__, MeasureCallback)
         def f_apply(
             task_scheduler: "TaskScheduler",
             tasks: List[TuneContext],

python/tvm/meta_schedule/mutator/mutator.py

@@ -21,7 +21,7 @@
 from tvm.runtime import Object
 from tvm.tir.schedule import Trace
 
-from ..utils import _get_hex_address
+from ..utils import _get_hex_address, check_override
 from .. import _ffi_api
 
 if TYPE_CHECKING:
@@ -66,9 +66,11 @@ class PyMutator(Mutator):
     def __init__(self):
         """Constructor."""
 
+        @check_override(self.__class__, Mutator)
         def f_initialize_with_tune_context(tune_context: "TuneContext") -> None:
             self.initialize_with_tune_context(tune_context)
 
+        @check_override(self.__class__, Mutator)
         def f_apply(trace: Trace) -> Optional[Trace]:
             return self.apply(trace)
 

python/tvm/meta_schedule/postproc/postproc.py

@@ -18,12 +18,12 @@
 
 from typing import TYPE_CHECKING
 
-from tvm._ffi import register_object, register_func
+from tvm._ffi import register_object
 from tvm.runtime import Object
 from tvm.tir.schedule import Schedule
-from tvm.meta_schedule.utils import _get_hex_address
 
 from .. import _ffi_api
+from ..utils import _get_hex_address, check_override
 
 if TYPE_CHECKING:
     from ..tune_context import TuneContext
@@ -75,9 +75,11 @@ class PyPostproc(Postproc):
     def __init__(self):
         """Constructor."""
 
+        @check_override(self.__class__, Postproc)
         def f_initialize_with_tune_context(tune_context: "TuneContext") -> None:
             self.initialize_with_tune_context(tune_context)
 
+        @check_override(self.__class__, Postproc)
         def f_apply(sch: Schedule) -> bool:
             return self.apply(sch)
 

python/tvm/meta_schedule/runner/runner.py

@@ -22,6 +22,7 @@
 
 from .. import _ffi_api
 from ..arg_info import ArgInfo
+from ..utils import check_override
 
 
 @register_object("meta_schedule.RunnerInput")
@@ -158,6 +159,7 @@ class PyRunner(Runner):
     def __init__(self) -> None:
         """Constructor"""
 
+        @check_override(self.__class__, Runner)
         def f_run(runner_inputs: List[RunnerInput]) -> List[RunnerFuture]:
             return self.run(runner_inputs)
 

python/tvm/meta_schedule/schedule_rule/schedule_rule.py

@@ -24,7 +24,7 @@
 from tvm.runtime import Object
 from tvm.tir.schedule import Schedule, BlockRV
 
-from ..utils import _get_hex_address
+from ..utils import _get_hex_address, check_override
 from .. import _ffi_api
 
 if TYPE_CHECKING:
@@ -72,9 +72,11 @@ class PyScheduleRule(ScheduleRule):
     def __init__(self):
         """Constructor."""
 
+        @check_override(self.__class__, ScheduleRule)
         def f_initialize_with_tune_context(tune_context: "TuneContext") -> None:
             self.initialize_with_tune_context(tune_context)
 
+        @check_override(self.__class__, ScheduleRule)
         def f_apply(sch: Schedule, block: BlockRV) -> List[Schedule]:
             return self.apply(sch, block)