gemini-code-assist[bot] commented on PR #18735: URL: https://github.com/apache/tvm/pull/18735#issuecomment-3867345706
## Summary of Changes Hello @tqchen, I'm Gemini Code Assist[^1]! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed! This pull request performs a significant refactoring by moving the `meta_schedule` infrastructure into the `s_tir` namespace. This change improves the logical organization of the project, ensuring that components related to structural TIR are cohesively grouped. The migration involved extensive file renaming and updates to code references across both C++ and Python layers to align with the new hierarchical structure. ### Highlights * **Namespace Migration**: The entire `meta_schedule` component has been migrated into the `s_tir` namespace, changing its full path from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule` across the codebase. * **File Renaming**: All header files previously located under `include/tvm/meta_schedule/` have been renamed and moved to `include/tvm/s_tir/meta_schedule/`. Similarly, Python files under `python/tvm/meta_schedule/` are now under `python/tvm/s_tir/meta_schedule/`, and C++ source files under `src/meta_schedule/` are now under `src/s_tir/meta_schedule/`. * **Codebase Updates**: Numerous code references have been updated, including C++ namespace declarations, FFI object registration strings (e.g., `meta_schedule.ArgInfo` to `s_tir.meta_schedule.ArgInfo`), Python import paths, and global FFI function calls to reflect the new namespace. * **Build System Adjustment**: The `CMakeLists.txt` file has been modified to remove the old `src/meta_schedule` glob and ensure proper inclusion of the newly structured `src/s_tir` directory. 🧠**New Feature in Public Preview:** You can now enable **Memory** to help **Gemini Code Assist** learn from your team's feedback. This makes future code reviews more consistent and personalized to your project's style. **Click [here](https://codeassist.google/code-review/login) to enable Memory in your admin console.** <details> <summary><b>Changelog</b></summary> * **CMakeLists.txt** * Removed `src/auto_scheduler`, `src/meta_schedule`, and `src/autotvm` from the `COMPILER_SRCS` glob pattern. * **include/tvm/meta_schedule/*.h** * Renamed all header files from `include/tvm/meta_schedule/` to `include/tvm/s_tir/meta_schedule/`. * Updated include guards (e.g., `TVM_META_SCHEDULE_ARG_INFO_H_` to `TVM_S_TIR_META_SCHEDULE_ARG_INFO_H_`). * Wrapped `meta_schedule` content within a new `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO` and `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` macros to use the `s_tir.meta_schedule` prefix. * **python/tvm/contrib/hexagon/meta_schedule.py** * Updated import statements from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **python/tvm/contrib/ndk.py** * Changed `register_global_func` decorator from `meta_schedule.builder.export_ndk` to `s_tir.meta_schedule.builder.export_ndk`. * **python/tvm/dlight/benchmark/bench.py** * Updated imports from `tvm.meta_schedule.runner` to `tvm.s_tir.meta_schedule.runner`. * **python/tvm/exec/gpu_memory_bandwidth.py** * Updated imports from `tvm.meta_schedule.runner` to `tvm.s_tir.meta_schedule.runner`. * **python/tvm/meta_schedule/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule`. * **python/tvm/meta_schedule/_ffi_api.py** * Renamed file to `python/tvm/s_tir/meta_schedule/_ffi_api.py`. * Updated docstring and `tvm_ffi.init_ffi_api` call to `s_tir.meta_schedule`. * **python/tvm/meta_schedule/arg_info.py** * Renamed file to `python/tvm/s_tir/meta_schedule/arg_info.py`. * Updated `register_object` decorators for `ArgInfo` and `TensorInfo` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/builder/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/builder/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.builder`. * **python/tvm/meta_schedule/builder/builder.py** * Renamed file to `python/tvm/s_tir/meta_schedule/builder/builder.py`. * Updated `register_object` decorators for `BuilderInput`, `BuilderResult`, `Builder`, and `PyBuilder` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/builder/local_builder.py** * Renamed file to `python/tvm/s_tir/meta_schedule/builder/local_builder.py`. * Updated relative import for `contrib.popen_pool`. * Changed `register_global_func` decorators for `default_build`, `default_export`, and `get_local_builder` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/cost_model/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/cost_model/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.cost_model`. * **python/tvm/meta_schedule/cost_model/cost_model.py** * Renamed file to `python/tvm/s_tir/meta_schedule/cost_model/cost_model.py`. * Updated `register_object` decorators for `CostModel` and `PyCostModel` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/cost_model/mlp_model.py** * Renamed file to `python/tvm/s_tir/meta_schedule/cost_model/mlp_model.py`. * Updated relative import for `contrib.tar` and `runtime`. * **python/tvm/meta_schedule/cost_model/xgb_model.py** * Renamed file to `python/tvm/s_tir/meta_schedule/cost_model/xgb_model.py`. * Updated relative import for `contrib.tar` and `runtime`. * **python/tvm/meta_schedule/database/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/database/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.database`. * **python/tvm/meta_schedule/database/database.py** * Renamed file to `python/tvm/s_tir/meta_schedule/database/database.py`. * Updated `register_object` decorators for `Workload`, `TuningRecord`, `Database`, and `PyDatabase` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/database/json_database.py** * Renamed file to `python/tvm/s_tir/meta_schedule/database/json_database.py`. * Updated `register_object` decorator for `JSONDatabase` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/database/memory_database.py** * Renamed file to `python/tvm/s_tir/meta_schedule/database/memory_database.py`. * Updated `register_object` decorator for `MemoryDatabase` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/database/ordered_union_database.py** * Renamed file to `python/tvm/s_tir/meta_schedule/database/ordered_union_database.py`. * Updated `register_object` decorator for `OrderedUnionDatabase` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/database/schedule_fn_database.py** * Renamed file to `python/tvm/s_tir/meta_schedule/database/schedule_fn_database.py`. * Updated `register_object` decorator for `ScheduleFnDatabase` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/database/union_database.py** * Renamed file to `python/tvm/s_tir/meta_schedule/database/union_database.py`. * Updated `register_object` decorator for `UnionDatabase` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/extracted_task.py** * Renamed file to `python/tvm/s_tir/meta_schedule/extracted_task.py`. * Updated `register_object` decorator for `ExtractedTask` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/feature_extractor/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/feature_extractor/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.feature_extractor`. * **python/tvm/meta_schedule/feature_extractor/feature_extractor.py** * Renamed file to `python/tvm/s_tir/meta_schedule/feature_extractor/feature_extractor.py`. * Updated `register_object` decorators for `FeatureExtractor` and `PyFeatureExtractor` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/feature_extractor/per_store_feature.py** * Renamed file to `python/tvm/s_tir/meta_schedule/feature_extractor/per_store_feature.py`. * Updated `register_object` decorator for `PerStoreFeature` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/logging.py** * Renamed file to `python/tvm/s_tir/meta_schedule/logging.py`. * Updated global logger name and formatter names to use `tvm.s_tir.meta_schedule`. * **python/tvm/meta_schedule/measure_callback/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/measure_callback/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.measure_callback`. * **python/tvm/meta_schedule/measure_callback/add_to_database.py** * Renamed file to `python/tvm/s_tir/meta_schedule/measure_callback/add_to_database.py`. * Updated `register_object` decorator for `AddToDatabase` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/measure_callback/measure_callback.py** * Renamed file to `python/tvm/s_tir/meta_schedule/measure_callback/measure_callback.py`. * Updated `register_object` decorators for `MeasureCallback` and `PyMeasureCallback` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/measure_callback/remove_build_artifact.py** * Renamed file to `python/tvm/s_tir/meta_schedule/measure_callback/remove_build_artifact.py`. * Updated `register_object` decorator for `RemoveBuildArtifact` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/measure_callback/update_cost_model.py** * Renamed file to `python/tvm/s_tir/meta_schedule/measure_callback/update_cost_model.py`. * Updated `register_object` decorator for `UpdateCostModel` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/mutator/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/mutator/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.mutator`. * **python/tvm/meta_schedule/mutator/mutate_compute_location.py** * Renamed file to `python/tvm/s_tir/meta_schedule/mutator/mutate_compute_location.py`. * Updated `register_object` decorator for `MutateComputeLocation` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/mutator/mutate_parallel.py** * Renamed file to `python/tvm/s_tir/meta_schedule/mutator/mutate_parallel.py`. * Updated `register_object` decorator for `MutateParallel` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/mutator/mutate_thread_binding.py** * Renamed file to `python/tvm/s_tir/meta_schedule/mutator/mutate_thread_binding.py`. * Updated `register_object` decorator for `MutateThreadBinding` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/mutator/mutate_tile_size.py** * Renamed file to `python/tvm/s_tir/meta_schedule/mutator/mutate_tile_size.py`. * Updated `register_object` decorator for `MutateTileSize` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/mutator/mutate_unroll.py** * Renamed file to `python/tvm/s_tir/meta_schedule/mutator/mutate_unroll.py`. * Updated `register_object` decorator for `MutateUnroll` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/mutator/mutator.py** * Renamed file to `python/tvm/s_tir/meta_schedule/mutator/mutator.py`. * Updated `register_object` decorator for `Mutator` and `PyMutator` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/post_optimization/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/post_optimization/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.database` (likely a copy-paste error in original, should be `post_optimization`). * **python/tvm/meta_schedule/post_optimization/space.py** * Renamed file to `python/tvm/s_tir/meta_schedule/post_optimization/space.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **python/tvm/meta_schedule/postproc/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.postproc`. * **python/tvm/meta_schedule/postproc/disallow_async_strided_mem_copy.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/disallow_async_strided_mem_copy.py`. * Updated `register_object` decorator for `DisallowAsyncStridedMemCopy` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/disallow_dynamic_loop.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/disallow_dynamic_loop.py`. * Updated `register_object` decorator for `DisallowDynamicLoop` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/postproc.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/postproc.py`. * Updated `register_object` decorators for `Postproc` and `PyPostproc` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/rewrite_cooperative_fetch.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/rewrite_cooperative_fetch.py`. * Updated `register_object` decorator for `RewriteCooperativeFetch` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/rewrite_layout.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/rewrite_layout.py`. * Updated `register_object` decorator for `RewriteLayout` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/rewrite_parallel_vectorize_unroll.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/rewrite_parallel_vectorize_unroll.py`. * Updated `register_object` decorator for `RewriteParallelVectorizeUnroll` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/rewrite_reduction_block.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/rewrite_reduction_block.py`. * Updated `register_object` decorator for `RewriteReductionBlock` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/rewrite_tensorize.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/rewrite_tensorize.py`. * Updated `register_object` decorator for `RewriteTensorize` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/rewrite_unbound_block.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/rewrite_unbound_block.py`. * Updated `register_object` decorator for `RewriteUnboundBlock` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/verify_gpu_code.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/verify_gpu_code.py`. * Updated `register_object` decorator for `VerifyGPUCode` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/postproc/verify_vtcm_limit.py** * Renamed file to `python/tvm/s_tir/meta_schedule/postproc/verify_vtcm_limit.py`. * Updated `register_object` decorator for `VerifyVTCMLimit` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/profiler.py** * Renamed file to `python/tvm/s_tir/meta_schedule/profiler.py`. * Updated `register_object` decorator for `Profiler` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/relax_integration.py** * Renamed file to `python/tvm/s_tir/meta_schedule/relax_integration.py`. * Changed `register_global_func` decorator from `tvm.meta_schedule.tune_relax` to `tvm.s_tir.meta_schedule.tune_relax`. * **python/tvm/meta_schedule/runner/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/runner/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.runner`. * **python/tvm/meta_schedule/runner/local_runner.py** * Renamed file to `python/tvm/s_tir/meta_schedule/runner/local_runner.py`. * Updated relative imports for `contrib.popen_pool` and `runtime`. * Changed `register_global_func` decorator from `meta_schedule.runner.get_local_runner` to `s_tir.meta_schedule.runner.get_local_runner`. * **python/tvm/meta_schedule/runner/runner.py** * Renamed file to `python/tvm/s_tir/meta_schedule/runner/runner.py`. * Updated `register_object` decorators for `RunnerInput`, `RunnerResult`, `RunnerFuture`, and `Runner` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/runner/utils.py** * Renamed file to `python/tvm/s_tir/meta_schedule/runner/utils.py`. * Updated relative import for `runtime`. * **python/tvm/meta_schedule/schedule/cuda/layout_transform.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule/cuda/layout_transform.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * Changed `register_global_func` decorator from `meta_schedule.cuda.layout_transform` to `s_tir.meta_schedule.cuda.layout_transform`. * **python/tvm/meta_schedule/schedule_rule/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.schedule_rule`. * **python/tvm/meta_schedule/schedule_rule/add_rfactor.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/add_rfactor.py`. * Updated `register_object` decorator for `AddRFactor` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/schedule_rule/apply_custom_rule.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/apply_custom_rule.py`. * Updated `register_object` decorator for `ApplyCustomRule` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/schedule_rule/auto_bind.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/auto_bind.py`. * Updated `register_object` decorator for `AutoBind` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/schedule_rule/auto_inline.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/auto_inline.py`. * Updated `register_object` decorators for `AutoInline` and `InlineConstantScalars` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/schedule_rule/cross_thread_reduction.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/cross_thread_reduction.py`. * Updated `register_object` decorator for `CrossThreadReduction` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/schedule_rule/multi_level_tiling.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/multi_level_tiling.py`. * Updated `register_object` decorators for `MultiLevelTiling`, `MultiLevelTilingWithIntrin`, `MultiLevelTilingTensorCore`, and `MultiLevelTilingWideVector` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/schedule_rule/parallel_vectorize_unroll.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/parallel_vectorize_unroll.py`. * Updated `register_object` decorator for `ParallelizeVectorizeUnroll` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/schedule_rule/random_compute_location.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/random_compute_location.py`. * Updated `register_object` decorator for `RandomComputeLocation` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/schedule_rule/schedule_rule.py** * Renamed file to `python/tvm/s_tir/meta_schedule/schedule_rule/schedule_rule.py`. * Updated `register_object` decorators for `ScheduleRule` and `PyScheduleRule` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/search_strategy/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/search_strategy/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.search_strategy`. * **python/tvm/meta_schedule/search_strategy/evolutionary_search.py** * Renamed file to `python/tvm/s_tir/meta_schedule/search_strategy/evolutionary_search.py`. * Updated `register_object` decorator for `EvolutionarySearch` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/search_strategy/replay_func.py** * Renamed file to `python/tvm/s_tir/meta_schedule/search_strategy/replay_func.py`. * Updated `register_object` decorator for `ReplayFunc` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/search_strategy/replay_trace.py** * Renamed file to `python/tvm/s_tir/meta_schedule/search_strategy/replay_trace.py`. * Updated `register_object` decorator for `ReplayTrace` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/search_strategy/search_strategy.py** * Renamed file to `python/tvm/s_tir/meta_schedule/search_strategy/search_strategy.py`. * Updated `register_object` decorators for `MeasureCandidate`, `SearchStrategy`, and `PySearchStrategy` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/space_generator/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/space_generator/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.space_generator`. * Updated relative import for `target.x86`. * **python/tvm/meta_schedule/space_generator/post_order_apply.py** * Renamed file to `python/tvm/s_tir/meta_schedule/space_generator/post_order_apply.py`. * Updated `register_object` decorator for `PostOrderApply` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/space_generator/schedule_fn.py** * Renamed file to `python/tvm/s_tir/meta_schedule/space_generator/schedule_fn.py`. * Updated `register_object` decorator for `ScheduleFn` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/space_generator/space_generator.py** * Renamed file to `python/tvm/s_tir/meta_schedule/space_generator/space_generator.py`. * Updated `register_object` decorators for `SpaceGenerator` and `PySpaceGenerator` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/space_generator/space_generator_union.py** * Renamed file to `python/tvm/s_tir/meta_schedule/space_generator/space_generator_union.py`. * Updated `register_object` decorator for `SpaceGeneratorUnion` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/task_scheduler/__init__.py** * Renamed file to `python/tvm/s_tir/meta_schedule/task_scheduler/__init__.py`. * Updated package docstring to reflect `tvm.s_tir.meta_schedule.task_scheduler`. * **python/tvm/meta_schedule/task_scheduler/gradient_based.py** * Renamed file to `python/tvm/s_tir/meta_schedule/task_scheduler/gradient_based.py`. * Updated `register_object` decorator for `GradientBased` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/task_scheduler/round_robin.py** * Renamed file to `python/tvm/s_tir/meta_schedule/task_scheduler/round_robin.py`. * Updated `register_object` decorator for `RoundRobin` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/task_scheduler/task_scheduler.py** * Renamed file to `python/tvm/s_tir/meta_schedule/task_scheduler/task_scheduler.py`. * Updated `register_object` decorators for `TaskRecord` and `TaskScheduler` to use `s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/testing/custom_builder_runner.py** * Renamed file to `python/tvm/s_tir/meta_schedule/testing/custom_builder_runner.py`. * Updated import from `tvm.meta_schedule.runner` to `tvm.s_tir.meta_schedule.runner`. * **python/tvm/meta_schedule/testing/distributed_measure_candidates.py** * Renamed file to `python/tvm/s_tir/meta_schedule/testing/distributed_measure_candidates.py`. * Changed import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **python/tvm/meta_schedule/testing/space_generation.py** * Renamed file to `python/tvm/s_tir/meta_schedule/testing/space_generation.py`. * Changed import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **python/tvm/meta_schedule/testing/tune_te.py** * Renamed file to `python/tvm/s_tir/meta_schedule/testing/tune_te.py`. * Changed import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * Updated import for `te_workload`. * Updated logger name from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **python/tvm/meta_schedule/testing/validate_database.py** * Renamed file to `python/tvm/s_tir/meta_schedule/testing/validate_database.py`. * Changed import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * Updated imports for `remove_build_dir` and `generate_input_data`. * Changed `register_global_func` decorators for `default_check_metric` and `default_input_generator` to use `s_tir.meta_schedule` prefix. * Updated logger names from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **python/tvm/meta_schedule/tir_integration.py** * Renamed file to `python/tvm/s_tir/meta_schedule/tir_integration.py`. * Changed `register_global_func` decorator from `tvm.meta_schedule.tune_tir` to `tvm.s_tir.meta_schedule.tune_tir`. * Updated return type hint for `compile_tir`. * **python/tvm/meta_schedule/trace_apply.py** * Renamed file to `python/tvm/s_tir/meta_schedule/trace_apply.py`. * Updated relative import for `target`. * **python/tvm/meta_schedule/tune_context.py** * Renamed file to `python/tvm/s_tir/meta_schedule/tune_context.py`. * Changed `register_global_func` decorator from `tvm.meta_schedule.normalize_mod` to `tvm.s_tir.meta_schedule.normalize_mod`. * Updated `register_object` decorator for `TuneContext` to use `s_tir.meta_schedule` prefix. * Updated references to `tvm.meta_schedule.database.MemoryDatabase` and `tvm.meta_schedule.cost_model.RandomModel` to use `tvm.s_tir.meta_schedule` prefix. * **python/tvm/meta_schedule/utils.py** * Renamed file to `python/tvm/s_tir/meta_schedule/utils.py`. * Updated example `register_object` string from `meta_schedule.PyRunner` to `s_tir.meta_schedule.PyRunner`. * Changed `register_global_func` decorators for `cpu_count`, `using_ipython`, `print_interactive_table`, and `remove_build_dir` to use `s_tir.meta_schedule` prefix. * Updated `shash2hex` and `_get_default_str` to use `s_tir.meta_schedule` prefix. * **python/tvm/relax/pipeline.py** * Changed import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **python/tvm/runtime/support.py** * Updated example `register_object` string from `meta_schedule.PyRunner` to `s_tir.meta_schedule.PyRunner`. * **python/tvm/s_tir/__init__.py** * Added `from . import meta_schedule` to expose the migrated module. * **python/tvm/testing/runner.py** * Updated imports from `tvm.meta_schedule.runner` to `tvm.s_tir.meta_schedule.runner`. * **src/meta_schedule/arg_info.cc** * Renamed file to `src/s_tir/meta_schedule/arg_info.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/builder/builder.cc** * Renamed file to `src/s_tir/meta_schedule/builder/builder.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/cost_model/cost_model.cc** * Renamed file to `src/s_tir/meta_schedule/cost_model/cost_model.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/database/database.cc** * Renamed file to `src/s_tir/meta_schedule/database/database.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/database/database_utils.cc** * Renamed file to `src/s_tir/meta_schedule/database/database_utils.cc`. * Updated include from `../../support/str_escape.h` to `../../../support/str_escape.h`. * Added `namespace s_tir { ... }` block. * **src/meta_schedule/database/json_database.cc** * Renamed file to `src/s_tir/meta_schedule/database/json_database.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/database/memory_database.cc** * Renamed file to `src/s_tir/meta_schedule/database/memory_database.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/database/ordered_union_database.cc** * Renamed file to `src/s_tir/meta_schedule/database/ordered_union_database.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/database/schedule_fn_database.cc** * Renamed file to `src/s_tir/meta_schedule/database/schedule_fn_database.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/database/union_database.cc** * Renamed file to `src/s_tir/meta_schedule/database/union_database.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/extracted_task.cc** * Renamed file to `src/s_tir/meta_schedule/extracted_task.cc`. * Updated include from `tvm/meta_schedule/extracted_task.h` to `tvm/s_tir/meta_schedule/extracted_task.h`. * Updated include from `../te/operation/create_primfunc.h` to `../../te/operation/create_primfunc.h`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/feature_extractor/feature_extractor.cc** * Renamed file to `src/s_tir/meta_schedule/feature_extractor/feature_extractor.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/feature_extractor/per_store_feature.cc** * Renamed file to `src/s_tir/meta_schedule/feature_extractor/per_store_feature.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/measure_callback/add_to_database.cc** * Renamed file to `src/s_tir/meta_schedule/measure_callback/add_to_database.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/measure_callback/measure_callback.cc** * Renamed file to `src/s_tir/meta_schedule/measure_callback/measure_callback.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/measure_callback/remove_build_artifact.cc** * Renamed file to `src/s_tir/meta_schedule/measure_callback/remove_build_artifact.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function call for `meta_schedule.remove_build_dir` to `s_tir.meta_schedule.remove_build_dir`. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/measure_callback/update_cost_model.cc** * Renamed file to `src/s_tir/meta_schedule/measure_callback/update_cost_model.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/module_equality.cc** * Renamed file to `src/s_tir/meta_schedule/module_equality.cc`. * Added `namespace s_tir { ... }` block. * **src/meta_schedule/module_equality.h** * Renamed file to `src/s_tir/meta_schedule/module_equality.h`. * Updated include guards and added `namespace s_tir { ... }` block. * **src/meta_schedule/mutator/mutate_compute_location.cc** * Renamed file to `src/s_tir/meta_schedule/mutator/mutate_compute_location.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/mutator/mutate_parallel.cc** * Renamed file to `src/s_tir/meta_schedule/mutator/mutate_parallel.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/mutator/mutate_thread_binding.cc** * Renamed file to `src/s_tir/meta_schedule/mutator/mutate_thread_binding.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/mutator/mutate_tile_size.cc** * Renamed file to `src/s_tir/meta_schedule/mutator/mutate_tile_size.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/mutator/mutate_unroll.cc** * Renamed file to `src/s_tir/meta_schedule/mutator/mutate_unroll.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/mutator/mutator.cc** * Renamed file to `src/s_tir/meta_schedule/mutator/mutator.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/disallow_async_strided_mem_copy.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/disallow_async_strided_mem_copy.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/disallow_dynamic_loop.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/disallow_dynamic_loop.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/postproc.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/postproc.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/rewrite_cooperative_fetch.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/rewrite_cooperative_fetch.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/rewrite_layout.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/rewrite_layout.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/rewrite_parallel_vectorize_unroll.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/rewrite_parallel_vectorize_unroll.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/rewrite_reduction_block.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/rewrite_reduction_block.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/rewrite_tensorize.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/rewrite_tensorize.cc`. * Updated include from `tvm/meta_schedule/postproc.h` to `tvm/s_tir/meta_schedule/postproc.h`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/rewrite_unbound_block.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/rewrite_unbound_block.cc`. * Updated include from `tvm/meta_schedule/schedule/cuda/thread_bind.h` to `tvm/s_tir/meta_schedule/schedule/cuda/thread_bind.h`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/verify_gpu_code.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/verify_gpu_code.cc`. * Added `namespace s_tir { ... }` block. * Updated `transform::PassContext` to `tvm::transform::PassContext`. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/postproc/verify_vtcm_limit.cc** * Renamed file to `src/s_tir/meta_schedule/postproc/verify_vtcm_limit.cc`. * Added `namespace s_tir { ... }` block. * Updated `transform::PassContext` to `tvm::transform::PassContext`. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/profiler.cc** * Renamed file to `src/s_tir/meta_schedule/profiler.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/runner/runner.cc** * Renamed file to `src/s_tir/meta_schedule/runner/runner.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule/cpu/winograd.cc** * Renamed file to `src/s_tir/meta_schedule/schedule/cpu/winograd.cc`. * Updated include from `tvm/meta_schedule/schedule/generic/winograd.h` to `tvm/s_tir/meta_schedule/schedule/generic/winograd.h`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule/cuda/thread_bind.cc** * Renamed file to `src/s_tir/meta_schedule/schedule/cuda/thread_bind.cc`. * Updated include from `tvm/meta_schedule/schedule/cuda/thread_bind.h` to `tvm/s_tir/meta_schedule/schedule/cuda/thread_bind.h`. * Added `namespace s_tir { ... }` block. * **src/meta_schedule/schedule/cuda/winograd.cc** * Renamed file to `src/s_tir/meta_schedule/schedule/cuda/winograd.cc`. * Updated includes from `tvm/meta_schedule/schedule/cuda/thread_bind.h` and `tvm/meta_schedule/schedule/generic/winograd.h` to `tvm/s_tir/meta_schedule/schedule/cuda/thread_bind.h` and `tvm/s_tir/meta_schedule/schedule/generic/winograd.h` respectively. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule/generic/winograd.cc** * Renamed file to `src/s_tir/meta_schedule/schedule/generic/winograd.cc`. * Updated include from `tvm/meta_schedule/schedule/generic/winograd.h` to `tvm/s_tir/meta_schedule/schedule/generic/winograd.h`. * Added `namespace s_tir { ... }` block. * **src/meta_schedule/schedule_rule/add_rfactor.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/add_rfactor.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/apply_custom_rule.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/apply_custom_rule.cc`. * Added `namespace s_tir { ... }` block. * Updated `GetCustomRuleName` to use `s_tir.meta_schedule` prefix. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/auto_bind.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/auto_bind.cc`. * Updated include from `tvm/meta_schedule/schedule/cuda/thread_bind.h` to `tvm/s_tir/meta_schedule/schedule/cuda/thread_bind.h`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/auto_inline.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/auto_inline.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/cross_thread_reduction.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/cross_thread_reduction.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/multi_level_tiling.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/multi_level_tiling.cc`. * Updated include from `tvm/meta_schedule/schedule_rule.h` to `tvm/s_tir/meta_schedule/schedule_rule.h`. * Added `namespace s_tir { ... }` block. * Updated `s_tir::GetAnn` call to use `s_tir.meta_schedule.write_cache_level`. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/multi_level_tiling.h** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/multi_level_tiling.h`. * Updated include guards and include from `tvm/meta_schedule/schedule_rule.h` to `tvm/s_tir/meta_schedule/schedule_rule.h`. * Updated relative include for `support/array.h`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO` to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/multi_level_tiling_tensor_core.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/multi_level_tiling_tensor_core.cc`. * Updated include from `tvm/meta_schedule/schedule_rule.h` to `tvm/s_tir/meta_schedule/schedule_rule.h`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/multi_level_tiling_wide_vector.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/multi_level_tiling_wide_vector.cc`. * Updated relative includes for `schedule/analysis.h` and `schedule/transform.h`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/multi_level_tiling_with_intrin.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/multi_level_tiling_with_intrin.cc`. * Updated relative includes for `schedule/analysis.h` and `schedule/transform.h`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/parallel_vectorize_unroll.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/parallel_vectorize_unroll.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/random_compute_location.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/random_compute_location.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/schedule_rule/schedule_rule.cc** * Renamed file to `src/s_tir/meta_schedule/schedule_rule/schedule_rule.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/search_strategy/evolutionary_search.cc** * Renamed file to `src/s_tir/meta_schedule/search_strategy/evolutionary_search.cc`. * Added `namespace s_tir { ... }` block. * Updated error messages to refer to `tvm.s_tir.meta_schedule.database.MemoryDatabase` and `tvm.s_tir.meta_schedule.cost_model.RandomModel`. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/search_strategy/replay_func.cc** * Renamed file to `src/s_tir/meta_schedule/search_strategy/replay_func.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/search_strategy/replay_trace.cc** * Renamed file to `src/s_tir/meta_schedule/search_strategy/replay_trace.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/search_strategy/search_strategy.cc** * Renamed file to `src/s_tir/meta_schedule/search_strategy/search_strategy.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/space_generator/post_order_apply.cc** * Renamed file to `src/s_tir/meta_schedule/space_generator/post_order_apply.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/space_generator/schedule_fn.cc** * Renamed file to `src/s_tir/meta_schedule/space_generator/schedule_fn.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/space_generator/space_generator.cc** * Renamed file to `src/s_tir/meta_schedule/space_generator/space_generator.cc`. * Updated include from `../../target/parsers/aprofile.h` to `../../../target/parsers/aprofile.h`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/space_generator/space_generator_union.cc** * Renamed file to `src/s_tir/meta_schedule/space_generator/space_generator_union.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/task_scheduler/gradient_based.cc** * Renamed file to `src/s_tir/meta_schedule/task_scheduler/gradient_based.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/task_scheduler/round_robin.cc** * Renamed file to `src/s_tir/meta_schedule/task_scheduler/round_robin.cc`. * Added `namespace s_tir { ... }` block. * Updated `TVM_FFI_DECLARE_OBJECT_INFO_FINAL` and FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/task_scheduler/task_scheduler.cc** * Renamed file to `src/s_tir/meta_schedule/task_scheduler/task_scheduler.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/trace_apply.cc** * Renamed file to `src/s_tir/meta_schedule/trace_apply.cc`. * Updated relative include for `schedule/analysis.h`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/trace_apply.h** * Renamed file to `src/s_tir/meta_schedule/trace_apply.h`. * Updated include guards and include from `tvm/meta_schedule/schedule_rule.h` to `tvm/s_tir/meta_schedule/schedule_rule.h`. * Added `namespace s_tir { ... }` block. * **src/meta_schedule/tune_context.cc** * Renamed file to `src/s_tir/meta_schedule/tune_context.cc`. * Added `namespace s_tir { ... }` block. * Updated FFI global function registrations to use `s_tir.meta_schedule` prefix. * **src/meta_schedule/utils.h** * Renamed file to `src/s_tir/meta_schedule/utils.h`. * Updated include guards and all `tvm/meta_schedule/` includes to `tvm/s_tir/meta_schedule/`. * Updated relative includes for `schedule/primitive.h`, `schedule/utils.h`, `support/array.h`, `support/base64.h`, `support/nd_int_set.h`, `support/table_printer.h`, `support/utils.h`. * Updated `TVM_PY_LOG` macro and `clear_logging` environment variable check. * Added `namespace s_tir { ... }` block. * Updated FFI global function calls for `meta_schedule.using_ipython`, `meta_schedule.print_interactive_table`, and `meta_schedule.cpu_count` to use `s_tir.meta_schedule` prefix. * Updated `rule->GetTypeKey()` check for `meta_schedule.AutoInline` to `s_tir.meta_schedule.AutoInline`. * **src/relax/backend/task_extraction.cc** * Updated includes from `tvm/meta_schedule/` to `tvm/s_tir/meta_schedule/`. * Updated `using` declarations for `meta_schedule` components to `s_tir::meta_schedule`. * Changed FFI global function call for `tvm.meta_schedule.normalize_mod` to `tvm.s_tir.meta_schedule.normalize_mod`. * **src/relax/transform/few_shot_tuning.cc** * Updated include from `../../meta_schedule/utils.h` to `../../s_tir/meta_schedule/utils.h`. * Changed FFI global function calls for `meta_schedule.builder.get_local_builder`, `meta_schedule.runner.get_local_runner`, `meta_schedule.cpu_count`, `meta_schedule.TuneContext`, `meta_schedule.SpaceGenerator::PostOrderApply`, and `meta_schedule.SearchStrategy::ReplayTrace` to use `s_tir.meta_schedule` prefix. * **src/relax/transform/meta_schedule.cc** * Updated includes from `tvm/meta_schedule/` to `tvm/s_tir/meta_schedule/`. * Updated includes from `../src/meta_schedule/` to `../../s_tir/meta_schedule/`. * Changed FFI global function calls for `tvm.meta_schedule.normalize_mod`, `tvm.meta_schedule.tune_relax`, `tvm.meta_schedule.tune_tir`, `meta_schedule::Database::JSONDatabase`, `meta_schedule::ModuleEquality::Create`, and `meta_schedule::ScheduleUsingAnchorTrace` to use `s_tir.meta_schedule` prefix. * **src/tir/transforms/default_gpu_schedule.cc** * Updated include from `../../meta_schedule/utils.h` to `../../s_tir/meta_schedule/utils.h`. * Updated `meta_schedule::SBlockCollector::Collect(sch)` to `s_tir::meta_schedule::SBlockCollector::Collect(sch)`. * **tests/python/contrib/test_android/infrastructure.py** * Updated import from `tvm.meta_schedule.runner` to `tvm.s_tir.meta_schedule.runner`. * **tests/python/contrib/test_android/test_meta_schedule.py** * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * Updated `LocalBuilder` f_export argument from `meta_schedule.builder.export_ndk` to `s_tir.meta_schedule.builder.export_ndk`. * **tests/python/contrib/test_hexagon/test_meta_schedule.py** * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/dlight/test_benchmark.py** * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_arg_info.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_arg_info.py`. * Updated import from `tvm.meta_schedule.arg_info` to `tvm.s_tir.meta_schedule.arg_info`. * **tests/python/meta_schedule/test_meta_schedule_builder.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_builder.py`. * Updated import from `tvm.meta_schedule.builder` to `tvm.s_tir.meta_schedule.builder`. * **tests/python/meta_schedule/test_meta_schedule_cost_model.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_cost_model.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * Updated regex pattern for `NotSoFancyCostModel` to match `s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_database.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_database.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_feature_extractor.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_feature_extractor.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * Updated regex pattern for `NotSoFancyFeatureExtractor` to match `s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_feature_extractor_per_store_feature.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_feature_extractor_per_store_feature.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_measure_callback.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_measure_callback.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * Updated regex pattern for `NotSoFancyMeasureCallback` to match `s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_compute_location.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_mutator_mutate_compute_location.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_parallel.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_mutator_mutate_parallel.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_thread_binding.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_mutator_mutate_thread_binding.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_tile_size.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_mutator_mutate_tile_size.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_unroll.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_mutator_mutate_unroll.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_post_order_apply.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_post_order_apply.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_disallow_async_strided_mem_copy.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_disallow_async_strided_mem_copy.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_postproc_disallow_dynamic_loop.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_disallow_dynamic_loop.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_cooperative_fetch.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_rewrite_cooperative_fetch.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_layout.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_rewrite_layout.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_parallel_vectorize_unroll.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_rewrite_parallel_vectorize_unroll.py`. * Updated import from `tvm.meta_schedule.postproc` to `tvm.s_tir.meta_schedule.postproc`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_reduction_block.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_rewrite_reduction_block.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_tensorize.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_rewrite_tensorize.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_unbound_block.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_rewrite_unbound_block.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_postproc_verify_gpu_code.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_verify_gpu_code.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_postproc_verify_vtcm_limit.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_postproc_verify_vtcm_limit.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_profiler.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_profiler.py`. * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_runner.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_runner.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * Updated `register_global_func` decorators to use `s_tir.meta_schedule` prefix. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_add_rfactor.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_add_rfactor.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_apply_custom_rule.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_apply_custom_rule.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * Updated `register_global_func` decorator and error message to use `s_tir.meta_schedule` prefix. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_auto_bind.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_auto_bind.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_auto_inline.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_auto_inline.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_cross_thread_reduction.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_cross_thread_reduction.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_mlt.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_mlt.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_mlt_intrin.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_mlt_intrin.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_mlt_tc.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_mlt_tc.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_parallel_vectorize_unroll.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_parallel_vectorize_unroll.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_random_compute_location.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_schedule_rule_random_compute_location.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_search_strategy.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_search_strategy.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_space_cpu.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_space_cpu.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_space_cuda.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_space_cuda.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_space_cuda_async.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_space_cuda_async.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_space_cuda_async_multiple_initialization.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_space_cuda_async_multiple_initialization.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_space_generator.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_space_generator.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_space_post_opt.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_space_post_opt.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_task_scheduler.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_task_scheduler.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_trace_apply.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_trace_apply.py`. * Updated import from `tvm.meta_schedule as ms` to `tvm.s_tir.meta_schedule as ms`. * **tests/python/meta_schedule/test_meta_schedule_tune_context.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_tune_context.py`. * Updated import from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/meta_schedule/test_meta_schedule_tune_tir.py** * Renamed file to `tests/python/s_tir/meta_schedule/test_meta_schedule_tune_tir.py`. * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/relax/test_frontend_dynamo.py** * Updated import from `tvm import relax, meta_schedule as ms, tir` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/relax/test_meta_schedule_relax_integration.py** * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/relax/test_transform_few_shot_tuning.py** * Updated imports from `tvm.meta_schedule` to `tvm.s_tir.meta_schedule`. * **tests/python/relax/test_transform_meta_schedule_apply_database.py** * Updated import from `tvm import meta_schedule as ms` to `from tvm.s_tir import meta_schedule as ms`. * **tests/python/relax/test_transform_meta_schedule_tuning.py** * Updated import from `tvm.meta_schedule as ms` to `tvm.s_tir.meta_schedule as ms`. * **tests/python/s_tir/schedule/test_tir_schedule_analysis.py** * Updated import from `tvm.meta_schedule.testing` to `tvm.s_tir.meta_schedule.testing`. * **tests/python/s_tir/transform/test_s_tir_transform_inject_software_pipeline.py** * Updated import from `tvm.meta_schedule.testing` to `tvm.s_tir.meta_schedule.testing`. * **tests/python/tir-analysis/test_tir_analysis_estimate_tir_flops.py** * Updated import from `tvm.meta_schedule.testing` to `tvm.s_tir.meta_schedule.testing`. * **tests/python/tir-base/test_tir_host_func.py** * Updated import from `tvm.meta_schedule.testing` to `tvm.s_tir.meta_schedule.testing`. </details> <details> <summary><b>Using Gemini Code Assist</b></summary> <br> The full guide for Gemini Code Assist can be found on our [documentation page](https://developers.google.com/gemini-code-assist/docs/review-github-code), here are some quick tips. <b>Invoking Gemini</b> You can request assistance from Gemini at any point by creating a comment using either `/gemini <command>` or `@gemini-code-assist <command>`. 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