gemini-code-assist[bot] commented on PR #18712: URL: https://github.com/apache/tvm/pull/18712#issuecomment-3850172255
## 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 establishes the foundational `s_tir` module within the TVM framework, specifically for schedulable TensorIR. The changes are concentrated on the Python API, transitioning existing `tvm.tir.Schedule` references to the new `tvm.s_tir.Schedule` namespace. This strategic refactoring aims to modularize and enhance the TensorIR scheduling capabilities, setting the stage for subsequent C++-side implementations. ### Highlights * **Introduction of S-TIR Module**: This pull request initializes the `s_tir` module, which is designed for schedulable TensorIR, laying the groundwork for future development. * **Python API Refactoring**: The primary change involves renaming the Python-side API from `tvm.tir.Schedule` to `tvm.s_tir.Schedule` across numerous files. * **File Renames and Relocations**: Several core `tir` schedule-related files, including `block_dependence_info.py`, `block_scope.py`, `pipeline.py`, and all files within `tir/schedule` and `tir/tensor_intrin`, have been renamed and moved to the new `s_tir` directory. * **Documentation and Configuration Updates**: Documentation files (`.rst`) and mypy configuration (`mypy.ini`) have been updated to reflect the new `s_tir` module and its associated schedule classes. * **Pipeline Default Change**: The `tvm.tir.pipeline` now defaults to using the `s_tir` pipeline, indicating a shift in the core scheduling mechanism. 🧠**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> * **apps/android_rpc/tests/android_rpc_test.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **apps/ios_rpc/tests/ios_rpc_test.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **docs/deep_dive/tensor_ir/tutorials/tir_transformation.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **docs/how_to/tutorials/cross_compilation_and_rpc.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **docs/reference/api/python/index.rst** * Removed `tir/schedule` from `tvm.tir` toctree. * Added `s_tir/schedule` to a new `tvm.s_tir` toctree. * **docs/reference/api/python/tir/schedule.rst** * Renamed to `docs/reference/api/python/s_tir/schedule.rst`. * Updated module reference from `tvm.tir.schedule` to `tvm.s_tir.schedule`. * **jvm/core/src/test/scripts/prepare_test_libs.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **mypy.ini** * Updated mypy configuration to refer to `python.tvm.s_tir.schedule.*` instead of `python.tvm.tir.schedule.*`. * **python/tvm/__init__.py** * Added `import s_tir` to the `tvm` package initialization. * **python/tvm/dlight/adreno/convolution.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/adreno/fallback.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/adreno/layout_transform.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/adreno/pool.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/adreno/utils.py** * Imported `s_tir` module. * Updated type hints from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/analysis/common_analysis.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/analysis/gemv.py** * Imported `s_tir` module. * Updated type hints from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/base/common_schedules.py** * Imported `s_tir` module. * Updated type hints from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/base/schedule_rule.py** * Imported `s_tir` module. * Updated type hints from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/base/transform.py** * Imported `s_tir` module. * Updated type hints from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/base/utils.py** * Imported `s_tir` module. * Updated type hints from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/cpu/gemv.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/gpu/fallback.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/gpu/gemv.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/gpu/general_reduction.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/gpu/low_batch_gemv.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/gpu/matmul.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * Updated `tvm.tir.tensor_intrin.metal` and `tvm.tir.tensor_intrin.cuda` imports to `tvm.s_tir.tensor_intrin`. * **python/tvm/dlight/gpu/reduction.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/dlight/gpu/rmsnorm.py** * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **python/tvm/dlight/gpu/transpose.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/exec/gpu_memory_bandwidth.py** * Removed `tir` import. * Updated type hints and instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **python/tvm/meta_schedule/builder/local_builder.py** * Updated `tvm.tir.tensor_intrin` import to `tvm.s_tir.tensor_intrin`. * **python/tvm/meta_schedule/database/database.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * Updated type hints for `schedule`. * **python/tvm/meta_schedule/database/schedule_fn_database.py** * Updated `tvm.tir` import to `tvm.s_tir`. * **python/tvm/meta_schedule/mutator/mutator.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * **python/tvm/meta_schedule/post_optimization/space.py** * Updated docstring. * Updated `tvm.tir` import to `tvm.s_tir`. * **python/tvm/meta_schedule/postproc/postproc.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * Updated type hints for `sch` parameter. * **python/tvm/meta_schedule/schedule/cuda/layout_transform.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * Updated type hints for `sch` parameter. * **python/tvm/meta_schedule/schedule_rule/multi_level_tiling.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * **python/tvm/meta_schedule/schedule_rule/schedule_rule.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * Updated type hints for `sch` parameter. * **python/tvm/meta_schedule/search_strategy/search_strategy.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * Updated type hints for `sch` parameter. * **python/tvm/meta_schedule/space_generator/space_generator.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * Updated type hints for `design_spaces` return value. * **python/tvm/meta_schedule/testing/dummy_object.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * **python/tvm/meta_schedule/testing/space_generation.py** * Updated `tvm.tir` imports to `tvm.s_tir`. * **python/tvm/meta_schedule/testing/tune_te.py** * Removed `tir` import. * Updated type hints from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/meta_schedule/testing/validate_database.py** * Updated `tvm.tir` imports to `tvm.s_tir`. * **python/tvm/meta_schedule/tir_integration.py** * Added `import tvm`. * Updated type hints from `tir.Schedule` to `tvm.s_tir.Schedule`. * **python/tvm/meta_schedule/trace_apply.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir`. * **python/tvm/meta_schedule/tune_context.py** * Updated `tvm.tir` imports to `tvm.s_tir`. * **python/tvm/relax/frontend/nn/llm/kv_cache.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **python/tvm/relax/frontend/nn/llm/tree_attn.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **python/tvm/relax/transform/legalize_ops/manipulate.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **python/tvm/s_tir/__init__.py** * Added new file to initialize the `s_tir` namespace. * **python/tvm/s_tir/_ffi_api.py** * Added new file for FFI APIs of `tvm.s_tir`. * **python/tvm/s_tir/backend/__init__.py** * Added new file to initialize `s_tir.backend` namespace. * **python/tvm/s_tir/backend/adreno/__init__.py** * Added new file to initialize `s_tir.backend.adreno` namespace. * **python/tvm/s_tir/backend/adreno/pipeline.py** * Added new file defining the default TIR pipeline for Adreno under `s_tir`. * **python/tvm/s_tir/block_dependence_info.py** * Renamed from `python/tvm/tir/block_dependence_info.py`. * **python/tvm/s_tir/block_scope.py** * Renamed from `python/tvm/tir/block_scope.py`. * **python/tvm/s_tir/pipeline.py** * Renamed from `python/tvm/tir/backend/adreno/pipeline.py`. * Modified to define `default_s_tir_pipeline` and update `tir_pipeline.PIPELINE_MAP`. * **python/tvm/s_tir/schedule/__init__.py** * Renamed from `python/tvm/tir/schedule/__init__.py`. * **python/tvm/s_tir/schedule/_ffi_api.py** * Renamed from `python/tvm/tir/schedule/_ffi_api.py`. * Updated docstring to reflect `tvm.s_tir.schedule`. * **python/tvm/s_tir/schedule/_type_checker.py** * Renamed from `python/tvm/tir/schedule/_type_checker.py`. * **python/tvm/s_tir/schedule/analysis.py** * Renamed from `python/tvm/tir/schedule/analysis.py`. * Updated imports to use `tvm.tir` and `tvm.s_tir.schedule`. * **python/tvm/s_tir/schedule/instruction.py** * Renamed from `python/tvm/tir/schedule/instruction.py`. * **python/tvm/s_tir/schedule/schedule.py** * Renamed from `python/tvm/tir/schedule/schedule.py`. * Updated imports and example code to use `tvm.s_tir.Schedule`. * **python/tvm/s_tir/schedule/state.py** * Renamed from `python/tvm/tir/schedule/state.py`. * **python/tvm/s_tir/schedule/testing.py** * Renamed from `python/tvm/tir/schedule/testing.py`. * Updated imports and type hints to use `tvm.s_tir.schedule`. * **python/tvm/s_tir/schedule/trace.py** * Renamed from `python/tvm/tir/schedule/trace.py`. * Updated imports and Python representation to use `tvm.s_tir.Schedule`. * **python/tvm/s_tir/schedule/transform.py** * Renamed from `python/tvm/tir/schedule/transform.py`. * Updated imports to use `tvm.s_tir.schedule`. * **python/tvm/s_tir/tensor_intrin/__init__.py** * Renamed from `python/tvm/tir/tensor_intrin/__init__.py`. * **python/tvm/s_tir/tensor_intrin/arm_cpu.py** * Renamed from `python/tvm/tir/tensor_intrin/arm_cpu.py`. * **python/tvm/s_tir/tensor_intrin/cuda.py** * Renamed from `python/tvm/tir/tensor_intrin/cuda.py`. * **python/tvm/s_tir/tensor_intrin/dot_product_common.py** * Renamed from `python/tvm/tir/tensor_intrin/dot_product_common.py`. * **python/tvm/s_tir/tensor_intrin/hexagon.py** * Renamed from `python/tvm/tir/tensor_intrin/hexagon.py`. * **python/tvm/s_tir/tensor_intrin/metal.py** * Renamed from `python/tvm/tir/tensor_intrin/metal.py`. * **python/tvm/s_tir/tensor_intrin/riscv_cpu.py** * Renamed from `python/tvm/tir/tensor_intrin/riscv_cpu.py`. * **python/tvm/s_tir/tensor_intrin/rocm.py** * Renamed from `python/tvm/tir/tensor_intrin/rocm.py`. * **python/tvm/s_tir/tensor_intrin/x86.py** * Renamed from `python/tvm/tir/tensor_intrin/x86.py`. * **python/tvm/testing/tir.py** * Updated instantiations from `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **python/tvm/tir/__init__.py** * Removed imports related to `schedule`, `block_dependence_info`, and `backend` as they are now part of `s_tir`. * **python/tvm/tir/backend/__init__.py** * Updated docstring. * Removed `pipeline` import. * **python/tvm/tir/backend/adreno/__init__.py** * Updated docstring. * Removed `pipeline` import. * **python/tvm/tir/pipeline.py** * Removed `default_tir_pipeline` function. * Updated `get_tir_pipeline` to default to the `s_tir` pipeline. * **src/tir/schedule/trace.cc** * Updated Python import statement for `Schedule` from `tvm.tir` to `tvm.s_tir`. * **tests/python/all-platform-minimal-test/test_minimal_target_codegen_llvm.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_gpu_codegen_allreduce.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_arm.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_bool.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_cross_llvm.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_cuda.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_cuda_fp4.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_cuda_fp8.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_device.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_gpu_common.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_llvm.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_metal.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_opencl.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_rocm.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/codegen/test_target_codegen_vulkan.py** * Updated `tvm.tir` imports to `tvm.s_tir`. * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_2d_physical_buffers.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_async_dma_pipeline.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_benchmark_maxpool2d.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_meta_schedule.py** * Updated `tvm.tir.tensor_intrin.hexagon` import to `tvm.s_tir.tensor_intrin.hexagon`. * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_parallel_hvx.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_parallel_hvx_load_vtcm.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_parallel_scalar.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_sigmoid.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_software_pipeline_async.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_vtcm.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/contrib/test_hexagon/test_vtcm_bandwidth.py** * Updated `tvm.tir.tensor_intrin.hexagon` import to `tvm.s_tir.tensor_intrin.hexagon`. * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/dlight/test_primitives.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_cost_model.py** * Updated `tvm.tir.schedule.schedule` import to `tvm.s_tir.schedule.schedule`. * **tests/python/meta_schedule/test_meta_schedule_database.py** * Updated `tvm.tir` import to `tvm.s_tir`. * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_feature_extractor_per_store_feature.py** * Imported `s_tir` module. * Updated type hints and instantiations from `tir.Schedule` to `s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_measure_callback.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * **tests/python/meta_schedule/test_meta_schedule_mma_tensorize.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * Updated `tvm.tir.tensor_intrin` import to `tvm.s_tir.tensor_intrin`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_compute_location.py** * Updated `tvm.tir` import to `tvm.s_tir`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_parallel.py** * Updated `tvm.tir` import to `tvm.s_tir`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_thread_binding.py** * Updated `tvm.tir` import to `tvm.s_tir`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_tile_size.py** * Updated `tvm.tir` import to `tvm.s_tir`. * **tests/python/meta_schedule/test_meta_schedule_mutator_mutate_unroll.py** * Updated `tvm.tir` import to `tvm.s_tir`. * **tests/python/meta_schedule/test_meta_schedule_post_order_apply.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * Updated `tvm.tir.schedule.schedule.ScheduleError` to `tvm.s_tir.schedule.schedule.ScheduleError`. * **tests/python/meta_schedule/test_meta_schedule_postproc_disallow_async_strided_mem_copy.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_disallow_dynamic_loop.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_cooperative_fetch.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_layout.py** * Updated `tvm.tir.schedule.testing` import to `tvm.s_tir.schedule.testing`. * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_parallel_vectorize_unroll.py** * Updated `tvm.tir.schedule` imports to `tvm.s_tir.schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_reduction_block.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_tensorize.py** * Updated `tvm.tir.tensor_intrin` imports to `tvm.s_tir.tensor_intrin`. * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_rewrite_unbound_block.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_verify_gpu_code.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_postproc_verify_vtcm_limit.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_apply_custom_rule.py** * Updated type hints from `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_auto_inline.py** * Updated `tvm.tir` import to `tvm.s_tir`. * Updated `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_mlt_intrin.py** * Updated `tvm.tir.tensor_intrin` imports to `tvm.s_tir.tensor_intrin`. * **tests/python/meta_schedule/test_meta_schedule_schedule_rule_mlt_tc.py** * Updated `tvm.tir.tensor_intrin.cuda` import to `tvm.s_tir.tensor_intrin.cuda`. * **tests/python/meta_schedule/test_meta_schedule_search_strategy.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * **tests/python/meta_schedule/test_meta_schedule_space_cuda_async_multiple_initialization.py** * Updated `tvm.tir` import to `tvm.s_tir`. * **tests/python/meta_schedule/test_meta_schedule_space_generator.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * **tests/python/meta_schedule/test_meta_schedule_task_scheduler.py** * Updated `tvm.tir` import to `tvm.s_tir`. * **tests/python/meta_schedule/test_meta_schedule_trace_apply.py** * Updated `tvm.tir` imports to `tvm.s_tir`. * **tests/python/meta_schedule/test_meta_schedule_tune_tir.py** * Updated `tvm.tir.schedule` import to `tvm.s_tir.schedule`. * **tests/python/relax/test_analysis_suggest_layout_transforms.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/relax/test_frontend_dynamo.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/relax/test_transform_few_shot_tuning.py** * Updated `tvm.tir.tensor_intrin` imports to `tvm.s_tir.tensor_intrin`. * **tests/python/relax/test_transform_meta_schedule_apply_database.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/relax/test_vm_build.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/relax/texture/test_texture_nd.py** * Updated type hints and instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/runtime/test_evaluator_with_preproc.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/runtime/test_runtime_module_load.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/runtime/test_runtime_rpc.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/base/test_tir_block_dependence_info.py** * Renamed from `tests/python/tir-base/test_tir_block_dependence_info.py`. * Updated imports to use `tvm.s_tir`. * **tests/python/s_tir/schedule/test_tir_schedule_analysis.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_analysis.py`. * Updated imports to use `tvm.s_tir` and `tvm.s_tir.schedule.analysis`. * Updated instantiations from `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_annotate_buffer_access.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_annotate_buffer_access.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_block_scope.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_block_scope.py`. * Updated imports to use `tvm.s_tir` and `tvm.s_tir.schedule`. * Updated instantiations from `tir.ScheduleState` to `tvm.s_tir.ScheduleState`. * **tests/python/s_tir/schedule/test_tir_schedule_blockize.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_blockize.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_cache_index.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_cache_index.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_cache_read_write.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_cache_read_write.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_compute_at.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_compute_at.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_compute_inline.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_compute_inline.py`. * Updated imports to use `tvm.s_tir.tensor_intrin` and `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_decompose_padding.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_decompose_padding.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_error.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_error.py`. * Updated imports to use `tvm.s_tir`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_for_kind.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_for_kind.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_fuse_reduction_epilogue.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_fuse_reduction_epilogue.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_fuse_reduction_epilogue_clipping.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_fuse_reduction_epilogue_clipping.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_fuse_reduction_epilogue_relu.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_fuse_reduction_epilogue_relu.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_instruction.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_instruction.py`. * Updated imports to use `tvm.s_tir.schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_merge.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_merge.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_pad_einsum.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_pad_einsum.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_partition.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_partition.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_read_write_at.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_read_write_at.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_reduction.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_reduction.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_reindex.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_reindex.py`. * Updated imports to use `tvm.s_tir.schedule`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_reorder.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_reorder.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_reorder_block_iter_var.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_reorder_block_iter_var.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_rfactor.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_rfactor.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_rolling_buffer.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_rolling_buffer.py`. * Updated imports to use `tvm.s_tir` and `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_sampling.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_sampling.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.schedule.ScheduleError` to `tvm.s_tir.schedule.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_set_axis_separator.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_set_axis_separator.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_set_dtype.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_set_dtype.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_set_scope.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_set_scope.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_split_fuse.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_split_fuse.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_state.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_state.py`. * Updated instantiations from `tir.ScheduleState` to `tvm.s_tir.ScheduleState`. * **tests/python/s_tir/schedule/test_tir_schedule_state_cached_flags.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_state_cached_flags.py`. * Updated imports to use `tvm.s_tir` and `tvm.s_tir.schedule.state`. * Updated instantiations from `tir.ScheduleState` to `tvm.s_tir.ScheduleState`. * **tests/python/s_tir/schedule/test_tir_schedule_storage_align.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_storage_align.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_tensorize.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_tensorize.py`. * Updated imports to use `tvm.s_tir.schedule.testing` and `tvm.s_tir.tensor_intrin`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_tensorize_ldmatrix_mma_numeric.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_tensorize_ldmatrix_mma_numeric.py`. * Updated imports to use `tvm.s_tir.tensor_intrin.cuda`. * **tests/python/s_tir/schedule/test_tir_schedule_tensorize_mfma_numeric.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_tensorize_mfma_numeric.py`. * Updated imports to use `tvm.s_tir.tensor_intrin.rocm`. * **tests/python/s_tir/schedule/test_tir_schedule_trace.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_trace.py`. * Updated imports to use `tvm.s_tir` and `tvm.s_tir.schedule`. * **tests/python/s_tir/schedule/test_tir_schedule_transform.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_transform.py`. * Updated imports to use `tvm.s_tir` and `tvm.s_tir.schedule.transform`. * **tests/python/s_tir/schedule/test_tir_schedule_transform_layout.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_transform_layout.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule` and `tvm.tir.schedule.schedule.ScheduleError` to `tvm.s_tir.schedule.schedule.ScheduleError`. * **tests/python/s_tir/schedule/test_tir_schedule_utilities.py** * Renamed from `tests/python/tir-schedule/test_tir_schedule_utilities.py`. * Updated imports to use `tvm.s_tir.schedule.testing`. * Updated instantiations from `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/te/test_te_create_primfunc.py** * Imported `s_tir` module. * Updated instantiations from `tir.Schedule` to `s_tir.Schedule`. * **tests/python/testing/test_type_annotation_checker.py** * Updated `tvm.tir.schedule._type_checker` import to `tvm.s_tir.schedule._type_checker`. * **tests/python/tir-analysis/test_tir_analysis_calculate_allocated_memory.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/tir-analysis/test_tir_analysis_get_block_access_region.py** * Updated `tvm.tir.schedule.Schedule` to `tvm.s_tir.schedule.Schedule`. * **tests/python/tir-analysis/test_tir_analysis_oob.py** * Updated `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/tir-base/test_tir_intrin.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/tir-base/test_tir_ptx_mma.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/tir-base/test_tir_ptx_mma_sp.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/tir-base/test_tir_specialize.py** * Updated `tvm.tir.schedule.testing` import to `tvm.s_tir.schedule.testing`. * **tests/python/tir-base/test_tir_texture_scope.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/tir-base/test_tir_unsafe_hide_buffer_access.py** * Updated `tvm.tir.schedule.testing` import to `tvm.s_tir.schedule.testing`. * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/tir-transform/test_tir_transform_inject_software_pipeline.py** * Updated `tvm.tir.tensor_intrin.cuda` import to `tvm.s_tir.tensor_intrin.cuda`. * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **tests/python/tir-transform/test_tir_transform_lower_tvm_builtin.py** * Updated `tvm.tir.schedule.testing` import to `tvm.s_tir.schedule.testing`. * **tests/python/tir-transform/test_tir_transform_plan_update_buffer_allocation_location.py** * Updated `tvm.tir.tensor_intrin.hexagon` import to `tvm.s_tir.tensor_intrin.hexagon`. * **tests/python/tvmscript/test_tvmscript_error_report.py** * Updated `tir.Schedule` to `tvm.s_tir.Schedule`. * Updated `tvm.tir.ScheduleError` to `tvm.s_tir.ScheduleError`. * **tests/python/tvmscript/test_tvmscript_syntax_sugar.py** * Updated `tvm.tir.schedule.testing` import to `tvm.s_tir.schedule.testing`. * **tests/scripts/task_python_unittest.sh** * Updated test file paths to reflect the `s_tir` renaming. * **web/tests/python/relax_rpc_test.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. * **web/tests/python/webgpu_rpc_test.py** * Updated `tvm.tir.Schedule` to `tvm.s_tir.Schedule`. </details> <details> <summary><b>Activity</b></summary> * The pull request was created by tqchen. * The author's description indicates that this PR is an initial step to introduce the `s_tir` module, focusing on Python-side changes first, with C++ changes to follow in subsequent PRs. </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>`. Below is a summary of the supported commands on the current page. Feature | Command | Description --- | --- | --- Code Review | `/gemini review` | Performs a code review for the current pull request in its current state. Pull Request Summary | `/gemini summary` | Provides a summary of the current pull request in its current state. Comment | @gemini-code-assist | Responds in comments when explicitly tagged, both in pull request comments and review comments. Help | `/gemini help` | Displays a list of available commands. <b>Customization</b> To customize Gemini Code Assist for GitHub experience, repository maintainers can create a configuration file and/or provide a custom code review style guide (such as PEP-8 for Python) by creating and adding files to a `.gemini/` folder in the base of the repository. Detailed instructions can be found [here](https://developers.google.com/gemini-code-assist/docs/customize-gemini-behavior-github). <b>Limitations & Feedback</b> Gemini Code Assist may make mistakes. Please leave feedback on any instances where its feedback is incorrect or counter productive. You can react with :thumbsup: and :thumbsdown: on @gemini-code-assist comments. If you're interested in giving your feedback about your experience with Gemini Code Assist for Github and other Google products, sign up [here](https://google.qualtrics.com/jfe/form/SV_2cyuGuTWsEw84yG). <b>You can also get AI-powered code generation, chat, as well as code reviews directly in the IDE at no cost with the [Gemini Code Assist IDE Extension](https://cloud.google.com/products/gemini/code-assist).</b> </details> [^1]: Review the [Privacy Notices](https://policies.google.com/privacy), [Generative AI Prohibited Use Policy](https://policies.google.com/terms/generative-ai/use-policy), [Terms of Service](https://policies.google.com/terms), and learn how to configure Gemini Code Assist in GitHub [here](https://developers.google.com/gemini-code-assist/docs/customize-gemini-behavior-github). Gemini can make mistakes, so double check it and [use code with caution](https://support.google.com/legal/answer/13505487). -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected] --------------------------------------------------------------------- To unsubscribe, e-mail: [email protected] For additional commands, e-mail: [email protected]
