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github-actions[bot] pushed a change to branch nightly
in repository https://gitbox.apache.org/repos/asf/tvm.git
from a9ce41e5a2 [Relax][Frontend][TFLite] Add explicit operator marker
handling (#19824)
add 4650887f6a [Relax][ONNX] Support align_corners in AffineGrid op
(#19864)
add 0082836d2d [REFACTOR][RELAX] Phase out Relax PrimType (#19858)
add a79101d656 [REFACTOR][IR] Phase out Downcast usages (#19857)
add 8b012ed369 [Relax] Legalize nn.dropout as inference no-op (#19841)
add 168819f5c2 [Docs][CI] Switch docs theme and bump images to
20260619-214849-4174cdf5 (#19828)
add 9808108e48 [Relax] Legalize dilated conv_transpose (#19842)
No new revisions were added by this update.
Summary of changes:
3rdparty/cutlass_fpA_intB_gemm | 2 +-
3rdparty/tvm-ffi | 2 +-
CMakeLists.txt | 2 +-
ci/jenkins/docker-images.ini | 2 +-
docs/README.md | 2 +-
docs/_static/css/tvm_theme.css | 43 -----
docs/conf.py | 196 ++++++++++-----------
include/tvm/ir/cast.h | 118 -------------
include/tvm/ir/expr.h | 1 -
include/tvm/ir/op.h | 8 +-
include/tvm/ir/transform.h | 2 +-
include/tvm/relax/attrs/image.h | 13 ++
include/tvm/relax/distributed/axis_group_graph.h | 2 +-
include/tvm/relax/type.h | 36 ----
include/tvm/s_tir/utils.h | 4 +-
include/tvm/script/ir_builder/base.h | 5 +-
include/tvm/script/printer/config.h | 3 +-
include/tvm/script/printer/ir_docsifier.h | 23 ++-
include/tvm/target/target.h | 3 +-
include/tvm/tirx/tirx_stmt.h | 11 ++
include/tvm/topi/transform.h | 2 +-
pyproject.toml | 6 +-
python/tvm/relax/__init__.py | 1 -
python/tvm/relax/backend/metal/coreml.py | 3 +-
python/tvm/relax/expr.py | 4 +-
python/tvm/relax/frontend/onnx/onnx_frontend.py | 27 ++-
python/tvm/relax/op/image/image.py | 13 +-
python/tvm/relax/script/parser/entry.py | 35 ++--
python/tvm/relax/testing/ast_printer.py | 2 +-
.../tvm/relax/transform/lazy_transform_params.py | 2 +-
python/tvm/relax/transform/legalize_ops/image.py | 1 +
python/tvm/relax/transform/legalize_ops/index.py | 15 +-
python/tvm/relax/transform/legalize_ops/nn.py | 97 +++++-----
python/tvm/relax/type.py | 73 +-------
python/tvm/relax/utils.py | 31 ++--
python/tvm/topi/image/grid_sample.py | 32 +++-
src/arith/canonical_simplify.cc | 14 +-
src/arith/detect_linear_equation.cc | 2 +-
src/arith/int_set.cc | 2 +-
src/arith/ir_mutator_with_analyzer.cc | 2 +-
src/arith/ir_visitor_with_analyzer.cc | 2 +-
src/arith/iter_affine_map.cc | 32 ++--
src/arith/rewrite_simplify.cc | 6 +-
src/arith/z3_prover.cc | 6 +-
src/backend/cuda/codegen/codegen_cuda.cc | 72 ++++----
src/backend/cuda/codegen/intrin_rule_cuda.cc | 2 +-
src/backend/cuda/codegen/target_kind.cc | 4 +-
.../hexagon/codegen/llvm/codegen_hexagon.cc | 4 +-
src/backend/hexagon/runtime/ops/conv2d_fp16_hvx.cc | 1 +
.../hexagon/runtime/ops/conv2d_quant_hvx.cc | 1 +
src/backend/metal/codegen/codegen_metal.cc | 4 +-
src/backend/metal/codegen/intrin_rule_metal.cc | 2 +-
src/backend/opencl/codegen/codegen_opencl.cc | 8 +-
src/backend/rocm/codegen/target_kind.cc | 4 +-
src/backend/trn/codegen/codegen_trn.cc | 12 +-
src/backend/trn/transform/lower_trainium_layout.cc | 10 +-
src/backend/vulkan/codegen/codegen_spirv.cc | 18 +-
src/backend/vulkan/codegen/spirv_utils.cc | 2 +-
src/backend/webgpu/codegen/codegen_webgpu.cc | 4 +-
src/backend/webgpu/codegen/intrin_rule_webgpu.cc | 2 +-
src/backend/webgpu/codegen/target_kind.cc | 4 +-
src/ir/function.cc | 14 +-
src/ir/module.cc | 4 +-
src/ir/op.cc | 6 +-
src/relax/analysis/type_analysis.cc | 56 +-----
src/relax/analysis/well_formed.cc | 2 +-
.../backend/adreno/annotate_custom_storage.cc | 32 ++--
.../backend/adreno/fold_vdevice_scope_change.cc | 4 +-
src/relax/backend/contrib/clml/codegen.cc | 6 +-
.../backend/contrib/codegen_json/codegen_json.h | 4 +-
src/relax/backend/contrib/cublas/codegen.cc | 4 +-
src/relax/backend/contrib/cudnn/codegen.cc | 11 +-
src/relax/backend/contrib/cutlass/codegen.cc | 2 +-
src/relax/backend/contrib/dnnl/codegen.cc | 2 +-
src/relax/backend/contrib/example_npu/codegen.cc | 2 +-
src/relax/backend/contrib/hipblas/codegen.cc | 2 +-
src/relax/backend/contrib/nnapi/codegen.cc | 2 +-
src/relax/backend/contrib/tensorrt/codegen.cc | 2 +-
src/relax/backend/task_extraction.cc | 6 +-
src/relax/backend/vm/codegen_vm.cc | 2 +-
src/relax/backend/vm/codegen_vm_tir.cc | 2 +-
src/relax/backend/vm/lower_runtime_builtin.cc | 18 +-
src/relax/backend/vm/vm_shape_lower.cc | 11 +-
src/relax/distributed/axis_group_graph.cc | 4 +-
.../distributed/transform/legalize_redistribute.cc | 2 +-
src/relax/distributed/transform/lower_distir.cc | 16 +-
.../transform/lower_global_view_to_local_view.cc | 22 +--
.../distributed/transform/propagate_sharding.cc | 30 ++--
src/relax/distributed/transform/utils.cc | 2 +-
src/relax/distributed/transform/utils.h | 2 +-
src/relax/ir/binding_rewrite.cc | 18 +-
src/relax/ir/block_builder.cc | 11 +-
src/relax/ir/dataflow_block_rewriter.cc | 2 +-
src/relax/ir/dataflow_expr_rewriter.cc | 22 +--
src/relax/ir/dependent_type.cc | 27 ---
src/relax/ir/expr.cc | 11 +-
src/relax/ir/transform.cc | 2 +-
src/relax/ir/type_functor.cc | 21 +--
src/relax/op/distributed/op.cc | 2 +-
src/relax/op/distributed/utils.cc | 4 +-
src/relax/op/image/resize.cc | 9 +-
src/relax/op/image/resize.h | 2 +-
src/relax/op/memory/view.cc | 4 +-
src/relax/op/nn/attention.cc | 5 +-
src/relax/op/nn/convolution.cc | 63 +++----
src/relax/op/nn/nn.cc | 6 +-
src/relax/op/op.cc | 14 +-
src/relax/op/op_common.cc | 8 +-
src/relax/op/op_common.h | 7 +-
src/relax/op/tensor/binary.cc | 2 +-
src/relax/op/tensor/create.cc | 3 +-
src/relax/op/tensor/index.cc | 53 +++---
src/relax/op/tensor/inspect.cc | 60 +++----
src/relax/op/tensor/linear_algebra.cc | 2 +-
src/relax/op/tensor/manipulate.cc | 22 +--
src/relax/op/tensor/set.cc | 8 +-
src/relax/script/printer/binding.cc | 2 +-
src/relax/script/printer/dependent_type.cc | 17 --
src/relax/script/printer/function.cc | 3 +-
src/relax/script/printer/utils.h | 16 +-
src/relax/testing/transform.cc | 2 +-
src/relax/training/utils.cc | 4 +-
src/relax/transform/adjust_matmul_order.cc | 8 +-
src/relax/transform/allocate_workspace.cc | 6 +-
src/relax/transform/alter_op_impl.cc | 20 +--
.../transform/attach_attr_layout_free_buffers.cc | 10 +-
src/relax/transform/attach_global_symbol.cc | 5 +-
src/relax/transform/bind_params.cc | 2 +-
src/relax/transform/bind_symbolic_vars.cc | 4 +-
src/relax/transform/bundle_model_params.cc | 4 +-
src/relax/transform/call_tir_rewrite.cc | 30 ++--
src/relax/transform/canonicalize_bindings.cc | 31 ++--
src/relax/transform/combine_parallel_matmul.cc | 6 +-
src/relax/transform/compute_prim_value.cc | 4 +-
src/relax/transform/convert_dataflow.cc | 6 +-
src/relax/transform/convert_layout.cc | 8 +-
src/relax/transform/dataflow_inplace.cc | 34 ++--
src/relax/transform/dead_code_elimination.cc | 2 +-
src/relax/transform/decompose_ops.cc | 8 +-
src/relax/transform/eliminate_common_subexpr.cc | 2 +-
src/relax/transform/expand_matmul_of_sum.cc | 2 +-
src/relax/transform/expand_tuple_arguments.cc | 6 +-
src/relax/transform/fold_constant.cc | 18 +-
src/relax/transform/fuse_ops.cc | 28 +--
src/relax/transform/fuse_tir.cc | 56 +++---
src/relax/transform/gradient.cc | 26 +--
src/relax/transform/gradient_simplifier.cc | 8 +-
src/relax/transform/inline_functions.cc | 16 +-
src/relax/transform/kill_after_last_use.cc | 2 +-
src/relax/transform/lambda_lift.cc | 8 +-
src/relax/transform/lazy_transform_params.cc | 14 +-
src/relax/transform/legalize_ops.cc | 10 +-
src/relax/transform/lift_transform_params.cc | 34 ++--
src/relax/transform/lower_alloc_tensor.cc | 8 +-
src/relax/transform/merge_composite_functions.cc | 18 +-
src/relax/transform/meta_schedule.cc | 2 +-
src/relax/transform/normalize.cc | 4 +-
src/relax/transform/realize_vdevice.cc | 6 +-
src/relax/transform/remove_unused_outputs.cc | 6 +-
src/relax/transform/remove_unused_parameters.cc | 8 +-
.../transform/reorder_permute_dims_after_concat.cc | 4 +-
src/relax/transform/rewrite_cuda_graph.cc | 32 ++--
src/relax/transform/rewrite_dataflow_reshape.cc | 15 +-
src/relax/transform/run_codegen.cc | 8 +-
.../specialize_primfunc_based_on_callsite.cc | 20 +--
src/relax/transform/split_call_tir_by_pattern.cc | 14 +-
.../transform/split_layout_rewrite_preproc.cc | 23 +--
src/relax/transform/static_plan_block_memory.cc | 16 +-
src/relax/transform/to_mixed_precision.cc | 2 +-
src/relax/transform/to_non_dataflow.cc | 2 +-
src/relax/transform/topological_sort.cc | 2 +-
src/relax/transform/update_param_type.cc | 2 +-
src/relax/transform/update_vdevice.cc | 4 +-
src/relax/transform/utils.cc | 6 +-
src/relax/transform/utils.h | 4 +-
src/relax/utils.cc | 13 --
src/runtime/extra/contrib/cblas/cblas.cc | 1 +
src/runtime/extra/contrib/cblas/dnnl_blas.cc | 1 +
src/runtime/extra/contrib/cblas/gemm_common.h | 1 +
src/runtime/extra/contrib/cblas/mkl.cc | 1 +
src/runtime/extra/contrib/clml/clml_runtime.cc | 1 +
src/runtime/extra/contrib/cublas/cublas.cc | 1 +
src/runtime/extra/contrib/cudnn/conv_backward.cc | 1 +
src/runtime/extra/contrib/cudnn/conv_forward.cc | 1 +
src/runtime/extra/contrib/cudnn/softmax.cc | 1 +
src/runtime/extra/contrib/dnnl/dnnl.cc | 1 +
src/runtime/extra/contrib/hipblas/hipblas.cc | 1 +
src/runtime/extra/contrib/random/random.cc | 1 +
src/runtime/extra/contrib/sort/sort.cc | 1 +
src/runtime/extra/disco/loader.cc | 1 +
src/runtime/rpc/rpc_endpoint.cc | 1 +
src/runtime/rpc/rpc_module.cc | 1 +
src/runtime/vm/vm.cc | 1 +
src/s_tir/meta_schedule/database/database_utils.cc | 2 +-
.../feature_extractor/per_store_feature.cc | 2 +-
.../mutator/mutate_compute_location.cc | 2 +-
src/s_tir/meta_schedule/mutator/mutate_parallel.cc | 10 +-
.../meta_schedule/mutator/mutate_thread_binding.cc | 10 +-
.../meta_schedule/mutator/mutate_tile_size.cc | 26 +--
src/s_tir/meta_schedule/mutator/mutate_unroll.cc | 6 +-
.../postproc/rewrite_cooperative_fetch.cc | 12 +-
src/s_tir/meta_schedule/postproc/rewrite_layout.cc | 2 +-
.../postproc/rewrite_unbound_block.cc | 2 +-
src/s_tir/meta_schedule/schedule/cuda/winograd.cc | 2 +-
.../schedule_rule/cross_thread_reduction.cc | 7 +-
.../schedule_rule/multi_level_tiling.cc | 2 +-
.../schedule_rule/multi_level_tiling.h | 6 +-
.../multi_level_tiling_tensor_core.cc | 26 +--
.../space_generator/space_generator.cc | 4 +-
src/s_tir/meta_schedule/trace_apply.cc | 18 +-
src/s_tir/meta_schedule/utils.h | 3 +-
src/s_tir/schedule/analysis/analysis.cc | 2 +-
src/s_tir/schedule/concrete_schedule.cc | 2 +-
src/s_tir/schedule/ir_comparator.cc | 2 +-
.../schedule/primitive/annotate_buffer_access.cc | 7 +-
src/s_tir/schedule/primitive/block_annotate.cc | 10 +-
src/s_tir/schedule/primitive/blockize_tensorize.cc | 16 +-
src/s_tir/schedule/primitive/cache_index.cc | 8 +-
src/s_tir/schedule/primitive/cache_read_write.cc | 16 +-
src/s_tir/schedule/primitive/compute_at.cc | 6 +-
src/s_tir/schedule/primitive/compute_inline.cc | 24 +--
src/s_tir/schedule/primitive/decompose_padding.cc | 6 +-
.../schedule/primitive/layout_transformation.cc | 41 ++---
.../schedule/primitive/loop_transformation.cc | 21 +--
src/s_tir/schedule/primitive/pad_einsum.cc | 10 +-
src/s_tir/schedule/primitive/read_write_at.cc | 6 +-
src/s_tir/schedule/primitive/reduction.cc | 6 +-
.../schedule/primitive/reorder_block_iter_var.cc | 2 +-
src/s_tir/schedule/primitive/rolling_buffer.cc | 10 +-
src/s_tir/schedule/state.cc | 2 +-
src/s_tir/schedule/trace.cc | 17 +-
src/s_tir/schedule/transform.cc | 12 +-
src/s_tir/transform/annotate_irregular_loop.cc | 2 +-
src/s_tir/transform/bound_checker.cc | 2 +-
src/s_tir/transform/compact_buffer_region.cc | 12 +-
src/s_tir/transform/convert_blocks_to_opaque.cc | 4 +-
src/s_tir/transform/inject_double_buffer.cc | 6 +-
src/s_tir/transform/inject_permuted_layout.cc | 12 +-
src/s_tir/transform/inject_software_pipeline.cc | 46 ++---
src/s_tir/transform/inject_virtual_thread.cc | 6 +-
src/s_tir/transform/lift_thread_binding.cc | 2 +-
src/s_tir/transform/loop_partition.cc | 6 +-
.../transform/lower_cross_thread_reduction.cc | 5 +-
src/s_tir/transform/lower_match_buffer.cc | 2 +-
src/s_tir/transform/lower_opaque_block.cc | 2 +-
src/s_tir/transform/lower_thread_allreduce.cc | 24 +--
.../manifest_shared_memory_local_stage.cc | 4 +-
src/s_tir/transform/memhammer_coalesce.cc | 8 +-
src/s_tir/transform/memhammer_lower_auto_copy.cc | 6 +-
src/s_tir/transform/memhammer_rewrite_rule.h | 4 +-
.../transform/memhammer_tensorcore_rewrite.cc | 4 +-
.../transform/merge_shared_memory_allocations.cc | 10 +-
.../plan_update_buffer_allocation_location.cc | 2 +-
.../remove_weight_layout_rewrite_block.cc | 6 +-
src/s_tir/transform/renew_defs.cc | 16 +-
src/s_tir/transform/storage_access.cc | 4 +-
src/s_tir/transform/transform_mma_buffer_layout.cc | 4 +-
src/s_tir/transform/unify_thread_binding.cc | 2 +-
.../transform/using_assume_to_reduce_branches.cc | 2 +-
src/script/ir_builder/ir/ir.cc | 6 +-
.../printer/doc_printer/python_doc_printer.cc | 2 +-
src/script/printer/ir/misc.cc | 2 +-
src/script/printer/script_printer.cc | 32 ++--
src/script/printer/utils.h | 2 +-
src/target/build_common.h | 2 +-
src/target/canonicalizer/llvm/arm_aprofile.cc | 15 +-
src/target/canonicalizer/llvm/arm_mprofile.cc | 13 +-
src/target/canonicalizer/llvm/canonicalize.cc | 8 +-
src/target/intrin_rule.cc | 2 +-
src/target/llvm/codegen_arm.cc | 3 +-
src/target/llvm/codegen_llvm.cc | 11 +-
src/target/llvm/codegen_llvm.h | 2 +-
src/target/llvm/llvm_instance.cc | 24 ++-
src/target/llvm/llvm_module.cc | 2 +-
src/target/source/codegen_c.cc | 12 +-
src/target/source/codegen_c_host.cc | 2 +-
src/target/target.cc | 4 +-
src/te/operation/compute_op.cc | 2 +-
src/te/operation/create_primfunc.cc | 14 +-
src/tirx/analysis/var_use_def_analysis.cc | 2 +-
src/tirx/ir/data_type_rewriter.cc | 24 +--
src/tirx/ir/expr.cc | 2 +-
src/tirx/ir/function.cc | 4 +-
src/tirx/ir/index_map.cc | 14 +-
src/tirx/ir/script/script_complete.cc | 4 +-
src/tirx/ir/specialize.cc | 4 +-
src/tirx/ir/stmt_functor.cc | 18 +-
src/tirx/ir/tirx_stmt.cc | 12 +-
src/tirx/ir/transform.cc | 2 +-
src/tirx/op/op.cc | 4 +-
src/tirx/op/tirx.cc | 2 +-
src/tirx/script/printer/buffer.cc | 6 +-
src/tirx/script/printer/expr.cc | 10 +-
src/tirx/script/printer/function.cc | 4 +-
src/tirx/script/printer/stmt.cc | 4 +-
src/tirx/script/printer/utils.h | 4 +-
src/tirx/transform/bind_target.cc | 6 +-
src/tirx/transform/flatten_buffer.cc | 8 +-
src/tirx/transform/force_narrow_index_to_i32.cc | 4 +-
src/tirx/transform/ir_utils.cc | 20 +--
src/tirx/transform/lower_intrin.cc | 2 +-
src/tirx/transform/lower_tirx_cleanup.cc | 10 +-
src/tirx/transform/lower_tirx_dedup_tensormap.cc | 2 +-
src/tirx/transform/lower_tvm_builtin.cc | 7 +-
src/tirx/transform/lower_warp_memory.cc | 8 +-
src/tirx/transform/make_packed_api.cc | 2 +-
src/tirx/transform/narrow_datatype.cc | 6 +-
src/tirx/transform/remap_thread_axis.cc | 2 +-
src/tirx/transform/split_host_device.cc | 2 +-
src/tirx/transform/stmt_simplify.cc | 2 +-
src/tirx/transform/storage_rewrite.cc | 16 +-
src/tirx/transform/tile_primitive_dispatch.cc | 4 +-
src/tirx/transform/tvm_ffi_binder.cc | 2 +-
src/tirx/transform/unroll_loop.cc | 4 +-
src/tirx/transform/unsupported_dtype_legalize.cc | 4 +-
src/tirx/transform/update_pointer_storage_scope.cc | 10 +-
src/tirx/transform/vectorize_loop.cc | 42 +++--
tests/cpp/expr_test.cc | 2 +-
tests/cpp/nested_msg_test.cc | 14 +-
tests/cpp/target_test.cc | 2 +-
tests/python/relax/frontend_nn_extern_module.cc | 1 +
tests/python/relax/test_analysis_type_analysis.py | 23 +--
tests/python/relax/test_ast_printer.py | 2 +-
.../relax/test_backend_transform_shape_lower.py | 3 +
tests/python/relax/test_bind_symbolic_vars.py | 1 +
tests/python/relax/test_blockbuilder_core.py | 4 +-
tests/python/relax/test_blockbuilder_emit_te.py | 14 +-
tests/python/relax/test_dataflow_rewriter.py | 1 +
tests/python/relax/test_expr.py | 14 +-
tests/python/relax/test_frontend_onnx.py | 38 +++-
tests/python/relax/test_op_binary.py | 14 +-
tests/python/relax/test_op_manipulate.py | 4 +-
.../relax/test_transform_compute_prim_value.py | 3 +
.../relax/test_transform_lazy_transform_params.py | 3 +
.../python/relax/test_transform_legalize_ops_nn.py | 90 ++++++++++
.../test_transform_remove_unused_parameters.py | 3 +
.../test_transform_rewrite_dataflow_reshape.py | 4 +-
tests/python/relax/test_tvmscript_parser.py | 64 +------
tests/python/relax/test_tvmscript_printer_relax.py | 15 +-
tests/python/relax/test_type.py | 26 +--
tests/python/relax/test_utils.py | 6 +-
tests/python/relax/test_vm_build.py | 2 +
tests/python/tirx-base/test_tir_specialize.py | 4 +-
.../python/tvmscript/test_tvmscript_parser_tir.py | 10 +-
tests/scripts/ci.py | 18 +-
345 files changed, 1801 insertions(+), 1998 deletions(-)
delete mode 100644 docs/_static/css/tvm_theme.css
delete mode 100644 include/tvm/ir/cast.h
