This is an archive of the discontinued LLVM Phabricator instance.

Differential D146036

Replace `outs` with `inits` in linalg textual assembly
AcceptedPublic

Authored by mehdi_amini on Mar 14 2023, 5:16 AM.

Details

Reviewers
pifon2a
aartbik
ftynse
mravishankar
ThomasRaoux
dcaballe
nicolasvasilache
herhut
Summary

The "outs" is confusing for the tensor domain as these are immutable
object. These arguments are used for:

  • the iteration domain / shape of the results.
  • the initial value used when reduction are involved.

Diff Detail

Event Timeline

mehdi_amini created this revision.Mar 14 2023, 5:16 AM
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mehdi_amini requested review of this revision.Mar 14 2023, 5:16 AM
Herald added a reviewer: nicolasvasilache. · View Herald TranscriptMar 14 2023, 5:16 AM
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pifon2a accepted this revision.Mar 14 2023, 5:24 AM

Thanks!

This revision is now accepted and ready to land.Mar 14 2023, 5:24 AM
Harbormaster completed remote builds in B219318: Diff 505045.Mar 14 2023, 5:47 AM
mehdi_amini added a comment.Mar 14 2023, 5:58 AM

I'll wait to hear at least from @mravishankar @nicolasvasilache here.

nicolasvasilache added a comment.Mar 14 2023, 6:24 AM

I don't have strong opinions here, all names are confusing ..

init makes one think that the tensor needs to be initialized to a meaningful value, this is not the case if the associated bbArg is not used.
out confuses people for other reasons.

if anything, I'd go for dest personally with a doc that the dest may or may not be read.

mehdi_amini added a comment.Mar 14 2023, 6:26 AM
In D146036#4192786, @nicolasvasilache wrote:

if anything, I'd go for dest personally with a doc that the dest may or may not be read.

dest looks to me like "writing to a tensor" again. The "destination" of the tensor-based op is the LHS of the = and the "yielded" values in the body.

Large Diff

This large diff affects 266 files. Files without inline comments have been collapsed. Expand All Files

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Diff 505045

mlir/docs/Bufferization.md

mlir/docs/Dialects/Linalg/_index.md

mlir/include/mlir/Dialect/Bufferization/IR/BufferizationOps.td

mlir/include/mlir/Dialect/Linalg/IR/LinalgOps.td

mlir/include/mlir/Dialect/Linalg/IR/LinalgStructuredOps.td

mlir/include/mlir/Dialect/Linalg/TransformOps/LinalgTransformOps.td

mlir/include/mlir/Dialect/Linalg/Transforms/Transforms.h

mlir/include/mlir/Dialect/Linalg/Utils/Utils.h

mlir/include/mlir/Dialect/SCF/IR/SCFOps.td

mlir/include/mlir/Dialect/SCF/Transforms/TileUsingInterface.h

mlir/include/mlir/Dialect/SparseTensor/IR/SparseTensorOps.td

mlir/include/mlir/Dialect/SparseTensor/Transforms/Passes.td

mlir/lib/Dialect/Bufferization/Transforms/EmptyTensorElimination.cpp

mlir/lib/Dialect/Linalg/IR/LinalgOps.cpp

mlir/lib/Dialect/Linalg/Transforms/DataLayoutPropagation.cpp

mlir/lib/Dialect/Linalg/Transforms/DecomposeLinalgOps.cpp

mlir/lib/Dialect/Linalg/Transforms/Detensorize.cpp

mlir/lib/Dialect/Linalg/Transforms/DropUnitDims.cpp

mlir/lib/Dialect/Linalg/Transforms/ElementwiseOpFusion.cpp

mlir/lib/Dialect/Linalg/Transforms/EraseUnusedOperandsAndResults.cpp

mlir/lib/Dialect/Linalg/Transforms/FusionOnTensors.cpp

mlir/lib/Dialect/Linalg/Transforms/Vectorization.cpp

mlir/lib/Dialect/SCF/Transforms/TileUsingInterface.cpp

mlir/lib/Dialect/Tensor/Transforms/BufferizableOpInterfaceImpl.cpp

mlir/python/mlir/dialects/linalg/__init__.py

mlir/python/mlir/dialects/linalg/opdsl/lang/dsl.py

mlir/python/mlir/dialects/linalg/opdsl/lang/emitter.py

mlir/test/Analysis/test-match-reduction.mlir

mlir/test/Conversion/TensorToLinalg/tensor-ops-to-linalg.mlir

mlir/test/Conversion/TosaToLinalg/tosa-to-linalg-named.mlir

mlir/test/Conversion/TosaToLinalg/tosa-to-linalg-resize.mlir

mlir/test/Conversion/TosaToLinalg/tosa-to-linalg.mlir

mlir/test/Dialect/Bufferization/Transforms/one-shot-bufferize-analysis-empty-tensor-elimination.mlir

mlir/test/Dialect/Bufferization/Transforms/one-shot-bufferize-analysis.mlir

mlir/test/Dialect/Bufferization/Transforms/one-shot-bufferize-empty-tensor-elimination.mlir

mlir/test/Dialect/Bufferization/Transforms/one-shot-bufferize-partial.mlir

mlir/test/Dialect/Bufferization/Transforms/one-shot-module-bufferize-allow-return-allocs.mlir

mlir/test/Dialect/Bufferization/Transforms/one-shot-module-bufferize-analysis.mlir

mlir/test/Dialect/Bufferization/Transforms/one-shot-module-bufferize-invalid.mlir

mlir/test/Dialect/Bufferization/Transforms/one-shot-module-bufferize.mlir

mlir/test/Dialect/Bufferization/Transforms/tensor-copy-insertion.mlir

mlir/test/Dialect/Bufferization/Transforms/transform-ops.mlir

mlir/test/Dialect/GPU/transform-gpu-failing.mlir

mlir/test/Dialect/LLVM/transform-e2e.mlir

mlir/test/Dialect/Linalg/affine.mlir

mlir/test/Dialect/Linalg/bubble-up-extract-slice-op.mlir

mlir/test/Dialect/Linalg/bufferize.mlir

mlir/test/Dialect/Linalg/canonicalize.mlir

mlir/test/Dialect/Linalg/collapse-dim.mlir

mlir/test/Dialect/Linalg/conv-interface-invalid.mlir

mlir/test/Dialect/Linalg/convert-conv2d-to-img2col.mlir

mlir/test/Dialect/Linalg/convert-elementwise-to-linalg.mlir

mlir/test/Dialect/Linalg/data-layout-propagation.mlir

mlir/test/Dialect/Linalg/decompose-ops.mlir

mlir/test/Dialect/Linalg/detensorize_0d.mlir

mlir/test/Dialect/Linalg/detensorize_br_operands.mlir

mlir/test/Dialect/Linalg/detensorize_if.mlir

mlir/test/Dialect/Linalg/detensorize_trivial.mlir

mlir/test/Dialect/Linalg/detensorize_while.mlir

mlir/test/Dialect/Linalg/detensorize_while_impure_cf.mlir

mlir/test/Dialect/Linalg/detensorize_while_pure_cf.mlir

mlir/test/Dialect/Linalg/drop-unit-extent-dims.mlir

mlir/test/Dialect/Linalg/erase-unused-operands-and-results.mlir

mlir/test/Dialect/Linalg/fill-interface-invalid.mlir

mlir/test/Dialect/Linalg/fold-unit-trip-loops.mlir

mlir/test/Dialect/Linalg/forward-vector-transfers.mlir

mlir/test/Dialect/Linalg/fuse-with-reshape-by-collapsing.mlir

mlir/test/Dialect/Linalg/fusion-elementwise-ops.mlir

mlir/test/Dialect/Linalg/fusion-elementwise-options.mlir

mlir/test/Dialect/Linalg/fusion-elementwise.mlir

mlir/test/Dialect/Linalg/fusion-multiuse-producer.mlir

mlir/test/Dialect/Linalg/fusion-push-reshape.mlir

mlir/test/Dialect/Linalg/generalize-named-ops.mlir

mlir/test/Dialect/Linalg/generalize-named-polymorphic-ops.mlir

mlir/test/Dialect/Linalg/generalize-pad-tensor.mlir

mlir/test/Dialect/Linalg/generalize-tensor-pack-tile.mlir

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mlir/test/Dialect/Linalg/library-calls.mlir

mlir/test/Dialect/Linalg/loops.mlir

mlir/test/Dialect/Linalg/lower-pad-tensor.mlir

mlir/test/Dialect/Linalg/multisize-tiling-full.mlir

mlir/test/Dialect/Linalg/named-ops.mlir

mlir/test/Dialect/Linalg/namedop_conversion.mlir

mlir/test/Dialect/Linalg/one-shot-bufferize-analysis-2fill-extract-matmul-all-perms.mlir

mlir/test/Dialect/Linalg/one-shot-bufferize.mlir

mlir/test/Dialect/Linalg/pad_fusion.mlir

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mlir/test/Dialect/Linalg/promote.mlir

mlir/test/Dialect/Linalg/promotion_options.mlir

mlir/test/Dialect/Linalg/reshape_control_fusion.mlir

mlir/test/Dialect/Linalg/reshape_fusion.mlir

mlir/test/Dialect/Linalg/resolve-shaped-type-result-dims.mlir

mlir/test/Dialect/Linalg/roundtrip.mlir

mlir/test/Dialect/Linalg/standard.mlir

mlir/test/Dialect/Linalg/swap-extract-slice-with-fill.mlir

mlir/test/Dialect/Linalg/tile-and-fuse-tensors.mlir

mlir/test/Dialect/Linalg/tile-conv.mlir

mlir/test/Dialect/Linalg/tile-indexed.mlir

mlir/test/Dialect/Linalg/tile-tensors.mlir

mlir/test/Dialect/Linalg/tile-to-foreach-thread.mlir

mlir/test/Dialect/Linalg/transform-lower-pack.mlir

mlir/test/Dialect/Linalg/transform-op-bufferize-to-allocation.mlir

mlir/test/Dialect/Linalg/transform-op-decompose.mlir

mlir/test/Dialect/Linalg/transform-op-fuse-into-containing.mlir

mlir/test/Dialect/Linalg/transform-op-fuse.mlir

mlir/test/Dialect/Linalg/transform-op-generalize.mlir

mlir/test/Dialect/Linalg/transform-op-hoist-pad.mlir

mlir/test/Dialect/Linalg/transform-op-interchange.mlir

mlir/test/Dialect/Linalg/transform-op-match.mlir

mlir/test/Dialect/Linalg/transform-op-multitile-sizes.mlir

mlir/test/Dialect/Linalg/transform-op-pack.mlir

mlir/test/Dialect/Linalg/transform-op-pad.mlir

mlir/test/Dialect/Linalg/transform-op-rewrite-in-destination-passing-style.mlir

mlir/test/Dialect/Linalg/transform-op-scalarize.mlir

mlir/test/Dialect/Linalg/transform-op-split-reduction-by-scaling.mlir

mlir/test/Dialect/Linalg/transform-op-split-reduction.mlir

mlir/test/Dialect/Linalg/transform-op-split.mlir

mlir/test/Dialect/Linalg/transform-op-tile.mlir

mlir/test/Dialect/Linalg/transform-op-vectorize.mlir

mlir/test/Dialect/Linalg/transform-pack-greedily.mlir

mlir/test/Dialect/Linalg/transform-patterns.mlir

mlir/test/Dialect/Linalg/transform-promotion.mlir

mlir/test/Dialect/Linalg/transform-tile-and-fuse.mlir

mlir/test/Dialect/Linalg/transform-tile-reduction.mlir

mlir/test/Dialect/Linalg/vectorization.mlir

mlir/test/Dialect/Linalg/vectorize-convolution.mlir

mlir/test/Dialect/SCF/foreach-thread-canonicalization.mlir

mlir/test/Dialect/SCF/loop-pipelining.mlir

mlir/test/Dialect/SCF/one-shot-bufferize-analysis.mlir

mlir/test/Dialect/SCF/one-shot-bufferize.mlir

mlir/test/Dialect/SparseTensor/buffer_rewriting.mlir

mlir/test/Dialect/SparseTensor/codegen.mlir

mlir/test/Dialect/SparseTensor/codegen_buffer_initialization.mlir

mlir/test/Dialect/SparseTensor/conversion.mlir

mlir/test/Dialect/SparseTensor/convert_sparse2dense.mlir

mlir/test/Dialect/SparseTensor/dense.mlir

mlir/test/Dialect/SparseTensor/one_shot_bufferize_tensor_copy_insertion.mlir

mlir/test/Dialect/SparseTensor/one_trip.mlir

mlir/test/Dialect/SparseTensor/rejected.mlir

mlir/test/Dialect/SparseTensor/sorted_coo.mlir

mlir/test/Dialect/SparseTensor/sparse_1d.mlir

mlir/test/Dialect/SparseTensor/sparse_2d.mlir

mlir/test/Dialect/SparseTensor/sparse_3d.mlir

mlir/test/Dialect/SparseTensor/sparse_affine.mlir

mlir/test/Dialect/SparseTensor/sparse_broadcast.mlir

mlir/test/Dialect/SparseTensor/sparse_concat.mlir

mlir/test/Dialect/SparseTensor/sparse_concat_codegen.mlir

mlir/test/Dialect/SparseTensor/sparse_expand.mlir

mlir/test/Dialect/SparseTensor/sparse_fill_zero.mlir

mlir/test/Dialect/SparseTensor/sparse_fp_ops.mlir

mlir/test/Dialect/SparseTensor/sparse_index.mlir

mlir/test/Dialect/SparseTensor/sparse_int_ops.mlir

mlir/test/Dialect/SparseTensor/sparse_kernels.mlir

mlir/test/Dialect/SparseTensor/sparse_lower.mlir

mlir/test/Dialect/SparseTensor/sparse_lower_col.mlir

mlir/test/Dialect/SparseTensor/sparse_lower_inplace.mlir

mlir/test/Dialect/SparseTensor/sparse_matmul_codegen.mlir

mlir/test/Dialect/SparseTensor/sparse_nd.mlir

mlir/test/Dialect/SparseTensor/sparse_out.mlir

mlir/test/Dialect/SparseTensor/sparse_outbuf.mlir

mlir/test/Dialect/SparseTensor/sparse_parallel.mlir

mlir/test/Dialect/SparseTensor/sparse_parallel_reduce.mlir

mlir/test/Dialect/SparseTensor/sparse_perm.mlir

mlir/test/Dialect/SparseTensor/sparse_perm_lower.mlir

mlir/test/Dialect/SparseTensor/sparse_reshape_dot.mlir

mlir/test/Dialect/SparseTensor/sparse_scalars.mlir

mlir/test/Dialect/SparseTensor/sparse_sddmm.mlir

mlir/test/Dialect/SparseTensor/sparse_sddmm_org.mlir

mlir/test/Dialect/SparseTensor/sparse_storage.mlir

mlir/test/Dialect/SparseTensor/sparse_transpose.mlir

mlir/test/Dialect/SparseTensor/sparse_vector.mlir

mlir/test/Dialect/SparseTensor/sparse_vector_chain.mlir

mlir/test/Dialect/SparseTensor/sparse_vector_index.mlir

mlir/test/Dialect/SparseTensor/sparse_vector_mv.mlir

mlir/test/Dialect/SparseTensor/sparse_vector_ops.mlir

mlir/test/Dialect/SparseTensor/sparse_vector_peeled.mlir

mlir/test/Dialect/SparseTensor/vectorize_reduction.mlir

mlir/test/Dialect/Tensor/bufferize.mlir

mlir/test/Dialect/Tensor/one-shot-bufferize.mlir

mlir/test/Dialect/Transform/selective-targeting.mlir

mlir/test/Dialect/Vector/transform-vector.mlir

mlir/test/Dialect/Vector/vector-transfer-full-partial-split.mlir

mlir/test/IR/slice.mlir

mlir/test/Integration/Dialect/Async/CPU/microbench-linalg-async-parallel-for.mlir

mlir/test/Integration/Dialect/Async/CPU/microbench-scf-async-parallel-for.mlir

mlir/test/Integration/Dialect/Linalg/CPU/matmul-vs-matvec.mlir

mlir/test/Integration/Dialect/Linalg/CPU/test-conv-1d-call.mlir

mlir/test/Integration/Dialect/Linalg/CPU/test-conv-1d-nwc-wcf-call.mlir

mlir/test/Integration/Dialect/Linalg/CPU/test-conv-2d-call.mlir

mlir/test/Integration/Dialect/Linalg/CPU/test-conv-2d-nhwc-hwcf-call.mlir

mlir/test/Integration/Dialect/Linalg/CPU/test-conv-3d-call.mlir

mlir/test/Integration/Dialect/Linalg/CPU/test-conv-3d-ndhwc-dhwcf-call.mlir

mlir/test/Integration/Dialect/Linalg/CPU/test-one-shot-bufferize.mlir

mlir/test/Integration/Dialect/Linalg/CPU/test-tensor-matmul.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/dense_output.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/dense_output_bf16.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/dense_output_f16.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/reshape_dot.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_abs.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_binary.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_cast.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_complex32.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_complex64.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_complex_ops.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_conv_1d_nwc_wcf.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_conv_2d_nhwc_hwcf.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_conv_3d.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_conv_3d_ndhwc_dhwcf.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_coo_test.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_dot.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_expand.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_flatten.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_index.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_index_dense.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_matmul.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_matmul_slice.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_matrix_ops.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_matvec.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_mttkrp.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_out_mult_elt.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_out_reduction.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_out_simple.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_quantized_matmul.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_re_im.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_reduce_custom.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_reduce_custom_prod.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_reductions.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_reductions_prod.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_sampled_matmul.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_sampled_mm_fusion.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_scale.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_scf_nested.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_select.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_sign.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_sorted_coo.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_spmm.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_sum.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_sum_bf16.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_sum_c32.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_sum_f16.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_tanh.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_tensor_mul.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_tensor_ops.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_transpose.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_transpose_coo.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_unary.mlir

mlir/test/Integration/Dialect/SparseTensor/CPU/sparse_vector_ops.mlir

mlir/test/Integration/Dialect/SparseTensor/python/test_elementwise_add_sparse_output.py

mlir/test/Interfaces/TilingInterface/lower-to-loops-using-interface.mlir

mlir/test/Interfaces/TilingInterface/tile-and-fuse-using-interface.mlir

mlir/test/Interfaces/TilingInterface/tile-fuse-and-yield-using-interface.mlir

mlir/test/Interfaces/TilingInterface/tile-using-interface.mlir

mlir/test/lib/Dialect/Test/TestOps.td

mlir/test/mlir-cpu-runner/async.mlir

mlir/test/mlir-cpu-runner/sgemm-naive-codegen.mlir

mlir/test/mlir-cpu-runner/unranked-memref.mlir

mlir/test/mlir-cpu-runner/utils.mlir

mlir/test/mlir-opt/async.mlir

mlir/test/python/dialects/linalg/opdsl/emit_matmul.py

mlir/test/python/dialects/linalg/ops.py

mlir/test/python/integration/dialects/linalg/opsrun.py