[Mlir-commits] [mlir] [mlir][tensor] Enhance SimplifyUnPackToCollapseShape for unit dim cases. (PR #79262)
Han-Chung Wang
llvmlistbot at llvm.org
Wed Jan 24 18:51:56 PST 2024
https://github.com/hanhanW updated https://github.com/llvm/llvm-project/pull/79262
>From 2090a36b4dff50c365ba1d9faf33adac2c427189 Mon Sep 17 00:00:00 2001
From: hanhanW <hanhan0912 at gmail.com>
Date: Wed, 24 Jan 2024 16:02:45 +0800
Subject: [PATCH] [mlir][tensor] Enhance SimplifyUnPackToCollapseShape for unit
dim cases.
---
.../Transforms/PackAndUnpackPatterns.cpp | 34 +++++++++++--
.../Dialect/Tensor/simplify-pack-unpack.mlir | 51 +++++++++++++++++++
2 files changed, 82 insertions(+), 3 deletions(-)
diff --git a/mlir/lib/Dialect/Tensor/Transforms/PackAndUnpackPatterns.cpp b/mlir/lib/Dialect/Tensor/Transforms/PackAndUnpackPatterns.cpp
index b404543ddef867e..bcb00f02d98b55a 100644
--- a/mlir/lib/Dialect/Tensor/Transforms/PackAndUnpackPatterns.cpp
+++ b/mlir/lib/Dialect/Tensor/Transforms/PackAndUnpackPatterns.cpp
@@ -117,8 +117,9 @@ struct SimplifyUnPackToCollapseShape : public OpRewritePattern<UnPackOp> {
operand, reassociation);
}
- LogicalResult matchAndRewrite(UnPackOp unpackOp,
- PatternRewriter &rewriter) const override {
+ /// Returns success() if it is unpacking on the innermost dimension.
+ LogicalResult isUnpackOnInnerMostDim(RewriterBase &rewriter,
+ UnPackOp unpackOp) const {
auto outerDimsPerm = unpackOp.getOuterDimsPerm();
if (!outerDimsPerm.empty() && !isIdentityPermutation(outerDimsPerm)) {
return rewriter.notifyMatchFailure(
@@ -134,9 +135,36 @@ struct SimplifyUnPackToCollapseShape : public OpRewritePattern<UnPackOp> {
ArrayRef<int64_t> dimsPos = unpackOp.getInnerDimsPos();
if (dimsPos.size() != 1 || (dimsPos[0] + 1 != destType.getRank())) {
return rewriter.notifyMatchFailure(
- unpackOp, "expects unpacking at the innermost dimension");
+ unpackOp, "expects unpacking on the innermost dimension");
}
+ return success();
+ }
+
+ /// Returns success() if it unpacks a 1D or 2D source operand to a 1D
+ /// destination.
+ LogicalResult isUnpackTo1DDest(RewriterBase &rewriter,
+ UnPackOp unpackOp) const {
+ ArrayRef<int64_t> destShape = unpackOp.getDestType().getShape();
+ if (getNumGtOneDims(destShape) > 1)
+ return failure();
+
+ SmallVector<int64_t> innerTiles = unpackOp.getStaticTiles();
+ if (getNumGtOneDims(innerTiles) > 1)
+ return failure();
+
+ return success();
+ }
+
+ LogicalResult matchAndRewrite(UnPackOp unpackOp,
+ PatternRewriter &rewriter) const override {
+ if (failed(isUnpackOnInnerMostDim(rewriter, unpackOp)) &&
+ failed(isUnpackTo1DDest(rewriter, unpackOp))) {
+ return failure();
+ }
+
+ RankedTensorType sourceType = unpackOp.getSourceType();
+ RankedTensorType destType = unpackOp.getDestType();
auto reassociation =
getReassociationIndicesForReshape(sourceType, destType);
if (!reassociation)
diff --git a/mlir/test/Dialect/Tensor/simplify-pack-unpack.mlir b/mlir/test/Dialect/Tensor/simplify-pack-unpack.mlir
index 859eb5ee2a7061d..9948c0246e6ed69 100644
--- a/mlir/test/Dialect/Tensor/simplify-pack-unpack.mlir
+++ b/mlir/test/Dialect/Tensor/simplify-pack-unpack.mlir
@@ -215,3 +215,54 @@ func.func @single_first_inner_dim_unpacking(%arg0: tensor<8x5x32xf32>) -> tensor
%0 = tensor.unpack %arg0 inner_dims_pos = [0] inner_tiles = [32] into %empty : tensor<8x5x32xf32> -> tensor<256x5xf32>
return %0 : tensor<256x5xf32>
}
+
+// -----
+
+// CHECK-LABEL: func.func @unpack_1x32x1x1_to_1x32
+// CHECK-SAME: %[[ARG0:[0-9a-zA-Z]+]]
+// CHECK: %[[COLLAPSED:.+]] = tensor.collapse_shape %[[ARG0]] {{\[}}[0], [1, 2, 3]]
+// CHECK: return %[[COLLAPSED]]
+func.func @unpack_1x32x1x1_to_1x32(%arg0 : tensor<1x32x1x1xf32>) -> tensor<1x32xf32> {
+ %empty = tensor.empty() : tensor<1x32xf32>
+ %unpack = tensor.unpack %arg0 inner_dims_pos = [0, 1] inner_tiles = [1, 1] into %empty
+ : tensor<1x32x1x1xf32> -> tensor<1x32xf32>
+ return %unpack : tensor<1x32xf32>
+}
+
+// -----
+
+// CHECK-LABEL: func.func @unpack_1x2x1x16_to_1x32
+// CHECK-SAME: %[[ARG0:[0-9a-zA-Z]+]]
+// CHECK: %[[COLLAPSED:.+]] = tensor.collapse_shape %[[ARG0]] {{\[}}[0], [1, 2, 3]]
+// CHECK: return %[[COLLAPSED]]
+func.func @unpack_1x2x1x16_to_1x32(%arg0 : tensor<1x2x1x16xf32>) -> tensor<1x32xf32> {
+ %empty = tensor.empty() : tensor<1x32xf32>
+ %unpack = tensor.unpack %arg0 outer_dims_perm = [0, 1] inner_dims_pos = [0, 1] inner_tiles = [1, 16] into %empty
+ : tensor<1x2x1x16xf32> -> tensor<1x32xf32>
+ return %unpack : tensor<1x32xf32>
+}
+
+// -----
+
+// CHECK-LABEL: func.func @unpack_16x1x2x1_to_32x1
+// CHECK-SAME: %[[ARG0:[0-9a-zA-Z]+]]
+// CHECK: %[[COLLAPSED:.+]] = tensor.collapse_shape %[[ARG0]] {{\[}}[0, 1, 2], [3]]
+// CHECK: return %[[COLLAPSED]]
+func.func @unpack_16x1x2x1_to_32x1(%arg0 : tensor<1x16x2x1xf32>) -> tensor<32x1xf32> {
+ %empty = tensor.empty() : tensor<32x1xf32>
+ %unpack = tensor.unpack %arg0 outer_dims_perm = [1, 0] inner_dims_pos = [0, 1] inner_tiles = [2, 1] into %empty
+ : tensor<1x16x2x1xf32> -> tensor<32x1xf32>
+ return %unpack : tensor<32x1xf32>
+}
+
+// -----
+
+// CHECK-LABEL: func.func @unpack_16x1x1x2_to_32x1
+// CHECK-NOT: tensor.collapse_shape
+// CHECK: tensor.unpack
+func.func @unpack_16x1x1x2_to_32x1(%arg0 : tensor<16x1x1x2xf32>) -> tensor<32x1xf32> {
+ %empty = tensor.empty() : tensor<32x1xf32>
+ %unpack = tensor.unpack %arg0 inner_dims_pos = [1, 0] inner_tiles = [1, 2] into %empty
+ : tensor<16x1x1x2xf32> -> tensor<32x1xf32>
+ return %unpack : tensor<32x1xf32>
+}
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