[mlir][ArmSME] Add custom vector.print lowering for SME tiles

mlir/include/mlir/Dialect/ArmSME/Utils/Utils.h

@@ -34,6 +34,12 @@ bool isValidSMETileElementType(Type type);
 /// otherwise.
 bool isValidSMETileVectorType(VectorType vType);
 
+/// Extends or truncates `tile`, which should be an `arm_sme::GetTileID` or
+/// `arm_sme::CastVectorToTile` op returning an 8/16/32/64/128-bit scalar
+/// integer, to an i32 that can be passed as the `tile` parameter to the SME
+/// intrinsics. Or returns `tile` if already i32.
+Value castTileIDToI32(Value tile, Location loc, RewriterBase &rewriter);
+
 } // namespace arm_sme
 } // namespace mlir
 

mlir/lib/Conversion/ArmSMEToSCF/ArmSMEToSCF.cpp

@@ -190,11 +190,94 @@ struct TileStoreOpConversion : public OpRewritePattern<arm_sme::TileStoreOp> {
   }
 };
 
+/// Lowers `vector.print` of a tile into a loop over the rows of the tile,
+/// extracting them via a MOVA, then printing with a 1D `vector.print`.
+///
+///  BEFORE:
+///  ```mlir
+///  vector.print %tile : vector<[4]x[4]xf32>
+///  ```
+///  AFTER:
+///  ```mlir
+///  %c0 = arith.constant 0 : index
+///  %c1 = arith.constant 1 : index
+///  %c4 = arith.constant 4 : index
+///  %ptrue = arith.constant dense<true> : vector<[4]xi1>
+///  %tile_id = arm_sme.cast_vector_to_tile %tile : vector<[4]x[4]xf32> to i32
+///  %vscale = vector.vscale
+///  %svl_s = arith.muli %c4, %vscale : index
+///  %cst = arith.constant dense<0.000000e+00> : vector<[4]xf32>
+///  scf.for %i = %c0 to %svl_s step %c1 {
+///    %slice_idx = arith.index_cast %i : index to i32
+///    %tile_slice = "arm_sme.intr.read.horiz"
+///        (%cst, %ptrue, %tile_id, %slice_idx)
+///      : (vector<[4]xf32>, vector<[4]xi1>, i32, i32) -> vector<[4]xf32>
+///    vector.print %tile_slice : vector<[4]xf32>
+///  }
+///  ```
+struct TileVectorPrintOpConversion : public OpRewritePattern<vector::PrintOp> {
+  using OpRewritePattern<vector::PrintOp>::OpRewritePattern;
+
+  LogicalResult matchAndRewrite(vector::PrintOp printOp,
+                                PatternRewriter &rewriter) const override {
+    if (!printOp.getSource())
+      return failure();
+
+    VectorType vectorType = dyn_cast<VectorType>(printOp.getPrintType());
+    if (!vectorType || !arm_sme::isValidSMETileVectorType(vectorType))
+      return failure();
+
+    auto loc = printOp.getLoc();
+
+    // Create an 'all true' predicate for each tile row.
+    auto predicateType =
+        VectorType::get(vectorType.getDimSize(1), rewriter.getI1Type(), true);
+    auto allTruePredicate = rewriter.create<arith::ConstantOp>(
+        loc, DenseElementsAttr::get(predicateType, true));
+
+    // Cast tile to i32 tile ID.
+    auto tileId =
+        rewriter.create<arm_sme::CastVectorToTile>(loc, printOp.getSource());
+    Value tileIdI32 = castTileIDToI32(tileId, loc, rewriter);
+
+    // Zero destination/fallback for tile slice extraction.
+    auto rowType = VectorType::get(vectorType.getDimSize(1),
+                                   vectorType.getElementType(), true);
+    auto zeroVector = rewriter.create<arith::ConstantOp>(
+        loc, rowType, rewriter.getZeroAttr(rowType));
+
+    // Create a loop over the rows of the tile.
+    auto vscale = rewriter.create<vector::VectorScaleOp>(loc);
+    auto minTileRows =
+        rewriter.create<arith::ConstantIndexOp>(loc, vectorType.getDimSize(0));
+    auto lowerBound = rewriter.create<arith::ConstantIndexOp>(loc, 0);
+    auto upperBound = rewriter.create<arith::MulIOp>(loc, minTileRows, vscale);
+    auto step = rewriter.create<arith::ConstantIndexOp>(loc, 1);
+    auto forOp = rewriter.create<scf::ForOp>(loc, lowerBound, upperBound, step);
+    {
+      // Loop body.
+      rewriter.setInsertionPointToStart(forOp.getBody());
+      // Extract the current row from the tile.
+      Value rowIndex = forOp.getInductionVar();
+      auto rowIndexI32 = rewriter.create<arith::IndexCastOp>(
+          loc, rewriter.getI32Type(), rowIndex);
+      auto tileSlice = rewriter.create<arm_sme::aarch64_sme_read_horiz>(
+          loc, rowType, zeroVector, allTruePredicate, tileIdI32, rowIndexI32);
+      // Print the row with a 1D vector.print.
+      rewriter.create<vector::PrintOp>(loc, tileSlice,
+                                       printOp.getPunctuation());
+    }
+
+    rewriter.eraseOp(printOp);
+    return success();
+  }
+};
+
 } // namespace
 
 void mlir::populateArmSMEToSCFConversionPatterns(RewritePatternSet &patterns) {
-  patterns.add<TileLoadOpConversion, TileStoreOpConversion>(
-      patterns.getContext());
+  patterns.add<TileLoadOpConversion, TileStoreOpConversion,
+               TileVectorPrintOpConversion>(patterns.getContext());
 }
 
 namespace {
@@ -208,6 +291,12 @@ struct ConvertArmSMEToSCFPass
     target.addLegalDialect<arm_sme::ArmSMEDialect, vector::VectorDialect,
                            arith::ArithDialect, scf::SCFDialect>();
     target.addIllegalOp<arm_sme::TileLoadOp, arm_sme::TileStoreOp>();
+    target.addDynamicallyLegalOp<vector::PrintOp>([](vector::PrintOp op) {
+      if (!op.getSource())
+        return true;
+      VectorType vectorType = dyn_cast<VectorType>(op.getPrintType());
+      return !vectorType || !arm_sme::isValidSMETileVectorType(vectorType);
+    });
     if (failed(applyPartialConversion(getOperation(), target,
                                       std::move(patterns))))
       signalPassFailure();

mlir/lib/Dialect/ArmSME/Transforms/LegalizeForLLVMExport.cpp

@@ -49,23 +49,6 @@ struct DisableZAPattern : public OpRewritePattern<func::ReturnOp> {
   }
 };
 
-/// Extends or truncates `tile`, which should be an `arm_sme::GetTileID` or
-/// `arm_sme::CastVectorToTile` op returning an 8/16/32/64/128-bit scalar
-/// integer, to an i32 that can be passed as the `tile` parameter to the SME
-/// intrinsics. Or returns `tile` if already i32.
-Value castTileIDToI32(Value tile, Location loc,
-                      ConversionPatternRewriter &rewriter) {
-  assert((isa<arm_sme::GetTileID, arm_sme::CastVectorToTile>(
-             tile.getDefiningOp())) &&
-         "expected ArmSME GetTileID or CastVectorToTile op!");
-  unsigned tileElementWidth = tile.getType().getIntOrFloatBitWidth();
-  if (tileElementWidth < 32)
-    return rewriter.create<arith::ExtUIOp>(loc, rewriter.getI32Type(), tile);
-  if (tileElementWidth > 32)
-    return rewriter.create<arith::TruncIOp>(loc, rewriter.getI32Type(), tile);
-  return tile;
-}
-
 /// Lower 'arm_sme.zero' to SME intrinsics.
 ///
 ///  BEFORE:

mlir/lib/Dialect/ArmSME/Utils/Utils.cpp

@@ -12,6 +12,7 @@
 
 #include "mlir/Dialect/ArmSME/Utils/Utils.h"
 
+#include "mlir/Dialect/Arith/IR/Arith.h"
 #include "mlir/Dialect/ArmSME/IR/ArmSME.h"
 
 using namespace mlir;
@@ -42,3 +43,16 @@ bool mlir::arm_sme::isValidSMETileVectorType(VectorType vType) {
 
   return true;
 }
+
+Value mlir::arm_sme::castTileIDToI32(Value tile, Location loc,
+                                     RewriterBase &rewriter) {
+  assert((isa<arm_sme::GetTileID, arm_sme::CastVectorToTile>(
+             tile.getDefiningOp())) &&
+         "expected ArmSME GetTileID or CastVectorToTile op!");
+  unsigned tileElementWidth = tile.getType().getIntOrFloatBitWidth();
+  if (tileElementWidth < 32)
+    return rewriter.create<arith::ExtUIOp>(loc, rewriter.getI32Type(), tile);
+  if (tileElementWidth > 32)
+    return rewriter.create<arith::TruncIOp>(loc, rewriter.getI32Type(), tile);
+  return tile;
+}

mlir/test/Conversion/ArmSMEToSCF/arm-sme-to-scf.mlir

@@ -56,3 +56,25 @@ func.func @arm_sme_tile_store_ver(%tile : vector<[4]x[4]xi32>, %dest : memref<?x
   arm_sme.tile_store %tile, %dest[%c0, %c0], <vertical> : memref<?x?xi32>, vector<[4]x[4]xi32>
   return
 }
+
+// -----
+
+func.func @arm_sme_tile_print(%tile: vector<[4]x[4]xf32>)
+{
+  vector.print %tile : vector<[4]x[4]xf32>
+  return
+}
+// CHECK-LABEL:   func.func @arm_sme_tile_print(
+// CHECK-SAME:                                  %[[TILE:.*]]: vector<[4]x[4]xf32>) {
+// CHECK-DAG:       %[[C0:.*]] = arith.constant 0 : index
+// CHECK-DAG:       %[[C1:.*]] = arith.constant 1 : index
+// CHECK-DAG:       %[[C4:.*]] = arith.constant 4 : index
+// CHECK-DAG:       %[[VSCALE:.*]] = vector.vscale
+// CHECK-DAG:       %[[PTRUE:.*]] = arith.constant dense<true> : vector<[4]xi1>
+// CHECK-DAG:       %[[TILE_ID:.*]] = arm_sme.cast_vector_to_tile %[[TILE]] : vector<[4]x[4]xf32> to i32
+// CHECK-DAG:       %[[ZERO_VECTOR:.*]] = arith.constant dense<0.000000e+00> : vector<[4]xf32>
+// CHECK-DAG:       %[[NUM_TILE_SLICES:.*]] = arith.muli %[[C4]], %[[VSCALE]] : index
+// CHECK-NEXT:      scf.for %[[TILE_SLICE_INDEX:.*]] = %[[C0]] to %[[NUM_TILE_SLICES]] step %[[C1]] {
+// CHECK-NEXT:        %[[TILE_SLICE_INDEX_I32:.*]] = arith.index_cast %[[TILE_SLICE_INDEX]] : index to i32
+// CHECK-NEXT:        %[[TILE_SLICE:.*]] = "arm_sme.intr.read.horiz"(%[[ZERO_VECTOR]], %[[PTRUE]], %[[TILE_ID]], %[[TILE_SLICE_INDEX_I32]]) : (vector<[4]xf32>, vector<[4]xi1>, i32, i32) -> vector<[4]xf32>
+// CHECK-NEXT:        vector.print %[[TILE_SLICE]] : vector<[4]xf32>

mlir/test/Integration/Dialect/Vector/CPU/ArmSME/test-load-vertical.mlir

@@ -13,7 +13,7 @@
 
 llvm.func @printCString(!llvm.ptr<i8>)
 
-func.func @printTileBegin() {
+func.func @printTileBegin() attributes { enable_arm_streaming_ignore } {
   %0 = llvm.mlir.addressof @str_tile_begin : !llvm.ptr<array<11 x i8>>
   %1 = llvm.mlir.constant(0 : index) : i64
   %2 = llvm.getelementptr %0[%1, %1]
@@ -22,7 +22,7 @@ func.func @printTileBegin() {
   return
 }
 
-func.func @printTileEnd() {
+func.func @printTileEnd() attributes { enable_arm_streaming_ignore } {
   %0 = llvm.mlir.addressof @str_tile_end : !llvm.ptr<array<9 x i8>>
   %1 = llvm.mlir.constant(0 : index) : i64
   %2 = llvm.getelementptr %0[%1, %1]
@@ -44,7 +44,6 @@ func.func @entry() {
 
   // Allocate memory.
   %mem1 = memref.alloca(%za_s_size) : memref<?xi32>
-  %mem2 = memref.alloca(%za_s_size) : memref<?xi32>
 
   // Fill each "row" of "mem1" with row number.
   //
@@ -66,11 +65,6 @@ func.func @entry() {
   // Load tile from "mem1" vertically.
   %0 = arm_sme.tile_load %mem1[%c0, %c0], <vertical> : memref<?xi32>, vector<[4]x[4]xi32>
 
-  // Store tile back to "mem2" to print.
-  // TODO: Support vector.print for 2-D scalable vectors so don't have to spill
-  // to memory and reload to print.
-  vector.store %0, %mem2[%c0] : memref<?xi32>, vector<[4]x[4]xi32>
-
   // 1. ORIGINAL HORIZONTAL LAYOUT
   // Dump "mem1". The smallest SVL is 128-bits so the tile will be at least
   // 4x4xi32.
@@ -99,10 +93,7 @@ func.func @entry() {
   // CHECK-NEXT: ( 0, 1, 2, 3
   // CHECK:      TILE END
   func.call @printTileBegin() : () -> ()
-  scf.for %i = %c0 to %za_s_size step %svl_s {
-    %tileslice = vector.load %mem2[%i] : memref<?xi32>, vector<[4]xi32>
-    vector.print %tileslice : vector<[4]xi32>
-  }
+  vector.print %0 : vector<[4]x[4]xi32>
   func.call @printTileEnd() : () -> ()
 
   return

mlir/test/Integration/Dialect/Vector/CPU/ArmSME/test-outerproduct-f32.mlir

@@ -16,7 +16,7 @@
 
 llvm.func @printCString(!llvm.ptr<i8>)
 
-func.func @printTileBegin() {
+func.func @printTileBegin() attributes { enable_arm_streaming_ignore } {
   %0 = llvm.mlir.addressof @str_tile_begin : !llvm.ptr<array<11 x i8>>
   %1 = llvm.mlir.constant(0 : index) : i64
   %2 = llvm.getelementptr %0[%1, %1]
@@ -25,7 +25,7 @@ func.func @printTileBegin() {
   return
 }
 
-func.func @printTileEnd() {
+func.func @printTileEnd() attributes { enable_arm_streaming_ignore } {
   %0 = llvm.mlir.addressof @str_tile_end : !llvm.ptr<array<9 x i8>>
   %1 = llvm.mlir.constant(0 : index) : i64
   %2 = llvm.getelementptr %0[%1, %1]
@@ -41,20 +41,8 @@ func.func @test_outerproduct_no_accumulator_4x4xf32() {
   %vector = arith.sitofp %vector_i32 : vector<[4]xi32> to vector<[4]xf32>
   %tile = vector.outerproduct %vector, %vector : vector<[4]xf32>, vector<[4]xf32>
 
-  // Calculate the size of a 32-bit tile, e.g. ZA{n}.s.
-  %vscale = vector.vscale
-  %min_elts_s = arith.constant 4 : index
-  %svl_s = arith.muli %min_elts_s, %vscale : index
-  %za_s_size = arith.muli %svl_s, %svl_s : index
-
-  // Allocate memory.
-  %mem = memref.alloca(%za_s_size) : memref<?xf32>
-
-  // Store the tile to memory.
-  vector.store %tile, %mem[%c0] : memref<?xf32>, vector<[4]x[4]xf32>
-
-  // Reload and print. The smallest SVL is 128-bits so the tile will be at
-  // least 4x4xf32.
+  // Print the tile. The smallest SVL is 128-bits so the tile will be at least
+  // 4x4xf32.
   //
   // WITHOUT-ACC:      TILE BEGIN
   // WITHOUT-ACC-NEXT: ( 0, 0, 0, 0
@@ -63,10 +51,7 @@ func.func @test_outerproduct_no_accumulator_4x4xf32() {
   // WITHOUT-ACC-NEXT: ( 0, 3, 6, 9
   // WITHOUT-ACC:      TILE END
   func.call @printTileBegin() : () -> ()
-  scf.for %i = %c0 to %za_s_size step %svl_s {
-    %tileslice = vector.load %mem[%i] : memref<?xf32>, vector<[4]xf32>
-    vector.print %tileslice : vector<[4]xf32>
-  }
+  vector.print %tile : vector<[4]x[4]xf32>
   func.call @printTileEnd() : () -> ()
 
   return
@@ -81,20 +66,8 @@ func.func @test_outerproduct_with_accumulator_4x4xf32() {
   %vector = arith.sitofp %vector_i32 : vector<[4]xi32> to vector<[4]xf32>
   %tile = vector.outerproduct %vector, %vector, %acc : vector<[4]xf32>, vector<[4]xf32>
 
-  // Calculate the size of a 32-bit tile, e.g. ZA{n}.s.
-  %vscale = vector.vscale
-  %min_elts_s = arith.constant 4 : index
-  %svl_s = arith.muli %min_elts_s, %vscale : index
-  %za_s_size = arith.muli %svl_s, %svl_s : index
-
-  // Allocate memory.
-  %mem = memref.alloca(%za_s_size) : memref<?xf32>
-
-  // Store the tile to memory.
-  vector.store %tile, %mem[%c0] : memref<?xf32>, vector<[4]x[4]xf32>
-
-  // Reload and print. The smallest SVL is 128-bits so the tile will be at
-  // least 4x4xf32.
+  // Print the tile. The smallest SVL is 128-bits so the tile will be at least
+  // 4x4xf32.
   //
   // WITH-ACC:      TILE BEGIN
   // WITH-ACC-NEXT: ( 10, 10, 10, 10
@@ -103,10 +76,7 @@ func.func @test_outerproduct_with_accumulator_4x4xf32() {
   // WITH-ACC-NEXT: ( 10, 13, 16, 19
   // WITH-ACC:      TILE END
   func.call @printTileBegin() : () -> ()
-  scf.for %i = %c0 to %za_s_size step %svl_s {
-    %tileslice = vector.load %mem[%i] : memref<?xf32>, vector<[4]xf32>
-    vector.print %tileslice : vector<[4]xf32>
-  }
+  vector.print %tile : vector<[4]x[4]xf32>
   func.call @printTileEnd() : () -> ()
 
   return

mlir/test/Integration/Dialect/Vector/CPU/ArmSME/test-outerproduct-f64.mlir

@@ -13,7 +13,7 @@
 
 llvm.func @printCString(!llvm.ptr<i8>)
 
-func.func @printTileBegin() {
+func.func @printTileBegin() attributes { enable_arm_streaming_ignore } {
   %0 = llvm.mlir.addressof @str_tile_begin : !llvm.ptr<array<11 x i8>>
   %1 = llvm.mlir.constant(0 : index) : i64
   %2 = llvm.getelementptr %0[%1, %1]
@@ -22,7 +22,7 @@ func.func @printTileBegin() {
   return
 }
 
-func.func @printTileEnd() {
+func.func @printTileEnd() attributes { enable_arm_streaming_ignore } {
   %0 = llvm.mlir.addressof @str_tile_end : !llvm.ptr<array<9 x i8>>
   %1 = llvm.mlir.constant(0 : index) : i64
   %2 = llvm.getelementptr %0[%1, %1]
@@ -32,7 +32,6 @@ func.func @printTileEnd() {
 }
 
 func.func @test_outerproduct_with_accumulator_2x2xf64() {
-  %c0 = arith.constant 0 : index
   %f1 = arith.constant 1.0 : f64
   %f2 = arith.constant 2.0 : f64
   %f10 = arith.constant 10.0 : f64
@@ -44,30 +43,15 @@ func.func @test_outerproduct_with_accumulator_2x2xf64() {
 
   %tile = vector.outerproduct %a, %b, %c : vector<[2]xf64>, vector<[2]xf64>
 
-  // Calculate the size of a 64-bit tile, e.g. ZA{n}.d.
-  %vscale = vector.vscale
-  %min_elts_d = arith.constant 2 : index
-  %svl_d = arith.muli %min_elts_d, %vscale : index
-  %za_d_size = arith.muli %svl_d, %svl_d : index
-
-  // Allocate memory.
-  %mem = memref.alloca(%za_d_size) : memref<?xf64>
-
-  // Store the tile to memory.
-  vector.store %tile, %mem[%c0] : memref<?xf64>, vector<[2]x[2]xf64>
-
-  // Reload and print. The smallest SVL is 128-bits so the tile will be at
-  // least 2x2xf64.
+  // Print the tile. The smallest SVL is 128-bits so the tile will be at least
+  // 2x2xf64.
   //
   // CHECK:      TILE BEGIN
   // CHECK-NEXT: ( 12, 12
   // CHECK-NEXT: ( 12, 12
   // CHECK:      TILE END
   func.call @printTileBegin() : () -> ()
-  scf.for %i = %c0 to %za_d_size step %svl_d {
-    %tileslice = vector.load %mem[%i] : memref<?xf64>, vector<[2]xf64>
-    vector.print %tileslice : vector<[2]xf64>
-  }
+  vector.print %tile : vector<[2]x[2]xf64>
   func.call @printTileEnd() : () -> ()
 
   return