// RUN: mlir-opt %s -convert-vector-to-llvm -split-input-file | FileCheck '-D$IDX_TYPE=i32' %s // RUN: mlir-opt %s --convert-vector-to-llvm='force-32bit-vector-indices=0' | FileCheck '-D$IDX_TYPE=i64' %s func.func @transfer_read_write_1d(%A : memref, %base: index) -> vector<17xf32> { %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7 {permutation_map = affine_map<(d0) -> (d0)>} : memref, vector<17xf32> vector.transfer_write %f, %A[%base] {permutation_map = affine_map<(d0) -> (d0)>} : vector<17xf32>, memref return %f: vector<17xf32> } // CHECK-LABEL: func @transfer_read_write_1d // CHECK-SAME: %[[MEM:.*]]: memref, // CHECK-SAME: %[[BASE:.*]]: index) -> vector<17xf32> // 1. Create pass-through vector. // CHECK-DAG: %[[PASS_THROUGH:.*]] = arith.constant dense<7.000000e+00> : vector<17xf32> // // 2. Create a vector with linear indices [ 0 .. vector_length - 1 ]. // CHECK-DAG: %[[linearIndex:.*]] = arith.constant dense // CHECK-SAME: <[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]> : vector<17x[[$IDX_TYPE]]> // // 3. Let dim be the memref dimension, compute the in-bound index (dim - offset) // CHECK-DAG: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[DIM:.*]] = memref.dim %[[MEM]], %[[C0]] : memref // CHECK: %[[BOUND:.*]] = arith.subi %[[DIM]], %[[BASE]] : index // // 4. Create bound vector to compute in-bound mask: // [ 0 .. vector_length - 1 ] < [ dim - offset .. dim - offset ] // Note: for 32-bit indices, the bound is first clamped via arith.minsi to // prevent i32 overflow for large index values. // CHECK: %[[btrunc:.*]] = arith.index_cast %{{.*}} : index to [[$IDX_TYPE]] // CHECK: %[[boundVecInsert:.*]] = llvm.insertelement %[[btrunc]] // CHECK: %[[boundVect:.*]] = llvm.shufflevector %[[boundVecInsert]] // CHECK: %[[mask:.*]] = arith.cmpi sgt, %[[boundVect]], %[[linearIndex]] : vector<17x[[$IDX_TYPE]]> // // 5. Bitcast to vector form. // CHECK: %[[gep:.*]] = llvm.getelementptr %{{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr, f32 // // 6. Rewrite as a masked read. // CHECK: %[[loaded:.*]] = llvm.intr.masked.load %[[gep]], %[[mask]], // CHECK-SAME: %[[PASS_THROUGH]] {alignment = 4 : i32} : // CHECK-SAME: -> vector<17xf32> // // 1. Let dim be the memref dimension, compute the in-bound index (dim - offset) // CHECK: %[[DIM_b:.*]] = memref.dim %[[MEM]], %[[C0]] : memref // CHECK: %[[BOUND_b:.*]] = arith.subi %[[DIM_b]], %[[BASE]] : index // // 2. Create bound vector to compute in-bound mask: // [ 0 .. vector_length - 1 ] < [ dim - offset .. dim - offset ] // CHECK: %[[btrunc_b:.*]] = arith.index_cast %{{.*}} : index to [[$IDX_TYPE]] // CHECK: %[[boundVecInsert_b:.*]] = llvm.insertelement %[[btrunc_b]] // CHECK: %[[boundVect_b:.*]] = llvm.shufflevector %[[boundVecInsert_b]] // CHECK: %[[mask_b:.*]] = arith.cmpi sgt, %[[boundVect_b]], // CHECK-SAME: %[[linearIndex]] : vector<17x[[$IDX_TYPE]]> // // 3. Bitcast to vector form. // CHECK: %[[gep_b:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr, f32 // // 4. Rewrite as a masked write. // CHECK: llvm.intr.masked.store %[[loaded]], %[[gep_b]], %[[mask_b]] // CHECK-SAME: {alignment = 4 : i32} : // CHECK-SAME: vector<17xf32>, vector<17xi1> into !llvm.ptr func.func @transfer_read_write_1d_scalable(%A : memref, %base: index) -> vector<[17]xf32> { %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7 {permutation_map = affine_map<(d0) -> (d0)>} : memref, vector<[17]xf32> vector.transfer_write %f, %A[%base] {permutation_map = affine_map<(d0) -> (d0)>} : vector<[17]xf32>, memref return %f: vector<[17]xf32> } // CHECK-LABEL: func @transfer_read_write_1d_scalable // CHECK-SAME: %[[MEM:.*]]: memref, // CHECK-SAME: %[[BASE:.*]]: index) -> vector<[17]xf32> // 1. Create pass-through vector. // CHECK-DAG: %[[PASS_THROUGH:.*]] = arith.constant dense<7.000000e+00> : vector<[17]xf32> // // 2. Let dim be the memref dimension, compute the in-bound index (dim - offset) // CHECK-DAG: %[[C0:.*]] = arith.constant 0 : index // CHECK: %[[DIM:.*]] = memref.dim %[[MEM]], %[[C0]] : memref // CHECK: %[[BOUND:.*]] = arith.subi %[[DIM]], %[[BASE]] : index // // 3. Create a vector with linear indices [ 0 .. vector_length - 1 ]. // CHECK: %[[linearIndex:.*]] = llvm.intr.stepvector : vector<[17]x[[$IDX_TYPE]]> // // 4. Create bound vector to compute in-bound mask: // [ 0 .. vector_length - 1 ] < [ dim - offset .. dim - offset ] // Note: for 32-bit indices, the bound is first clamped via arith.minsi to // prevent i32 overflow for large index values. // CHECK: %[[btrunc:.*]] = arith.index_cast %{{.*}} : index to [[$IDX_TYPE]] // CHECK: %[[boundVecInsert:.*]] = llvm.insertelement %[[btrunc]] // CHECK: %[[boundVect:.*]] = llvm.shufflevector %[[boundVecInsert]] // CHECK: %[[mask:.*]] = arith.cmpi slt, %[[linearIndex]], %[[boundVect]] // CHECK-SAME: : vector<[17]x[[$IDX_TYPE]]> // // 5. Bitcast to vector form. // CHECK: %[[gep:.*]] = llvm.getelementptr %{{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr, f32 // // 6. Rewrite as a masked read. // CHECK: %[[loaded:.*]] = llvm.intr.masked.load %[[gep]], %[[mask]], // CHECK-SAME: %[[PASS_THROUGH]] {alignment = 4 : i32} : // CHECK-SAME: -> vector<[17]xf32> // // 1. Let dim be the memref dimension, compute the in-bound index (dim - offset) // CHECK: %[[DIM_b:.*]] = memref.dim %[[MEM]], %[[C0]] : memref // CHECK: %[[BOUND_b:.*]] = arith.subi %[[DIM_b]], %[[BASE]] : index // // 2. Create a vector with linear indices [ 0 .. vector_length - 1 ]. // CHECK: %[[linearIndex_b:.*]] = llvm.intr.stepvector : vector<[17]x[[$IDX_TYPE]]> // // 3. Create bound vector to compute in-bound mask: // [ 0 .. vector_length - 1 ] < [ dim - offset .. dim - offset ] // CHECK: %[[btrunc_b:.*]] = arith.index_cast %{{.*}} : index to [[$IDX_TYPE]] // CHECK: %[[boundVecInsert_b:.*]] = llvm.insertelement %[[btrunc_b]] // CHECK: %[[boundVect_b:.*]] = llvm.shufflevector %[[boundVecInsert_b]] // CHECK: %[[mask_b:.*]] = arith.cmpi slt, %[[linearIndex_b]], // CHECK-SAME: %[[boundVect_b]] : vector<[17]x[[$IDX_TYPE]]> // // 4. Bitcast to vector form. // CHECK: %[[gep_b:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr, f32 // // 5. Rewrite as a masked write. // CHECK: llvm.intr.masked.store %[[loaded]], %[[gep_b]], %[[mask_b]] // CHECK-SAME: {alignment = 4 : i32} : // CHECK-SAME: vector<[17]xf32>, vector<[17]xi1> into !llvm.ptr // ----- func.func @transfer_read_write_index_1d(%A : memref, %base: index) -> vector<17xindex> { %f7 = arith.constant 7: index %f = vector.transfer_read %A[%base], %f7 {permutation_map = affine_map<(d0) -> (d0)>} : memref, vector<17xindex> vector.transfer_write %f, %A[%base] {permutation_map = affine_map<(d0) -> (d0)>} : vector<17xindex>, memref return %f: vector<17xindex> } // CHECK-LABEL: func @transfer_read_write_index_1d // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<17xindex> // CHECK: %[[SPLAT:.*]] = arith.constant dense<7> : vector<17xindex> // CHECK: %{{.*}} = builtin.unrealized_conversion_cast %[[SPLAT]] : vector<17xindex> to vector<17xi64> // CHECK: %[[loaded:.*]] = llvm.intr.masked.load %{{.*}}, %{{.*}}, %{{.*}} {alignment = 8 : i32} : // CHECK-SAME: (!llvm.ptr, vector<17xi1>, vector<17xi64>) -> vector<17xi64> // CHECK: llvm.intr.masked.store %[[loaded]], %{{.*}}, %{{.*}} {alignment = 8 : i32} : // CHECK-SAME: vector<17xi64>, vector<17xi1> into !llvm.ptr func.func @transfer_read_write_index_1d_scalable(%A : memref, %base: index) -> vector<[17]xindex> { %f7 = arith.constant 7: index %f = vector.transfer_read %A[%base], %f7 {permutation_map = affine_map<(d0) -> (d0)>} : memref, vector<[17]xindex> vector.transfer_write %f, %A[%base] {permutation_map = affine_map<(d0) -> (d0)>} : vector<[17]xindex>, memref return %f: vector<[17]xindex> } // CHECK-LABEL: func @transfer_read_write_index_1d // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<[17]xindex> // CHECK: %[[SPLAT:.*]] = arith.constant dense<7> : vector<[17]xindex> // CHECK: %{{.*}} = builtin.unrealized_conversion_cast %[[SPLAT]] : vector<[17]xindex> to vector<[17]xi64> // CHECK: %[[loaded:.*]] = llvm.intr.masked.load %{{.*}}, %{{.*}}, %{{.*}} {alignment = 8 : i32} : // CHECK-SAME: (!llvm.ptr, vector<[17]xi1>, vector<[17]xi64>) -> vector<[17]xi64> // CHECK: llvm.intr.masked.store %[[loaded]], %{{.*}}, %{{.*}} {alignment = 8 : i32} : // CHECK-SAME: vector<[17]xi64>, vector<[17]xi1> into !llvm.ptr // ----- func.func @transfer_read_2d_to_1d(%A : memref, %base0: index, %base1: index) -> vector<17xf32> { %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base0, %base1], %f7 {permutation_map = affine_map<(d0, d1) -> (d1)>} : memref, vector<17xf32> return %f: vector<17xf32> } // CHECK-LABEL: func @transfer_read_2d_to_1d // CHECK-SAME: %[[BASE_0:[a-zA-Z0-9]*]]: index, %[[BASE_1:[a-zA-Z0-9]*]]: index) -> vector<17xf32> // // Create a vector with linear indices [ 0 .. vector_length - 1 ]. // CHECK-DAG: %[[linearIndex:.*]] = arith.constant dense<[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]> : // CHECK-SAME: vector<17x[[$IDX_TYPE]]> // // CHECK-DAG: %[[c1:.*]] = arith.constant 1 : index // CHECK: %[[DIM:.*]] = memref.dim %{{.*}}, %[[c1]] : memref // // Compute the in-bound index (dim - offset) // CHECK: %[[BOUND:.*]] = arith.subi %[[DIM]], %[[BASE_1]] : index // // Create bound vector to compute in-bound mask: // [ 0 .. vector_length - 1 ] < [ dim - offset .. dim - offset ] // Note: for 32-bit indices, the bound is first clamped via arith.minsi. // CHECK: %[[btrunc:.*]] = arith.index_cast %{{.*}} : index to [[$IDX_TYPE]] // CHECK: %[[boundVecInsert:.*]] = llvm.insertelement %[[btrunc]] // CHECK: %[[boundVect:.*]] = llvm.shufflevector %[[boundVecInsert]] // CHECK: %[[mask:.*]] = arith.cmpi sgt, %[[boundVect]], %[[linearIndex]] func.func @transfer_read_2d_to_1d_scalable(%A : memref, %base0: index, %base1: index) -> vector<[17]xf32> { %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base0, %base1], %f7 {permutation_map = affine_map<(d0, d1) -> (d1)>} : memref, vector<[17]xf32> return %f: vector<[17]xf32> } // CHECK-LABEL: func @transfer_read_2d_to_1d // CHECK-SAME: %[[BASE_0:[a-zA-Z0-9]*]]: index, %[[BASE_1:[a-zA-Z0-9]*]]: index) -> vector<[17]xf32> // CHECK: %[[c1:.*]] = arith.constant 1 : index // CHECK: %[[DIM:.*]] = memref.dim %{{.*}}, %[[c1]] : memref // // Compute the in-bound index (dim - offset) // CHECK: %[[BOUND:.*]] = arith.subi %[[DIM]], %[[BASE_1]] : index // // Create a vector with linear indices [ 0 .. vector_length - 1 ]. // CHECK: %[[linearIndex:.*]] = llvm.intr.stepvector : vector<[17]x[[$IDX_TYPE]]> // // Create bound vector to compute in-bound mask: // [ 0 .. vector_length - 1 ] < [ dim - offset .. dim - offset ] // Note: for 32-bit indices, the bound is first clamped via arith.minsi. // CHECK: %[[btrunc:.*]] = arith.index_cast %{{.*}} : index to [[$IDX_TYPE]] // CHECK: %[[boundVecInsert:.*]] = llvm.insertelement %[[btrunc]] // CHECK: %[[boundVect:.*]] = llvm.shufflevector %[[boundVecInsert]] // CHECK: %[[mask:.*]] = arith.cmpi slt, %[[linearIndex]], %[[boundVect]] // ----- func.func @transfer_read_write_1d_non_zero_addrspace(%A : memref, %base: index) -> vector<17xf32> { %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7 {permutation_map = affine_map<(d0) -> (d0)>} : memref, vector<17xf32> vector.transfer_write %f, %A[%base] {permutation_map = affine_map<(d0) -> (d0)>} : vector<17xf32>, memref return %f: vector<17xf32> } // CHECK-LABEL: func @transfer_read_write_1d_non_zero_addrspace // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<17xf32> // // CHECK: %[[c0:.*]] = arith.constant 0 : index // // 1. Check address space for GEP is correct. // CHECK: %[[gep:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr<3>, i64) -> !llvm.ptr<3>, f32 // // 2. Check address space of the memref is correct. // CHECK: %[[DIM:.*]] = memref.dim %{{.*}}, %[[c0]] : memref // // 3. Check address space for GEP is correct. // CHECK: %[[gep_b:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr<3>, i64) -> !llvm.ptr<3>, f32 func.func @transfer_read_write_1d_non_zero_addrspace_scalable(%A : memref, %base: index) -> vector<[17]xf32> { %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7 {permutation_map = affine_map<(d0) -> (d0)>} : memref, vector<[17]xf32> vector.transfer_write %f, %A[%base] {permutation_map = affine_map<(d0) -> (d0)>} : vector<[17]xf32>, memref return %f: vector<[17]xf32> } // CHECK-LABEL: func @transfer_read_write_1d_non_zero_addrspace_scalable // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<[17]xf32> // // CHECK: %[[c0:.*]] = arith.constant 0 : index // // 1. Check address space for GEP is correct. // CHECK: %[[gep:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr<3>, i64) -> !llvm.ptr<3>, f32 // // 2. Check address space of the memref is correct. // CHECK: %[[DIM:.*]] = memref.dim %{{.*}}, %[[c0]] : memref // // 3. Check address space for GEP is correct. // CHECK: %[[gep_b:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr<3>, i64) -> !llvm.ptr<3>, f32 // ----- func.func @transfer_read_1d_inbounds(%A : memref, %base: index) -> vector<17xf32> { %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7 {in_bounds = [true]} : memref, vector<17xf32> return %f: vector<17xf32> } // CHECK-LABEL: func @transfer_read_1d_inbounds // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<17xf32> // // 1. Bitcast to vector form. // CHECK: %[[gep:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr, f32 // // 2. Rewrite as a load. // CHECK: %[[loaded:.*]] = llvm.load %[[gep]] {alignment = 4 : i64} : !llvm.ptr -> vector<17xf32> func.func @transfer_read_1d_inbounds_scalable(%A : memref, %base: index) -> vector<[17]xf32> { %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7 {in_bounds = [true]} : memref, vector<[17]xf32> return %f: vector<[17]xf32> } // CHECK-LABEL: func @transfer_read_1d_inbounds_scalable // CHECK-SAME: %[[BASE:[a-zA-Z0-9]*]]: index) -> vector<[17]xf32> // // 1. Bitcast to vector form. // CHECK: %[[gep:.*]] = llvm.getelementptr {{.*}} : // CHECK-SAME: (!llvm.ptr, i64) -> !llvm.ptr, f32 // // 2. Rewrite as a load. // CHECK: %[[loaded:.*]] = llvm.load %[[gep]] {alignment = 4 : i64} : !llvm.ptr -> vector<[17]xf32> // ----- // CHECK-LABEL: func @transfer_read_write_1d_mask // CHECK: %[[mask1:.*]] = arith.constant dense<[false, false, true, false, true]> // CHECK: %[[cmpi:.*]] = arith.cmpi sgt // CHECK: %[[mask2:.*]] = arith.andi %[[cmpi]], %[[mask1]] // CHECK: %[[r:.*]] = llvm.intr.masked.load %{{.*}}, %[[mask2]] // CHECK: %[[cmpi_1:.*]] = arith.cmpi sgt // CHECK: %[[mask3:.*]] = arith.andi %[[cmpi_1]], %[[mask1]] // CHECK: llvm.intr.masked.store %[[r]], %{{.*}}, %[[mask3]] // CHECK: return %[[r]] func.func @transfer_read_write_1d_mask(%A : memref, %base : index) -> vector<5xf32> { %m = arith.constant dense<[0, 0, 1, 0, 1]> : vector<5xi1> %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7, %m : memref, vector<5xf32> vector.transfer_write %f, %A[%base], %m : vector<5xf32>, memref return %f: vector<5xf32> } // CHECK-LABEL: func @transfer_read_write_1d_mask_scalable // CHECK-SAME: %[[mask:[a-zA-Z0-9]*]]: vector<[5]xi1> // CHECK: %[[cmpi:.*]] = arith.cmpi slt // CHECK: %[[mask1:.*]] = arith.andi %[[cmpi]], %[[mask]] // CHECK: %[[r:.*]] = llvm.intr.masked.load %{{.*}}, %[[mask1]] // CHECK: %[[cmpi_1:.*]] = arith.cmpi slt // CHECK: %[[mask2:.*]] = arith.andi %[[cmpi_1]], %[[mask]] // CHECK: llvm.intr.masked.store %[[r]], %{{.*}}, %[[mask2]] // CHECK: return %[[r]] func.func @transfer_read_write_1d_mask_scalable(%A : memref, %base : index, %m : vector<[5]xi1>) -> vector<[5]xf32> { %f7 = arith.constant 7.0: f32 %f = vector.transfer_read %A[%base], %f7, %m : memref, vector<[5]xf32> vector.transfer_write %f, %A[%base], %m : vector<[5]xf32>, memref return %f: vector<[5]xf32> } // ----- // Can't lower xfer_read/xfer_write on tensors, but this shouldn't crash // CHECK-LABEL: func @transfer_read_write_tensor // CHECK: vector.transfer_read // CHECK: vector.transfer_write func.func @transfer_read_write_tensor(%A: tensor, %base : index) -> vector<4xf32> { %f7 = arith.constant 7.0: f32 %c0 = arith.constant 0: index %f = vector.transfer_read %A[%base], %f7 : tensor, vector<4xf32> %w = vector.transfer_write %f, %A[%c0] : vector<4xf32>, tensor "test.some_use"(%w) : (tensor) -> () return %f : vector<4xf32> }