// RUN: mlir-opt %s -allow-unregistered-dialect -test-loop-fusion -test-loop-fusion-transformation -split-input-file -canonicalize | FileCheck %s // CHECK-LABEL: func @slice_depth1_loop_nest() { func @slice_depth1_loop_nest() { %0 = alloc() : memref<100xf32> %cst = constant 7.000000e+00 : f32 affine.for %i0 = 0 to 16 { affine.store %cst, %0[%i0] : memref<100xf32> } affine.for %i1 = 0 to 5 { %1 = affine.load %0[%i1] : memref<100xf32> "prevent.dce"(%1) : (f32) -> () } // CHECK: affine.for %[[IV0:.*]] = 0 to 5 { // CHECK-NEXT: affine.store %{{.*}}, %{{.*}}[%[[IV0]]] : memref<100xf32> // CHECK-NEXT: affine.load %{{.*}}[%[[IV0]]] : memref<100xf32> // CHECK-NEXT: "prevent.dce"(%1) : (f32) -> () // CHECK-NEXT: } // CHECK-NEXT: return return } // ----- // CHECK-LABEL: func @should_fuse_reduction_to_pointwise() { func @should_fuse_reduction_to_pointwise() { %a = alloc() : memref<10x10xf32> %b = alloc() : memref<10xf32> %c = alloc() : memref<10xf32> %cf7 = constant 7.0 : f32 affine.for %i0 = 0 to 10 { affine.for %i1 = 0 to 10 { %v0 = affine.load %b[%i0] : memref<10xf32> %v1 = affine.load %a[%i0, %i1] : memref<10x10xf32> %v3 = addf %v0, %v1 : f32 affine.store %v3, %b[%i0] : memref<10xf32> } } affine.for %i2 = 0 to 10 { %v4 = affine.load %b[%i2] : memref<10xf32> affine.store %v4, %c[%i2] : memref<10xf32> } // Match on the fused loop nest. // Should fuse in entire inner loop on %i1 from source loop nest, as %i1 // is not used in the access function of the store/load on %b. // CHECK: affine.for %{{.*}} = 0 to 10 { // CHECK-NEXT: affine.for %{{.*}} = 0 to 10 { // CHECK-NEXT: affine.load %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: affine.load %{{.*}}[%{{.*}}, %{{.*}}] : memref<10x10xf32> // CHECK-NEXT: addf %{{.*}}, %{{.*}} : f32 // CHECK-NEXT: affine.store %{{.*}}, %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: } // CHECK-NEXT: affine.load %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: affine.store %{{.*}}, %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: } // CHECK-NEXT: return return } // ----- // CHECK-LABEL: func @should_fuse_avoiding_dependence_cycle() { func @should_fuse_avoiding_dependence_cycle() { %a = alloc() : memref<10xf32> %b = alloc() : memref<10xf32> %c = alloc() : memref<10xf32> %cf7 = constant 7.0 : f32 // Set up the following dependences: // 1) loop0 -> loop1 on memref '%{{.*}}' // 2) loop0 -> loop2 on memref '%{{.*}}' // 3) loop1 -> loop2 on memref '%{{.*}}' affine.for %i0 = 0 to 10 { %v0 = affine.load %a[%i0] : memref<10xf32> affine.store %v0, %b[%i0] : memref<10xf32> } affine.for %i1 = 0 to 10 { affine.store %cf7, %a[%i1] : memref<10xf32> %v1 = affine.load %c[%i1] : memref<10xf32> "prevent.dce"(%v1) : (f32) -> () } affine.for %i2 = 0 to 10 { %v2 = affine.load %b[%i2] : memref<10xf32> affine.store %v2, %c[%i2] : memref<10xf32> } // Fusing loop first loop into last would create a cycle: // {1} <--> {0, 2} // However, we can avoid the dependence cycle if we first fuse loop0 into // loop1: // {0, 1) --> {2} // Then fuse this loop nest with loop2: // {0, 1, 2} // // CHECK: affine.for %{{.*}} = 0 to 10 { // CHECK-NEXT: affine.load %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: affine.store %{{.*}}, %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: affine.store %{{.*}}, %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: affine.load %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: "prevent.dce" // CHECK-NEXT: affine.load %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: affine.store %{{.*}}, %{{.*}}[%{{.*}}] : memref<10xf32> // CHECK-NEXT: } // CHECK-NEXT: return return }