llvm-project/mlir/test/Transforms/memref-dependence-check.mlir

906 lines
40 KiB
MLIR

// RUN: mlir-opt %s -test-memref-dependence-check -split-input-file -verify-diagnostics | FileCheck %s
// -----
#set0 = (d0) : (1 == 0)
// CHECK-LABEL: func @store_may_execute_before_load() {
func @store_may_execute_before_load() {
%m = alloc() : memref<10xf32>
%cf7 = constant 7.0 : f32
%c0 = constant 4 : index
// There is a dependence from store 0 to load 1 at depth 1 because the
// ancestor IfOp of the store, dominates the ancestor ForSmt of the load,
// and thus the store "may" conditionally execute before the load.
affine.if #set0(%c0) {
affine.for %i0 = 0 to 10 {
affine.store %cf7, %m[%i0] : memref<10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = true}}
}
}
affine.for %i1 = 0 to 10 {
%v0 = affine.load %m[%i1] : memref<10xf32>
// expected-remark@-1 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 0 at depth 1 = false}}
}
return
}
// -----
// CHECK-LABEL: func @dependent_loops() {
func @dependent_loops() {
%0 = alloc() : memref<10xf32>
%cst = constant 7.000000e+00 : f32
// There is a dependence from 0 to 1 at depth 1 (common surrounding loops 0)
// because the first loop with the store dominates the second loop.
affine.for %i0 = 0 to 10 {
affine.store %cst, %0[%i0] : memref<10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = true}}
}
affine.for %i1 = 0 to 10 {
%1 = affine.load %0[%i1] : memref<10xf32>
// expected-remark@-1 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 0 at depth 1 = false}}
}
return
}
// -----
// CHECK-LABEL: func @different_memrefs() {
func @different_memrefs() {
%m.a = alloc() : memref<100xf32>
%m.b = alloc() : memref<100xf32>
%c0 = constant 0 : index
%c1 = constant 1.0 : f32
affine.store %c1, %m.a[%c0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = false}}
%v0 = affine.load %m.b[%c0] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @store_load_different_elements() {
func @store_load_different_elements() {
%m = alloc() : memref<100xf32>
%c0 = constant 0 : index
%c1 = constant 1 : index
%c7 = constant 7.0 : f32
affine.store %c7, %m[%c0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = false}}
%v0 = affine.load %m[%c1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @load_store_different_elements() {
func @load_store_different_elements() {
%m = alloc() : memref<100xf32>
%c0 = constant 0 : index
%c1 = constant 1 : index
%c7 = constant 7.0 : f32
%v0 = affine.load %m[%c1] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = false}}
affine.store %c7, %m[%c0] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @store_load_same_element() {
func @store_load_same_element() {
%m = alloc() : memref<100xf32>
%c11 = constant 11 : index
%c7 = constant 7.0 : f32
affine.store %c7, %m[%c11] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = true}}
%v0 = affine.load %m[%c11] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @load_load_same_element() {
func @load_load_same_element() {
%m = alloc() : memref<100xf32>
%c11 = constant 11 : index
%c7 = constant 7.0 : f32
%v0 = affine.load %m[%c11] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = false}}
%v1 = affine.load %m[%c11] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @store_load_same_symbol(%arg0: index) {
func @store_load_same_symbol(%arg0: index) {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
affine.store %c7, %m[%arg0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = true}}
%v0 = affine.load %m[%arg0] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @store_load_different_symbols(%arg0: index, %arg1: index) {
func @store_load_different_symbols(%arg0: index, %arg1: index) {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
affine.store %c7, %m[%arg0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = true}}
%v0 = affine.load %m[%arg1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @store_load_diff_element_affine_apply_const() {
func @store_load_diff_element_affine_apply_const() {
%m = alloc() : memref<100xf32>
%c1 = constant 1 : index
%c8 = constant 8.0 : f32
%a0 = affine.apply (d0) -> (d0) (%c1)
affine.store %c8, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = false}}
%a1 = affine.apply (d0) -> (d0 + 1) (%c1)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @store_load_same_element_affine_apply_const() {
func @store_load_same_element_affine_apply_const() {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
%c9 = constant 9 : index
%c11 = constant 11 : index
%a0 = affine.apply (d0) -> (d0 + 1) (%c9)
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = true}}
%a1 = affine.apply (d0) -> (d0 - 1) (%c11)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @store_load_affine_apply_symbol(%arg0: index) {
func @store_load_affine_apply_symbol(%arg0: index) {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
%a0 = affine.apply (d0) -> (d0) (%arg0)
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = true}}
%a1 = affine.apply (d0) -> (d0) (%arg0)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @store_load_affine_apply_symbol_offset(%arg0: index) {
func @store_load_affine_apply_symbol_offset(%arg0: index) {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
%a0 = affine.apply (d0) -> (d0) (%arg0)
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 1 at depth 1 = false}}
%a1 = affine.apply (d0) -> (d0 + 1) (%arg0)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
return
}
// -----
// CHECK-LABEL: func @store_range_load_after_range() {
func @store_range_load_after_range() {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
%c10 = constant 10 : index
affine.for %i0 = 0 to 10 {
%a0 = affine.apply (d0) -> (d0) (%i0)
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = false}}
%a1 = affine.apply (d0) -> (d0) (%c10)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// CHECK-LABEL: func @store_load_func_symbol(%arg0: index, %arg1: index) {
func @store_load_func_symbol(%arg0: index, %arg1: index) {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
%c10 = constant 10 : index
affine.for %i0 = 0 to %arg1 {
%a0 = affine.apply (d0) -> (d0) (%arg0)
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = [1, +inf]}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = [1, +inf]}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = true}}
%a1 = affine.apply (d0) -> (d0) (%arg0)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = [1, +inf]}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// CHECK-LABEL: func @store_range_load_last_in_range() {
func @store_range_load_last_in_range() {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
%c10 = constant 10 : index
affine.for %i0 = 0 to 10 {
%a0 = affine.apply (d0) -> (d0) (%i0)
// For dependence from 0 to 1, we do not have a loop carried dependence
// because only the final write in the loop accesses the same element as the
// load, so this dependence appears only at depth 2 (loop independent).
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = true}}
%a1 = affine.apply (d0) -> (d0 - 1) (%c10)
// For dependence from 1 to 0, we have write-after-read (WAR) dependences
// for all loads in the loop to the store on the last iteration.
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = [1, 9]}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// CHECK-LABEL: func @store_range_load_before_range() {
func @store_range_load_before_range() {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
%c0 = constant 0 : index
affine.for %i0 = 1 to 11 {
%a0 = affine.apply (d0) -> (d0) (%i0)
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = false}}
%a1 = affine.apply (d0) -> (d0) (%c0)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// CHECK-LABEL: func @store_range_load_first_in_range() {
func @store_range_load_first_in_range() {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
%c0 = constant 0 : index
affine.for %i0 = 1 to 11 {
%a0 = affine.apply (d0) -> (d0) (%i0)
// Dependence from 0 to 1 at depth 1 is a range because all loads at
// constant index zero are reads after first store at index zero during
// first iteration of the loop.
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = [1, 9]}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = true}}
%a1 = affine.apply (d0) -> (d0 + 1) (%c0)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// CHECK-LABEL: func @store_plus_3() {
func @store_plus_3() {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
affine.for %i0 = 1 to 11 {
%a0 = affine.apply (d0) -> (d0 + 3) (%i0)
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = [3, 3]}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = false}}
%a1 = affine.apply (d0) -> (d0) (%i0)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// CHECK-LABEL: func @load_minus_2() {
func @load_minus_2() {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
affine.for %i0 = 2 to 11 {
%a0 = affine.apply (d0) -> (d0) (%i0)
affine.store %c7, %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = [2, 2]}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = false}}
%a1 = affine.apply (d0) -> (d0 - 2) (%i0)
%v0 = affine.load %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// CHECK-LABEL: func @perfectly_nested_loops_loop_independent() {
func @perfectly_nested_loops_loop_independent() {
%m = alloc() : memref<10x10xf32>
%c7 = constant 7.0 : f32
affine.for %i0 = 0 to 11 {
affine.for %i1 = 0 to 11 {
// Dependence from access 0 to 1 is loop independent at depth = 3.
%a00 = affine.apply (d0, d1) -> (d0) (%i0, %i1)
%a01 = affine.apply (d0, d1) -> (d1) (%i0, %i1)
affine.store %c7, %m[%a00, %a01] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-5 {{dependence from 0 to 1 at depth 2 = false}}
// expected-remark@-6 {{dependence from 0 to 1 at depth 3 = true}}
%a10 = affine.apply (d0, d1) -> (d0) (%i0, %i1)
%a11 = affine.apply (d0, d1) -> (d1) (%i0, %i1)
%v0 = affine.load %m[%a10, %a11] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-5 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-6 {{dependence from 1 to 1 at depth 3 = false}}
}
}
return
}
// -----
// CHECK-LABEL: func @perfectly_nested_loops_loop_carried_at_depth1() {
func @perfectly_nested_loops_loop_carried_at_depth1() {
%m = alloc() : memref<10x10xf32>
%c7 = constant 7.0 : f32
affine.for %i0 = 0 to 9 {
affine.for %i1 = 0 to 9 {
// Dependence from access 0 to 1 is loop carried at depth 1.
%a00 = affine.apply (d0, d1) -> (d0) (%i0, %i1)
%a01 = affine.apply (d0, d1) -> (d1) (%i0, %i1)
affine.store %c7, %m[%a00, %a01] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 1 = [2, 2][0, 0]}}
// expected-remark@-5 {{dependence from 0 to 1 at depth 2 = false}}
// expected-remark@-6 {{dependence from 0 to 1 at depth 3 = false}}
%a10 = affine.apply (d0, d1) -> (d0 - 2) (%i0, %i1)
%a11 = affine.apply (d0, d1) -> (d1) (%i0, %i1)
%v0 = affine.load %m[%a10, %a11] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-5 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-6 {{dependence from 1 to 1 at depth 3 = false}}
}
}
return
}
// -----
// CHECK-LABEL: func @perfectly_nested_loops_loop_carried_at_depth2() {
func @perfectly_nested_loops_loop_carried_at_depth2() {
%m = alloc() : memref<10x10xf32>
%c7 = constant 7.0 : f32
affine.for %i0 = 0 to 10 {
affine.for %i1 = 0 to 10 {
// Dependence from access 0 to 1 is loop carried at depth 2.
%a00 = affine.apply (d0, d1) -> (d0) (%i0, %i1)
%a01 = affine.apply (d0, d1) -> (d1) (%i0, %i1)
affine.store %c7, %m[%a00, %a01] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-5 {{dependence from 0 to 1 at depth 2 = [0, 0][3, 3]}}
// expected-remark@-6 {{dependence from 0 to 1 at depth 3 = false}}
%a10 = affine.apply (d0, d1) -> (d0) (%i0, %i1)
%a11 = affine.apply (d0, d1) -> (d1 - 3) (%i0, %i1)
%v0 = affine.load %m[%a10, %a11] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-5 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-6 {{dependence from 1 to 1 at depth 3 = false}}
}
}
return
}
// -----
// CHECK-LABEL: func @one_common_loop() {
func @one_common_loop() {
%m = alloc() : memref<10x10xf32>
%c7 = constant 7.0 : f32
// There is a loop-independent dependence from access 0 to 1 at depth 2.
affine.for %i0 = 0 to 10 {
affine.for %i1 = 0 to 10 {
%a00 = affine.apply (d0, d1) -> (d0) (%i0, %i1)
%a01 = affine.apply (d0, d1) -> (d1) (%i0, %i1)
affine.store %c7, %m[%a00, %a01] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-5 {{dependence from 0 to 1 at depth 2 = true}}
}
affine.for %i2 = 0 to 9 {
%a10 = affine.apply (d0, d1) -> (d0) (%i0, %i2)
%a11 = affine.apply (d0, d1) -> (d1) (%i0, %i2)
%v0 = affine.load %m[%a10, %a11] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-5 {{dependence from 1 to 1 at depth 3 = false}}
}
}
return
}
// -----
// CHECK-LABEL: func @dependence_cycle() {
func @dependence_cycle() {
%m.a = alloc() : memref<100xf32>
%m.b = alloc() : memref<100xf32>
// Dependences:
// *) loop-independent dependence from access 1 to 2 at depth 2.
// *) loop-carried dependence from access 3 to 0 at depth 1.
affine.for %i0 = 0 to 9 {
%a0 = affine.apply (d0) -> (d0) (%i0)
%v0 = affine.load %m.a[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = false}}
// expected-remark@-5 {{dependence from 0 to 2 at depth 1 = false}}
// expected-remark@-6 {{dependence from 0 to 2 at depth 2 = false}}
// expected-remark@-7 {{dependence from 0 to 3 at depth 1 = false}}
// expected-remark@-8 {{dependence from 0 to 3 at depth 2 = false}}
%a1 = affine.apply (d0) -> (d0) (%i0)
affine.store %v0, %m.b[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-5 {{dependence from 1 to 2 at depth 1 = false}}
// expected-remark@-6 {{dependence from 1 to 2 at depth 2 = true}}
// expected-remark@-7 {{dependence from 1 to 3 at depth 1 = false}}
// expected-remark@-8 {{dependence from 1 to 3 at depth 2 = false}}
%a2 = affine.apply (d0) -> (d0) (%i0)
%v1 = affine.load %m.b[%a2] : memref<100xf32>
// expected-remark@-1 {{dependence from 2 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 2 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 2 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 2 to 1 at depth 2 = false}}
// expected-remark@-5 {{dependence from 2 to 2 at depth 1 = false}}
// expected-remark@-6 {{dependence from 2 to 2 at depth 2 = false}}
// expected-remark@-7 {{dependence from 2 to 3 at depth 1 = false}}
// expected-remark@-8 {{dependence from 2 to 3 at depth 2 = false}}
%a3 = affine.apply (d0) -> (d0 + 1) (%i0)
affine.store %v1, %m.a[%a3] : memref<100xf32>
// expected-remark@-1 {{dependence from 3 to 0 at depth 1 = [1, 1]}}
// expected-remark@-2 {{dependence from 3 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 3 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 3 to 1 at depth 2 = false}}
// expected-remark@-5 {{dependence from 3 to 2 at depth 1 = false}}
// expected-remark@-6 {{dependence from 3 to 2 at depth 2 = false}}
// expected-remark@-7 {{dependence from 3 to 3 at depth 1 = false}}
// expected-remark@-8 {{dependence from 3 to 3 at depth 2 = false}}
}
return
}
// -----
// CHECK-LABEL: func @negative_and_positive_direction_vectors(%arg0: index, %arg1: index) {
func @negative_and_positive_direction_vectors(%arg0: index, %arg1: index) {
%m = alloc() : memref<10x10xf32>
%c7 = constant 7.0 : f32
affine.for %i0 = 0 to %arg0 {
affine.for %i1 = 0 to %arg1 {
%a00 = affine.apply (d0, d1) -> (d0 - 1) (%i0, %i1)
%a01 = affine.apply (d0, d1) -> (d1 + 1) (%i0, %i1)
%v0 = affine.load %m[%a00, %a01] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-5 {{dependence from 0 to 1 at depth 2 = false}}
// expected-remark@-6 {{dependence from 0 to 1 at depth 3 = false}}
%a10 = affine.apply (d0, d1) -> (d0) (%i0, %i1)
%a11 = affine.apply (d0, d1) -> (d1) (%i0, %i1)
affine.store %c7, %m[%a10, %a11] : memref<10x10xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = [1, 1][-1, -1]}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-5 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-6 {{dependence from 1 to 1 at depth 3 = false}}
}
}
return
}
// -----
// CHECK-LABEL: func @war_raw_waw_deps() {
func @war_raw_waw_deps() {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
affine.for %i0 = 0 to 10 {
affine.for %i1 = 0 to 10 {
%a0 = affine.apply (d0) -> (d0 + 1) (%i1)
%v0 = affine.load %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 1 = [1, 9][1, 1]}}
// expected-remark@-5 {{dependence from 0 to 1 at depth 2 = [0, 0][1, 1]}}
// expected-remark@-6 {{dependence from 0 to 1 at depth 3 = false}}
%a1 = affine.apply (d0) -> (d0) (%i1)
affine.store %c7, %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = [1, 9][-1, -1]}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 1 = [1, 9][0, 0]}}
// expected-remark@-5 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-6 {{dependence from 1 to 1 at depth 3 = false}}
}
}
return
}
// -----
// CHECK-LABEL: func @mod_deps() {
func @mod_deps() {
%m = alloc() : memref<100xf32>
%c7 = constant 7.0 : f32
affine.for %i0 = 0 to 10 {
%a0 = affine.apply (d0) -> (d0 mod 2) (%i0)
// Results are conservative here since we currently don't have a way to
// represent strided sets in FlatAffineConstraints.
%v0 = affine.load %m[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = [1, 9]}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = false}}
%a1 = affine.apply (d0) -> ( (d0 + 1) mod 2) (%i0)
affine.store %c7, %m[%a1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = [1, 9]}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = [2, 9]}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// CHECK-LABEL: func @loop_nest_depth() {
func @loop_nest_depth() {
%0 = alloc() : memref<100x100xf32>
%c7 = constant 7.0 : f32
affine.for %i0 = 0 to 128 {
affine.for %i1 = 0 to 8 {
affine.store %c7, %0[%i0, %i1] : memref<100x100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 1 = true}}
}
}
affine.for %i2 = 0 to 8 {
affine.for %i3 = 0 to 8 {
affine.for %i4 = 0 to 8 {
affine.for %i5 = 0 to 16 {
%8 = affine.apply (d0, d1) -> (d0 * 16 + d1)(%i4, %i5)
%9 = affine.load %0[%8, %i3] : memref<100x100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 3 = false}}
// expected-remark@-5 {{dependence from 1 to 1 at depth 4 = false}}
// expected-remark@-6 {{dependence from 1 to 1 at depth 5 = false}}
}
}
}
}
return
}
// -----
// Test case to exercise sanity when flattening multiple expressions involving
// mod/div's successively.
// CHECK-LABEL: func @mod_div_3d() {
func @mod_div_3d() {
%M = alloc() : memref<2x2x2xi32>
%c0 = constant 0 : i32
affine.for %i0 = 0 to 8 {
affine.for %i1 = 0 to 8 {
affine.for %i2 = 0 to 8 {
%idx0 = affine.apply (d0, d1, d2) -> (d0 floordiv 4) (%i0, %i1, %i2)
%idx1 = affine.apply (d0, d1, d2) -> (d1 mod 2) (%i0, %i1, %i2)
%idx2 = affine.apply (d0, d1, d2) -> (d2 floordiv 4) (%i0, %i1, %i2)
affine.store %c0, %M[%idx0, %idx1, %idx2] : memref<2 x 2 x 2 x i32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = [1, 3][-7, 7][-3, 3]}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = [0, 0][2, 7][-3, 3]}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = [0, 0][0, 0][1, 3]}}
// expected-remark@-4 {{dependence from 0 to 0 at depth 4 = false}}
}
}
}
return
}
// -----
// This test case arises in the context of a 6-d to 2-d reshape.
// CHECK-LABEL: func @delinearize_mod_floordiv
func @delinearize_mod_floordiv() {
%c0 = constant 0 : index
%val = constant 0 : i32
%in = alloc() : memref<2x2x3x3x16x1xi32>
%out = alloc() : memref<64x9xi32>
affine.for %i0 = 0 to 2 {
affine.for %i1 = 0 to 2 {
affine.for %i2 = 0 to 3 {
affine.for %i3 = 0 to 3 {
affine.for %i4 = 0 to 16 {
affine.for %i5 = 0 to 1 {
affine.store %val, %in[%i0, %i1, %i2, %i3, %i4, %i5] : memref<2x2x3x3x16x1xi32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 0 to 0 at depth 4 = false}}
// expected-remark@-5 {{dependence from 0 to 0 at depth 5 = false}}
// expected-remark@-6 {{dependence from 0 to 0 at depth 6 = false}}
// expected-remark@-7 {{dependence from 0 to 0 at depth 7 = false}}
// expected-remark@-8 {{dependence from 0 to 1 at depth 1 = true}}
// expected-remark@-9 {{dependence from 0 to 2 at depth 1 = false}}
}
}
}
}
}
}
affine.for %ii = 0 to 64 {
affine.for %jj = 0 to 9 {
%a0 = affine.apply (d0, d1) -> (d0 * (9 * 1024) + d1 * 128) (%ii, %jj)
%a10 = affine.apply (d0) ->
(d0 floordiv (2 * 3 * 3 * 128 * 128)) (%a0)
%a11 = affine.apply (d0) ->
((d0 mod 294912) floordiv (3 * 3 * 128 * 128)) (%a0)
%a12 = affine.apply (d0) ->
((((d0 mod 294912) mod 147456) floordiv 1152) floordiv 8) (%a0)
%a13 = affine.apply (d0) ->
((((d0 mod 294912) mod 147456) mod 1152) floordiv 384) (%a0)
%a14 = affine.apply (d0) ->
(((((d0 mod 294912) mod 147456) mod 1152) mod 384) floordiv 128) (%a0)
%a15 = affine.apply (d0) ->
((((((d0 mod 294912) mod 147456) mod 1152) mod 384) mod 128)
floordiv 128) (%a0)
%v0 = affine.load %in[%a10, %a11, %a13, %a14, %a12, %a15] : memref<2x2x3x3x16x1xi32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 3 = false}}
// expected-remark@-5 {{dependence from 1 to 2 at depth 1 = false}}
// expected-remark@-6 {{dependence from 1 to 2 at depth 2 = false}}
// expected-remark@-7 {{dependence from 1 to 2 at depth 3 = false}}
// TODO(andydavis): the dep tester shouldn't be printing out these messages
// below; they are redundant.
affine.store %v0, %out[%ii, %jj] : memref<64x9xi32>
// expected-remark@-1 {{dependence from 2 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 2 to 1 at depth 1 = false}}
// expected-remark@-3 {{dependence from 2 to 1 at depth 2 = false}}
// expected-remark@-4 {{dependence from 2 to 1 at depth 3 = false}}
// expected-remark@-5 {{dependence from 2 to 2 at depth 1 = false}}
// expected-remark@-6 {{dependence from 2 to 2 at depth 2 = false}}
// expected-remark@-7 {{dependence from 2 to 2 at depth 3 = false}}
}
}
return
}
// TODO(bondhugula): add more test cases involving mod's/div's.
// -----
// Load and store ops access the same elements in strided loop.
// CHECK-LABEL: func @strided_loop_with_dependence_at_depth2
func @strided_loop_with_dependence_at_depth2() {
%0 = alloc() : memref<10xf32>
%cf0 = constant 0.0 : f32
affine.for %i0 = 0 to 8 step 2 {
affine.store %cf0, %0[%i0] : memref<10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = true}}
%v0 = affine.load %0[%i0] : memref<10xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// Load and store ops access alternating memref elements: no dependence.
// CHECK-LABEL: func @strided_loop_with_no_dependence
func @strided_loop_with_no_dependence() {
%0 = alloc() : memref<10xf32>
%cf0 = constant 0.0 : f32
affine.for %i0 = 0 to 8 step 2 {
%a0 = affine.apply (d0) -> (d0 + 1)(%i0)
affine.store %cf0, %0[%a0] : memref<10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = false}}
%v0 = affine.load %0[%i0] : memref<10xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// Affine.Store op accesses memref elements at offset causing loop-carried dependence.
// CHECK-LABEL: func @strided_loop_with_loop_carried_dependence_at_depth1
func @strided_loop_with_loop_carried_dependence_at_depth1() {
%0 = alloc() : memref<10xf32>
%cf0 = constant 0.0 : f32
affine.for %i0 = 0 to 8 step 2 {
%a0 = affine.apply (d0) -> (d0 + 4)(%i0)
affine.store %cf0, %0[%a0] : memref<10xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = [4, 4]}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = false}}
%v0 = affine.load %0[%i0] : memref<10xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}
// -----
// Test that the loop carried dependence from load to store on '%i0' is
// properly computed when the load and store are at different loop depths.
// CHECK-LABEL: func @test_dep_store_depth1_load_depth2
func @test_dep_store_depth1_load_depth2() {
%0 = alloc() : memref<100xf32>
%cst = constant 7.000000e+00 : f32
affine.for %i0 = 0 to 10 {
%a0 = affine.apply (d0) -> (d0 - 1)(%i0)
affine.store %cst, %0[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 2 = false}}
affine.for %i1 = (d0) -> (d0)(%i0) to (d0) -> (d0 + 1)(%i0) {
%1 = affine.load %0[%i1] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = [1, 1]}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
// expected-remark@-5 {{dependence from 1 to 1 at depth 3 = false}}
}
}
return
}
// -----
// Test that the loop carried dependence from store to load on '%i0' is
// properly computed when the load and store are at different loop depths.
// CHECK-LABEL: func @test_dep_store_depth2_load_depth1
func @test_dep_store_depth2_load_depth1() {
%0 = alloc() : memref<100xf32>
%cst = constant 7.000000e+00 : f32
affine.for %i0 = 0 to 10 {
affine.for %i1 = (d0) -> (d0)(%i0) to (d0) -> (d0 + 1)(%i0) {
affine.store %cst, %0[%i1] : memref<100xf32>
// expected-remark@-1 {{dependence from 0 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 0 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 0 to 0 at depth 3 = false}}
// expected-remark@-4 {{dependence from 0 to 1 at depth 1 = [2, 2]}}
// expected-remark@-5 {{dependence from 0 to 1 at depth 2 = false}}
}
%a0 = affine.apply (d0) -> (d0 - 2)(%i0)
%1 = affine.load %0[%a0] : memref<100xf32>
// expected-remark@-1 {{dependence from 1 to 0 at depth 1 = false}}
// expected-remark@-2 {{dependence from 1 to 0 at depth 2 = false}}
// expected-remark@-3 {{dependence from 1 to 1 at depth 1 = false}}
// expected-remark@-4 {{dependence from 1 to 1 at depth 2 = false}}
}
return
}