// RUN: mlir-opt -allow-unregistered-dialect %s -affine-loop-unroll-jam="unroll-jam-factor=2" | FileCheck %s // RUN: mlir-opt -allow-unregistered-dialect %s -affine-loop-unroll-jam="unroll-jam-factor=4" | FileCheck --check-prefix=UJAM-FOUR %s // CHECK-DAG: [[$MAP_PLUS_1:#map[0-9]*]] = affine_map<(d0) -> (d0 + 1)> // CHECK-DAG: [[$MAP_DIV_OFFSET:#map[0-9]*]] = affine_map<()[s0] -> (((s0 - 1) floordiv 2) * 2 + 1)> // CHECK-DAG: [[$MAP_SYM_UB:#map[0-9]*]] = affine_map<()[s0, s1] -> (s0, s1, 1024)> // UJAM-FOUR-DAG: [[$UBMAP:#map[0-9]*]] = affine_map<()[s0] -> (s0 + 8)> // UJAM-FOUR-DAG: [[$MAP_PLUS_1:#map[0-9]*]] = affine_map<(d0) -> (d0 + 1)> // UJAM-FOUR-DAG: [[$MAP_PLUS_2:#map[0-9]*]] = affine_map<(d0) -> (d0 + 2)> // UJAM-FOUR-DAG: [[$MAP_PLUS_3:#map[0-9]*]] = affine_map<(d0) -> (d0 + 3)> // CHECK-LABEL: func @unroll_jam_imperfect_nest() { func.func @unroll_jam_imperfect_nest() { affine.for %i = 0 to 101 { %x = "addi32"(%i, %i) : (index, index) -> i32 affine.for %j = 0 to 17 { %y = "addi32"(%i, %i) : (index, index) -> i32 %z = "addi32"(%y, %y) : (i32, i32) -> i32 } %w = "foo"(%i, %x) : (index, i32) -> i32 } return } // CHECK: affine.for [[IV0:%arg[0-9]+]] = 0 to 100 step 2 { // CHECK-NEXT: [[RES1:%[0-9]+]] = "addi32"([[IV0]], [[IV0]]) // CHECK-NEXT: [[INC:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES2:%[0-9]+]] = "addi32"([[INC]], [[INC]]) // CHECK-NEXT: affine.for %{{.*}} = 0 to 17 { // CHECK-NEXT: [[RES3:%[0-9]+]] = "addi32"([[IV0]], [[IV0]]) // CHECK-NEXT: "addi32"([[RES3]], [[RES3]]) : (i32, i32) -> i32 // CHECK-NEXT: [[INC1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES4:%[0-9]+]] = "addi32"([[INC1]], [[INC1]]) // CHECK-NEXT: "addi32"([[RES4]], [[RES4]]) : (i32, i32) -> i32 // CHECK-NEXT: } // CHECK: "foo"([[IV0]], [[RES1]]) // CHECK-NEXT: affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: "foo"({{.*}}, [[RES2]]) // CHECK: } // Cleanup loop (single iteration). // CHECK: "addi32"(%c100, %c100) // CHECK-NEXT: affine.for [[IV0]] = 0 to 17 { // CHECK-NEXT: [[RESC:%[0-9]+]] = "addi32"(%c100, %c100) // CHECK-NEXT: "addi32"([[RESC]], [[RESC]]) : (i32, i32) -> i32 // CHECK-NEXT: } // CHECK-NEXT: "foo"(%c100, %{{.*}}) // CHECK-NEXT: return // CHECK-LABEL: func @loop_nest_unknown_count_1 // CHECK-SAME: [[N:arg[0-9]+]]: index func.func @loop_nest_unknown_count_1(%N : index) { // CHECK-NEXT: affine.for %{{.*}} = 1 to [[$MAP_DIV_OFFSET]]()[%[[N]]] step 2 { // CHECK-NEXT: affine.for %{{.*}} = 1 to 100 { // CHECK-NEXT: "foo"() : () -> i32 // CHECK-NEXT: "foo"() : () -> i32 // CHECK-NEXT: } // CHECK-NEXT: } // A cleanup loop should be generated here. // CHECK-NEXT: affine.for %{{.*}} = [[$MAP_DIV_OFFSET]]()[%[[N]]] to %[[N]] { // CHECK-NEXT: affine.for %{{.*}} = 1 to 100 { // CHECK-NEXT: "foo"() : () -> i32 // CHECK-NEXT: } // CHECK-NEXT: } affine.for %i = 1 to %N { affine.for %j = 1 to 100 { %x = "foo"() : () -> i32 } } return } // UJAM-FOUR-LABEL: func @loop_nest_unknown_count_2 // UJAM-FOUR-SAME: %[[N:arg[0-9]+]]: index func.func @loop_nest_unknown_count_2(%N : index) { // UJAM-FOUR-NEXT: affine.for [[IV0:%arg[0-9]+]] = %[[N]] to [[$UBMAP]]()[%[[N]]] step 4 { // UJAM-FOUR-NEXT: affine.for [[IV1:%arg[0-9]+]] = 1 to 100 { // UJAM-FOUR-NEXT: "foo"([[IV0]]) // UJAM-FOUR-NEXT: [[IV_PLUS_1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // UJAM-FOUR-NEXT: "foo"([[IV_PLUS_1]]) // UJAM-FOUR-NEXT: [[IV_PLUS_2:%[0-9]+]] = affine.apply [[$MAP_PLUS_2]]([[IV0]]) // UJAM-FOUR-NEXT: "foo"([[IV_PLUS_2]]) // UJAM-FOUR-NEXT: [[IV_PLUS_3:%[0-9]+]] = affine.apply [[$MAP_PLUS_3]]([[IV0]]) // UJAM-FOUR-NEXT: "foo"([[IV_PLUS_3]]) // UJAM-FOUR-NEXT: } // UJAM-FOUR-NEXT: } // The cleanup loop is a single iteration one and is promoted. // UJAM-FOUR-NEXT: [[RES:%[0-9]+]] = affine.apply [[$UBMAP]]()[%[[N]]] // UJAM-FOUR-NEXT: affine.for [[IV0]] = 1 to 100 { // UJAM-FOUR-NEXT: "foo"([[RES]]) // UJAM-FOUR-NEXT: } affine.for %i = %N to affine_map<()[s0] -> (s0+9)> ()[%N] { affine.for %j = 1 to 100 { "foo"(%i) : (index) -> () } } return } // CHECK-LABEL: func @loop_nest_symbolic_and_min_upper_bound // CHECK-SAME: [[M:arg[0-9]+]]: index // CHECK-SAME: [[N:arg[0-9]+]]: index // CHECK-SAME: [[K:arg[0-9]+]]: index func.func @loop_nest_symbolic_and_min_upper_bound(%M : index, %N : index, %K : index) { affine.for %i = 0 to min affine_map<()[s0, s1] -> (s0, s1, 1024)>()[%M, %N] { affine.for %j = 0 to %K { "test.foo"(%i, %j) : (index, index) -> () } } return } // No unroll-and-jam possible here as the lower bound for the cleanup loop won't // be representable. // CHECK-NEXT: affine.for [[IV0:%arg[0-9]+]] = 0 to min #map{{.*}}()[%[[M]], %[[N]]] { // CHECK-NEXT: affine.for [[IV1:%arg[0-9]+]] = 0 to %[[K]] { // CHECK-NEXT: "test.foo"([[IV0]], [[IV1]]) // CHECK-NEXT: } // CHECK-NEXT: } // CHECK-NEXT: return // The inner loop trip count changes each iteration of outer loop. // Do no unroll-and-jam. // CHECK-LABEL: func @no_unroll_jam_dependent_ubound func.func @no_unroll_jam_dependent_ubound(%in0: memref) { affine.for %i = 0 to 100 { affine.for %k = 0 to affine_map<(d0) -> (d0 + 1)>(%i) { %y = "addi32"(%k, %k) : (index, index) -> i32 } } return } // CHECK: affine.for [[IV0:%arg[0-9]+]] = 0 to 100 { // CHECK-NEXT: affine.for [[IV1:%arg[0-9]+]] = 0 to [[$MAP_PLUS_1]]([[IV0]]) { // CHECK-NEXT: "addi32"([[IV1]], [[IV1]]) // CHECK-NEXT: } // CHECK-NEXT: } // CHECK-NEXT: return // Inner loop with one iter_arg. // CHECK-LABEL: func @unroll_jam_one_iter_arg func.func @unroll_jam_one_iter_arg() { affine.for %i = 0 to 101 { %cst = arith.constant 1 : i32 %x = "addi32"(%i, %i) : (index, index) -> i32 %red = affine.for %j = 0 to 17 iter_args(%acc = %cst) -> (i32) { %y = "bar"(%i, %j, %acc) : (index, index, i32) -> i32 affine.yield %y : i32 } %w = "foo"(%i, %x, %red) : (index, i32, i32) -> i32 } return } // CHECK: affine.for [[IV0:%arg[0-9]+]] = 0 to 100 step 2 { // CHECK-NEXT: [[CONST1:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES1:%[0-9]+]] = "addi32"([[IV0]], [[IV0]]) // CHECK-NEXT: [[INC:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[CONST2:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES2:%[0-9]+]] = "addi32"([[INC]], [[INC]]) // CHECK-NEXT: [[RES3:%[0-9]+]]:2 = affine.for [[IV1:%arg[0-9]+]] = 0 to 17 iter_args([[ACC1:%arg[0-9]+]] = [[CONST1]], [[ACC2:%arg[0-9]+]] = [[CONST2]]) -> (i32, i32) { // CHECK-NEXT: [[RES4:%[0-9]+]] = "bar"([[IV0]], [[IV1]], [[ACC1]]) // CHECK-NEXT: [[INC1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES5:%[0-9]+]] = "bar"([[INC1]], [[IV1]], [[ACC2]]) // CHECK-NEXT: affine.yield [[RES4]], [[RES5]] // CHECK-NEXT: } // CHECK: "foo"([[IV0]], [[RES1]], [[RES3]]#0) // CHECK-NEXT: affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: "foo"({{.*}}, [[RES2]], [[RES3]]#1) // CHECK: } // Cleanup loop (single iteration). // CHECK: constant 1 : i32 // CHECK-NEXT: "addi32"(%c100, %c100) // CHECK-NEXT: [[RES6:%[0-9]+]] = affine.for // CHECK-NEXT: [[RES7:%[0-9]+]] = "bar"(%c100, {{.*}}, {{.*}}) // CHECK-NEXT: affine.yield [[RES7]] : i32 // CHECK-NEXT: } // CHECK-NEXT: "foo"(%c100, %{{.*}}, [[RES6]]) // CHECK-NEXT: return // Inner loop with multiple iter_args. // CHECK-LABEL: func @unroll_jam_iter_args func.func @unroll_jam_iter_args() { affine.for %i = 0 to 101 { %cst = arith.constant 0 : i32 %cst1 = arith.constant 1 : i32 %x = "addi32"(%i, %i) : (index, index) -> i32 %red:2 = affine.for %j = 0 to 17 iter_args(%acc = %cst, %acc1 = %cst1) -> (i32, i32) { %y = "bar"(%i, %j, %acc) : (index, index, i32) -> i32 %z = "bar1"(%i, %j, %acc1) : (index, index, i32) -> i32 affine.yield %y, %z : i32, i32 } %w = "foo"(%i, %x, %red#0, %red#1) : (index, i32, i32, i32) -> i32 } return } // CHECK: affine.for [[IV0:%arg[0-9]+]] = 0 to 100 step 2 { // CHECK-NEXT: [[CONST0:%[a-zA-Z0-9_]*]] = arith.constant 0 : i32 // CHECK-NEXT: [[CONST1:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES1:%[0-9]+]] = "addi32"([[IV0]], [[IV0]]) // CHECK-NEXT: [[INC:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[CONST2:%[a-zA-Z0-9_]*]] = arith.constant 0 : i32 // CHECK-NEXT: [[CONST3:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES2:%[0-9]+]] = "addi32"([[INC]], [[INC]]) // CHECK-NEXT: [[RES3:%[0-9]+]]:4 = affine.for [[IV1:%arg[0-9]+]] = 0 to 17 iter_args([[ACC0:%arg[0-9]+]] = [[CONST0]], [[ACC1:%arg[0-9]+]] = [[CONST1]], // CHECK-SAME: [[ACC2:%arg[0-9]+]] = [[CONST2]], [[ACC3:%arg[0-9]+]] = [[CONST3]]) -> (i32, i32, i32, i32) { // CHECK-NEXT: [[RES4:%[0-9]+]] = "bar"([[IV0]], [[IV1]], [[ACC0]]) // CHECK-NEXT: [[RES5:%[0-9]+]] = "bar1"([[IV0]], [[IV1]], [[ACC1]]) // CHECK-NEXT: [[INC1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES6:%[0-9]+]] = "bar"([[INC1]], [[IV1]], [[ACC2]]) // CHECK-NEXT: [[RES7:%[0-9]+]] = "bar1"([[INC1]], [[IV1]], [[ACC3]]) // CHECK-NEXT: affine.yield [[RES4]], [[RES5]], [[RES6]], [[RES7]] // CHECK-NEXT: } // CHECK: "foo"([[IV0]], [[RES1]], [[RES3]]#0, [[RES3]]#1) // CHECK-NEXT: affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: "foo"({{.*}}, [[RES2]], [[RES3]]#2, [[RES3]]#3) // CHECK: } // Cleanup loop (single iteration). // CHECK: constant 0 : i32 // CHECK-NEXT: constant 1 : i32 // CHECK-NEXT: "addi32"(%c100, %c100) // CHECK-NEXT: [[RES8:%[0-9]+]]:2 = affine.for // CHECK-NEXT: [[RES9:%[0-9]+]] = "bar"(%c100, {{.*}}, {{.*}}) // CHECK-NEXT: [[RES10:%[0-9]+]] = "bar1"(%c100, {{.*}}, {{.*}}) // CHECK-NEXT: affine.yield [[RES9]], [[RES10]] : i32, i32 // CHECK-NEXT: } // CHECK-NEXT: "foo"(%c100, %{{.*}}, [[RES8]]#0, [[RES8]]#1) // CHECK-NEXT: return // When an iter operand is a function argument, do not replace any use of the // operand . // CHECK-LABEL: func @unroll_jam_iter_args_func_arg // CHECK-SAME: [[INIT:%arg[0-9]+]]: i32 func.func @unroll_jam_iter_args_func_arg(%in: i32) { affine.for %i = 0 to 101 { %x = "addi32"(%i, %i) : (index, index) -> i32 %red = affine.for %j = 0 to 17 iter_args(%acc = %in) -> (i32) { %y = "bar"(%i, %j, %acc) : (index, index, i32) -> i32 affine.yield %y : i32 } %w = "foo"(%i, %x, %red) : (index, i32, i32) -> i32 } return } // CHECK: affine.for [[IV0:%arg[0-9]+]] = 0 to 100 step 2 { // CHECK-NEXT: [[RES1:%[0-9]+]] = "addi32"([[IV0]], [[IV0]]) // CHECK-NEXT: [[INC:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES2:%[0-9]+]] = "addi32"([[INC]], [[INC]]) // CHECK-NEXT: [[RES3:%[0-9]+]]:2 = affine.for [[IV1:%arg[0-9]+]] = 0 to 17 iter_args([[ACC1:%arg[0-9]+]] = [[INIT]], [[ACC2:%arg[0-9]+]] = [[INIT]]) -> (i32, i32) { // CHECK-NEXT: [[RES4:%[0-9]+]] = "bar"([[IV0]], [[IV1]], [[ACC1]]) // CHECK-NEXT: [[INC1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES5:%[0-9]+]] = "bar"([[INC1]], [[IV1]], [[ACC2]]) // CHECK-NEXT: affine.yield [[RES4]], [[RES5]] // CHECK-NEXT: } // CHECK: "foo"([[IV0]], [[RES1]], [[RES3]]#0) // CHECK-NEXT: affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: "foo"({{.*}}, [[RES2]], [[RES3]]#1) // CHECK: } // Cleanup loop (single iteration). // CHECK: "addi32"(%c100, %c100) // CHECK-NEXT: [[RES6:%[0-9]+]] = affine.for // CHECK-NEXT: [[RES7:%[0-9]+]] = "bar"(%c100, {{.*}}, {{.*}}) // CHECK-NEXT: affine.yield [[RES7]] : i32 // CHECK-NEXT: } // CHECK-NEXT: "foo"(%c100, %{{.*}}, [[RES6]]) // CHECK-NEXT: return // Nested inner loops, each with one iter_arg. The inner most loop uses its // outer loop's iter_arg as its iter operand. // CHECK-LABEL: func @unroll_jam_iter_args_nested func.func @unroll_jam_iter_args_nested() { affine.for %i = 0 to 101 { %cst = arith.constant 1 : i32 %x = "addi32"(%i, %i) : (index, index) -> i32 %red = affine.for %j = 0 to 17 iter_args(%acc = %cst) -> (i32) { %red1 = affine.for %k = 0 to 35 iter_args(%acc1 = %acc) -> (i32) { %y = "bar"(%i, %j, %k, %acc1) : (index, index, index, i32) -> i32 affine.yield %y : i32 } affine.yield %red1 : i32 } %w = "foo"(%i, %x, %red) : (index, i32, i32) -> i32 } return } // CHECK: affine.for [[IV0:%arg[0-9]+]] = 0 to 100 step 2 { // CHECK-NEXT: [[CONST1:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES1:%[0-9]+]] = "addi32"([[IV0]], [[IV0]]) // CHECK-NEXT: [[INC:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[CONST2:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES2:%[0-9]+]] = "addi32"([[INC]], [[INC]]) // CHECK-NEXT: [[RES3:%[0-9]+]]:2 = affine.for [[IV1:%arg[0-9]+]] = 0 to 17 iter_args([[ACC1:%arg[0-9]+]] = [[CONST1]], [[ACC2:%arg[0-9]+]] = [[CONST2]]) -> (i32, i32) { // CHECK-NEXT: [[RES4:%[0-9]+]]:2 = affine.for [[IV2:%arg[0-9]+]] = 0 to 35 iter_args([[ACC3:%arg[0-9]+]] = [[ACC1]], [[ACC4:%arg[0-9]+]] = [[ACC2]]) -> (i32, i32) { // CHECK-NEXT: [[RES5:%[0-9]+]] = "bar"([[IV0]], [[IV1]], [[IV2]], [[ACC3]]) // CHECK-NEXT: [[INC1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES6:%[0-9]+]] = "bar"([[INC1]], [[IV1]], [[IV2]], [[ACC4]]) // CHECK-NEXT: affine.yield [[RES5]], [[RES6]] // CHECK-NEXT: } // CHECK-NEXT: affine.yield [[RES4]]#0, [[RES4]]#1 // CHECK-NEXT: } // CHECK: "foo"([[IV0]], [[RES1]], [[RES3]]#0) // CHECK-NEXT: affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: "foo"({{.*}}, [[RES2]], [[RES3]]#1) // CHECK: } // Cleanup loop (single iteration). // CHECK: constant 1 : i32 // CHECK-NEXT: "addi32"(%c100, %c100) // CHECK-NEXT: [[RES6:%[0-9]+]] = affine.for // CHECK-NEXT: [[RES7:%[0-9]+]] = affine.for // CHECK-NEXT: [[RES8:%[0-9]+]] = "bar"(%c100, {{.*}}, {{.*}}, {{.*}}) // CHECK-NEXT: affine.yield [[RES8]] : i32 // CHECK-NEXT: } // CHECK-NEXT: affine.yield [[RES7]] : i32 // CHECK-NEXT: } // CHECK-NEXT: "foo"(%c100, %{{.*}}, [[RES6]]) // CHECK-NEXT: return // Nested inner loops, each with one iter_arg. One loop uses its sibling loop's // result as its iter operand. // CHECK-LABEL: func @unroll_jam_iter_args_nested_affine_for_result func.func @unroll_jam_iter_args_nested_affine_for_result() { affine.for %i = 0 to 101 { %cst = arith.constant 1 : i32 %x = "addi32"(%i, %i) : (index, index) -> i32 %red = affine.for %j = 0 to 17 iter_args(%acc = %cst) -> (i32) { %red1 = affine.for %k = 0 to 35 iter_args(%acc1 = %acc) -> (i32) { %y = "bar"(%i, %j, %k, %acc1) : (index, index, index, i32) -> i32 affine.yield %acc : i32 } %red2 = affine.for %l = 0 to 36 iter_args(%acc2 = %red1) -> (i32) { %y = "bar"(%i, %j, %l, %acc2) : (index, index, index, i32) -> i32 affine.yield %y : i32 } affine.yield %red2 : i32 } %w = "foo"(%i, %x, %red) : (index, i32, i32) -> i32 } return } // CHECK: affine.for [[IV0:%arg[0-9]+]] = 0 to 100 step 2 { // CHECK-NEXT: [[CONST1:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES1:%[0-9]+]] = "addi32"([[IV0]], [[IV0]]) // CHECK-NEXT: [[INC:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[CONST2:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES2:%[0-9]+]] = "addi32"([[INC]], [[INC]]) // CHECK-NEXT: [[RES3:%[0-9]+]]:2 = affine.for [[IV1:%arg[0-9]+]] = 0 to 17 iter_args([[ACC1:%arg[0-9]+]] = [[CONST1]], [[ACC2:%arg[0-9]+]] = [[CONST2]]) -> (i32, i32) { // CHECK-NEXT: [[RES4:%[0-9]+]]:2 = affine.for [[IV2:%arg[0-9]+]] = 0 to 35 iter_args([[ACC3:%arg[0-9]+]] = [[ACC1]], [[ACC4:%arg[0-9]+]] = [[ACC2]]) -> (i32, i32) { // CHECK-NEXT: [[RES5:%[0-9]+]] = "bar"([[IV0]], [[IV1]], [[IV2]], [[ACC3]]) // CHECK-NEXT: [[INC1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES6:%[0-9]+]] = "bar"([[INC1]], [[IV1]], [[IV2]], [[ACC4]]) // CHECK-NEXT: affine.yield [[ACC1]], [[ACC2]] // CHECK-NEXT: } // CHECK-NEXT: [[RES14:%[0-9]+]]:2 = affine.for [[IV3:%arg[0-9]+]] = 0 to 36 iter_args([[ACC13:%arg[0-9]+]] = [[RES4]]#0, [[ACC14:%arg[0-9]+]] = [[RES4]]#1) -> (i32, i32) { // CHECK-NEXT: [[RES15:%[0-9]+]] = "bar"([[IV0]], [[IV1]], [[IV3]], [[ACC13]]) // CHECK-NEXT: [[INC1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES16:%[0-9]+]] = "bar"([[INC1]], [[IV1]], [[IV3]], [[ACC14]]) // CHECK-NEXT: affine.yield [[RES15]], [[RES16]] // CHECK-NEXT: } // CHECK-NEXT: affine.yield [[RES14]]#0, [[RES14]]#1 // CHECK-NEXT: } // CHECK: "foo"([[IV0]], [[RES1]], [[RES3]]#0) // CHECK-NEXT: affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: "foo"({{.*}}, [[RES2]], [[RES3]]#1) // CHECK: } // Cleanup loop (single iteration). // CHECK: constant 1 : i32 // CHECK-NEXT: "addi32"(%c100, %c100) // CHECK-NEXT: [[RES6:%[0-9]+]] = affine.for // CHECK-NEXT: [[RES7:%[0-9]+]] = affine.for // CHECK-NEXT: [[RES8:%[0-9]+]] = "bar"(%c100, {{.*}}, {{.*}}, {{.*}}) // CHECK-NEXT: affine.yield // CHECK-NEXT: } // CHECK-NEXT: [[RES17:%[0-9]+]] = affine.for // CHECK-NEXT: [[RES18:%[0-9]+]] = "bar"(%c100, {{.*}}, {{.*}}, {{.*}}) // CHECK-NEXT: affine.yield [[RES18]] : i32 // CHECK-NEXT: } // CHECK-NEXT: affine.yield [[RES17]] : i32 // CHECK-NEXT: } // CHECK-NEXT: "foo"(%c100, %{{.*}}, [[RES6]]) // CHECK-NEXT: return // Nested inner loops, each with one or more iter_args. Yeild the same value // multiple times. // CHECK-LABEL: func @unroll_jam_iter_args_nested_yield func.func @unroll_jam_iter_args_nested_yield() { affine.for %i = 0 to 101 { %cst = arith.constant 1 : i32 %x = "addi32"(%i, %i) : (index, index) -> i32 %red:3 = affine.for %j = 0 to 17 iter_args(%acc = %cst, %acc1 = %cst, %acc2 = %cst) -> (i32, i32, i32) { %red1 = affine.for %k = 0 to 35 iter_args(%acc3 = %acc) -> (i32) { %y = "bar"(%i, %j, %k, %acc3) : (index, index, index, i32) -> i32 affine.yield %y : i32 } %red2:2 = affine.for %l = 0 to 36 iter_args(%acc4 = %acc1, %acc5 = %acc2) -> (i32, i32) { %y = "bar1"(%i, %j, %l, %acc4, %acc5) : (index, index, index, i32, i32) -> i32 affine.yield %y, %y : i32, i32 } affine.yield %red1, %red1, %red2#1 : i32, i32, i32 } %w = "foo"(%i, %x, %red#0, %red#2) : (index, i32, i32, i32) -> i32 } return } // CHECK: affine.for [[IV0:%arg[0-9]+]] = 0 to 100 step 2 { // CHECK-NEXT: [[CONST1:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES1:%[0-9]+]] = "addi32"([[IV0]], [[IV0]]) // CHECK-NEXT: [[INC:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[CONST2:%[a-zA-Z0-9_]*]] = arith.constant 1 : i32 // CHECK-NEXT: [[RES2:%[0-9]+]] = "addi32"([[INC]], [[INC]]) // CHECK-NEXT: [[RES3:%[0-9]+]]:6 = affine.for [[IV1:%arg[0-9]+]] = 0 to 17 iter_args([[ACC1:%arg[0-9]+]] = [[CONST1]], [[ACC2:%arg[0-9]+]] = [[CONST1]], // CHECK-SAME: [[ACC3:%arg[0-9]+]] = [[CONST1]], [[ACC4:%arg[0-9]+]] = [[CONST2]], [[ACC5:%arg[0-9]+]] = [[CONST2]], [[ACC6:%arg[0-9]+]] = [[CONST2]]) -> (i32, i32, i32, i32, i32, i32) { // CHECK-NEXT: [[RES4:%[0-9]+]]:2 = affine.for [[IV2:%arg[0-9]+]] = 0 to 35 iter_args([[ACC7:%arg[0-9]+]] = [[ACC1]], [[ACC8:%arg[0-9]+]] = [[ACC4]]) -> (i32, i32) { // CHECK-NEXT: [[RES5:%[0-9]+]] = "bar"([[IV0]], [[IV1]], [[IV2]], [[ACC7]]) // CHECK-NEXT: [[INC1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES6:%[0-9]+]] = "bar"([[INC1]], [[IV1]], [[IV2]], [[ACC8]]) // CHECK-NEXT: affine.yield [[RES5]], [[RES6]] // CHECK-NEXT: } // CHECK-NEXT: [[RES14:%[0-9]+]]:4 = affine.for [[IV3:%arg[0-9]+]] = 0 to 36 iter_args([[ACC13:%arg[0-9]+]] = [[ACC2]], [[ACC14:%arg[0-9]+]] = [[ACC3]], // CHECK-SAME: [[ACC15:%arg[0-9]+]] = [[ACC5]], [[ACC16:%arg[0-9]+]] = [[ACC6]]) -> (i32, i32, i32, i32) { // CHECK-NEXT: [[RES15:%[0-9]+]] = "bar1"([[IV0]], [[IV1]], [[IV3]], [[ACC13]], [[ACC14]]) // CHECK-NEXT: [[INC1:%[0-9]+]] = affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: [[RES16:%[0-9]+]] = "bar1"([[INC1]], [[IV1]], [[IV3]], [[ACC15]], [[ACC16]]) // CHECK-NEXT: affine.yield [[RES15]], [[RES15]], [[RES16]], [[RES16]] // CHECK-NEXT: } // CHECK-NEXT: affine.yield [[RES4]]#0, [[RES4]]#0, [[RES14]]#1, [[RES4]]#1, [[RES4]]#1, [[RES14]]#3 // CHECK-NEXT: } // CHECK: "foo"([[IV0]], [[RES1]], [[RES3]]#0, [[RES3]]#2) // CHECK-NEXT: affine.apply [[$MAP_PLUS_1]]([[IV0]]) // CHECK-NEXT: "foo"({{.*}}, [[RES2]], [[RES3]]#3, [[RES3]]#5) // CHECK: } // Cleanup loop (single iteration). // CHECK: constant 1 : i32 // CHECK-NEXT: "addi32"(%c100, %c100) // CHECK-NEXT: [[RES6:%[0-9]+]]:3 = affine.for // CHECK-NEXT: [[RES7:%[0-9]+]] = affine.for // CHECK-NEXT: [[RES8:%[0-9]+]] = "bar"(%c100, {{.*}}, {{.*}}, {{.*}}) // CHECK-NEXT: affine.yield [[RES8]] : i32 // CHECK-NEXT: } // CHECK-NEXT: [[RES17:%[0-9]+]]:2 = affine.for // CHECK-NEXT: [[RES18:%[0-9]+]] = "bar1"(%c100, {{.*}}, {{.*}}, {{.*}}, {{.*}}) // CHECK-NEXT: affine.yield [[RES18]], [[RES18]] : i32, i32 // CHECK-NEXT: } // CHECK-NEXT: affine.yield [[RES7]], [[RES7]], [[RES17]]#1 : i32, i32, i32 // CHECK-NEXT: } // CHECK-NEXT: "foo"(%c100, %{{.*}}, [[RES6]]#0, [[RES6]]#2) // CHECK-NEXT: return // CHECK-LABEL: func @unroll_jam_nested_iter_args_mulf // CHECK-SAME: [[INIT0:%arg[0-9]+]]: f32, [[INIT1:%arg[0-9]+]]: f32 func.func @unroll_jam_nested_iter_args_mulf(%arg0: memref<21x30xf32, 1>, %init : f32, %init1 : f32) { %0 = affine.for %arg3 = 0 to 21 iter_args(%arg4 = %init) -> (f32) { %1 = affine.for %arg5 = 0 to 30 iter_args(%arg6 = %init1) -> (f32) { %3 = affine.load %arg0[%arg3, %arg5] : memref<21x30xf32, 1> %4 = arith.addf %arg6, %3 : f32 affine.yield %4 : f32 } %2 = arith.mulf %arg4, %1 : f32 affine.yield %2 : f32 } return } // CHECK: %[[CONST0:[a-zA-Z0-9_]*]] = arith.constant 20 : index // CHECK-NEXT: [[RES:%[0-9]+]]:2 = affine.for %[[IV0:arg[0-9]+]] = 0 to 20 step 2 iter_args([[ACC0:%arg[0-9]+]] = [[INIT0]], [[ACC1:%arg[0-9]+]] = [[INIT0]]) -> (f32, f32) { // CHECK-NEXT: [[RES1:%[0-9]+]]:2 = affine.for %[[IV1:arg[0-9]+]] = 0 to 30 iter_args([[ACC2:%arg[0-9]+]] = [[INIT1]], [[ACC3:%arg[0-9]+]] = [[INIT1]]) -> (f32, f32) { // CHECK-NEXT: [[LOAD1:%[0-9]+]] = affine.load {{.*}}[%[[IV0]], %[[IV1]]] // CHECK-NEXT: [[ADD1:%[0-9]+]] = arith.addf [[ACC2]], [[LOAD1]] : f32 // CHECK-NEXT: %[[INC1:[0-9]+]] = affine.apply [[$MAP_PLUS_1]](%[[IV0]]) // CHECK-NEXT: [[LOAD2:%[0-9]+]] = affine.load {{.*}}[%[[INC1]], %[[IV1]]] // CHECK-NEXT: [[ADD2:%[0-9]+]] = arith.addf [[ACC3]], [[LOAD2]] : f32 // CHECK-NEXT: affine.yield [[ADD1]], [[ADD2]] // CHECK-NEXT: } // CHECK-NEXT: [[MUL1:%[0-9]+]] = arith.mulf [[ACC0]], [[RES1]]#0 : f32 // CHECK-NEXT: affine.apply // CHECK-NEXT: [[MUL2:%[0-9]+]] = arith.mulf [[ACC1]], [[RES1]]#1 : f32 // CHECK-NEXT: affine.yield [[MUL1]], [[MUL2]] // CHECK-NEXT: } // Reduction op. // CHECK-NEXT: [[MUL3:%[0-9]+]] = arith.mulf [[RES]]#0, [[RES]]#1 : f32 // Cleanup loop (single iteration). // CHECK-NEXT: [[RES2:%[0-9]+]] = affine.for %[[IV2:arg[0-9]+]] = 0 to 30 iter_args([[ACC4:%arg[0-9]+]] = [[INIT1]]) -> (f32) { // CHECK-NEXT: [[LOAD3:%[0-9]+]] = affine.load {{.*}}[%[[CONST0]], %[[IV2]]] // CHECK-NEXT: [[ADD3:%[0-9]+]] = arith.addf [[ACC4]], [[LOAD3]] : f32 // CHECK-NEXT: affine.yield [[ADD3]] : f32 // CHECK-NEXT: } // CHECK-NEXT: [[MUL4:%[0-9]+]] = arith.mulf [[MUL3]], [[RES2]] : f32 // CHECK-NEXT: return // CHECK-LABEL: func @unroll_jam_iter_args_addi // CHECK-SAME: [[INIT0:%arg[0-9]+]]: i32 func.func @unroll_jam_iter_args_addi(%arg0: memref<21xi32, 1>, %init : i32) { %0 = affine.for %arg3 = 0 to 21 iter_args(%arg4 = %init) -> (i32) { %1 = affine.load %arg0[%arg3] : memref<21xi32, 1> %2 = arith.addi %arg4, %1 : i32 affine.yield %2 : i32 } return } // CHECK: %[[CONST0:[a-zA-Z0-9_]*]] = arith.constant 20 : index // CHECK-NEXT: [[RES:%[0-9]+]]:2 = affine.for %[[IV0:arg[0-9]+]] = 0 to 20 step 2 iter_args([[ACC0:%arg[0-9]+]] = [[INIT0]], [[ACC1:%arg[0-9]+]] = [[INIT0]]) -> (i32, i32) { // CHECK-NEXT: [[LOAD1:%[0-9]+]] = affine.load {{.*}}[%[[IV0]]] // CHECK-NEXT: [[ADD1:%[0-9]+]] = arith.addi [[ACC0]], [[LOAD1]] : i32 // CHECK-NEXT: %[[INC1:[0-9]+]] = affine.apply [[$MAP_PLUS_1]](%[[IV0]]) // CHECK-NEXT: [[LOAD2:%[0-9]+]] = affine.load {{.*}}[%[[INC1]]] // CHECK-NEXT: [[ADD2:%[0-9]+]] = arith.addi [[ACC1]], [[LOAD2]] : i32 // CHECK-NEXT: affine.yield [[ADD1]], [[ADD2]] // CHECK-NEXT: } // Reduction op. // CHECK-NEXT: [[ADD3:%[0-9]+]] = arith.addi [[RES]]#0, [[RES]]#1 : i32 // Cleanup loop (single iteration). // CHECK-NEXT: [[LOAD3:%[0-9]+]] = affine.load {{.*}}[%[[CONST0]]] // CHECK-NEXT: [[ADD4:%[0-9]+]] = arith.addi [[ADD3]], [[LOAD3]] : i32 // CHECK-NEXT: return