# RUN: %PYTHON %s | FileCheck %s
from mlir.ir import *
from mlir.dialects import arith
from mlir.dialects import func
from mlir.dialects import memref
from mlir.dialects import scf
from mlir.passmanager import PassManager
def constructAndPrintInModule(f):
print("\nTEST:", f.__name__)
with Context(), Location.unknown():
module = Module.create()
with InsertionPoint(module.body):
f()
print(module)
return f
# CHECK-LABEL: TEST: testSimpleLoop
@constructAndPrintInModule
def testSimpleLoop():
index_type = IndexType.get()
@func.FuncOp.from_py_func(index_type, index_type, index_type)
def simple_loop(lb, ub, step):
loop = scf.ForOp(lb, ub, step, [lb, lb])
with InsertionPoint(loop.body):
scf.YieldOp(loop.inner_iter_args)
return
# CHECK: func @simple_loop(%[[ARG0:.*]]: index, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index)
# CHECK: scf.for %{{.*}} = %[[ARG0]] to %[[ARG1]] step %[[ARG2]]
# CHECK: iter_args(%[[I1:.*]] = %[[ARG0]], %[[I2:.*]] = %[[ARG0]])
# CHECK: scf.yield %[[I1]], %[[I2]]
# CHECK-LABEL: TEST: testInductionVar
@constructAndPrintInModule
def testInductionVar():
index_type = IndexType.get()
@func.FuncOp.from_py_func(index_type, index_type, index_type)
def induction_var(lb, ub, step):
loop = scf.ForOp(lb, ub, step, [lb])
with InsertionPoint(loop.body):
scf.YieldOp([loop.induction_variable])
return
# CHECK: func @induction_var(%[[ARG0:.*]]: index, %[[ARG1:.*]]: index, %[[ARG2:.*]]: index)
# CHECK: scf.for %[[IV:.*]] = %[[ARG0]] to %[[ARG1]] step %[[ARG2]]
# CHECK: scf.yield %[[IV]]
# CHECK-LABEL: TEST: testForSugar
@constructAndPrintInModule
def testForSugar():
index_type = IndexType.get()
memref_t = MemRefType.get([10], index_type)
range = scf.for_
# CHECK: func.func @range_loop_1(%[[VAL_0:.*]]: index, %[[VAL_1:.*]]: index, %[[VAL_2:.*]]: index, %[[VAL_3:.*]]: memref<10xindex>) {
# CHECK: scf.for %[[VAL_4:.*]] = %[[VAL_0]] to %[[VAL_1]] step %[[VAL_2]] {
# CHECK: %[[VAL_5:.*]] = arith.addi %[[VAL_4]], %[[VAL_4]] : index
# CHECK: memref.store %[[VAL_5]], %[[VAL_3]]{{\[}}%[[VAL_4]]] : memref<10xindex>
# CHECK: }
# CHECK: return
# CHECK: }
@func.FuncOp.from_py_func(index_type, index_type, index_type, memref_t)
def range_loop_1(lb, ub, step, memref_v):
for i in range(lb, ub, step):
add = arith.addi(i, i)
memref.store(add, memref_v, [i])
scf.yield_([])
# CHECK: func.func @range_loop_2(%[[VAL_0:.*]]: index, %[[VAL_1:.*]]: index, %[[VAL_2:.*]]: index, %[[VAL_3:.*]]: memref<10xindex>) {
# CHECK: %[[VAL_4:.*]] = arith.constant 10 : index
# CHECK: %[[VAL_5:.*]] = arith.constant 1 : index
# CHECK: scf.for %[[VAL_6:.*]] = %[[VAL_0]] to %[[VAL_4]] step %[[VAL_5]] {
# CHECK: %[[VAL_7:.*]] = arith.addi %[[VAL_6]], %[[VAL_6]] : index
# CHECK: memref.store %[[VAL_7]], %[[VAL_3]]{{\[}}%[[VAL_6]]] : memref<10xindex>
# CHECK: }
# CHECK: return
# CHECK: }
@func.FuncOp.from_py_func(index_type, index_type, index_type, memref_t)
def range_loop_2(lb, ub, step, memref_v):
for i in range(lb, 10, 1):
add = arith.addi(i, i)
memref.store(add, memref_v, [i])
scf.yield_([])
# CHECK: func.func @range_loop_3(%[[VAL_0:.*]]: index, %[[VAL_1:.*]]: index, %[[VAL_2:.*]]: index, %[[VAL_3:.*]]: memref<10xindex>) {
# CHECK: %[[VAL_4:.*]] = arith.constant 0 : index
# CHECK: %[[VAL_5:.*]] = arith.constant 1 : index
# CHECK: scf.for %[[VAL_6:.*]] = %[[VAL_4]] to %[[VAL_1]] step %[[VAL_5]] {
# CHECK: %[[VAL_7:.*]] = arith.addi %[[VAL_6]], %[[VAL_6]] : index
# CHECK: memref.store %[[VAL_7]], %[[VAL_3]]{{\[}}%[[VAL_6]]] : memref<10xindex>
# CHECK: }
# CHECK: return
# CHECK: }
@func.FuncOp.from_py_func(index_type, index_type, index_type, memref_t)
def range_loop_3(lb, ub, step, memref_v):
for i in range(0, ub, 1):
add = arith.addi(i, i)
memref.store(add, memref_v, [i])
scf.yield_([])
# CHECK: func.func @range_loop_4(%[[VAL_0:.*]]: index, %[[VAL_1:.*]]: index, %[[VAL_2:.*]]: index, %[[VAL_3:.*]]: memref<10xindex>) {
# CHECK: %[[VAL_4:.*]] = arith.constant 0 : index
# CHECK: %[[VAL_5:.*]] = arith.constant 10 : index
# CHECK: scf.for %[[VAL_6:.*]] = %[[VAL_4]] to %[[VAL_5]] step %[[VAL_2]] {
# CHECK: %[[VAL_7:.*]] = arith.addi %[[VAL_6]], %[[VAL_6]] : index
# CHECK: memref.store %[[VAL_7]], %[[VAL_3]]{{\[}}%[[VAL_6]]] : memref<10xindex>
# CHECK: }
# CHECK: return
# CHECK: }
@func.FuncOp.from_py_func(index_type, index_type, index_type, memref_t)
def range_loop_4(lb, ub, step, memref_v):
for i in range(0, 10, step):
add = arith.addi(i, i)
memref.store(add, memref_v, [i])
scf.yield_([])
# CHECK: func.func @range_loop_5(%[[VAL_0:.*]]: index, %[[VAL_1:.*]]: index, %[[VAL_2:.*]]: index, %[[VAL_3:.*]]: memref<10xindex>) {
# CHECK: %[[VAL_4:.*]] = arith.constant 0 : index
# CHECK: %[[VAL_5:.*]] = arith.constant 10 : index
# CHECK: %[[VAL_6:.*]] = arith.constant 1 : index
# CHECK: scf.for %[[VAL_7:.*]] = %[[VAL_4]] to %[[VAL_5]] step %[[VAL_6]] {
# CHECK: %[[VAL_8:.*]] = arith.addi %[[VAL_7]], %[[VAL_7]] : index
# CHECK: memref.store %[[VAL_8]], %[[VAL_3]]{{\[}}%[[VAL_7]]] : memref<10xindex>
# CHECK: }
# CHECK: return
# CHECK: }
@func.FuncOp.from_py_func(index_type, index_type, index_type, memref_t)
def range_loop_5(lb, ub, step, memref_v):
for i in range(0, 10, 1):
add = arith.addi(i, i)
memref.store(add, memref_v, [i])
scf.yield_([])
# CHECK: func.func @range_loop_6(%[[VAL_0:.*]]: index, %[[VAL_1:.*]]: index, %[[VAL_2:.*]]: index, %[[VAL_3:.*]]: memref<10xindex>) {
# CHECK: %[[VAL_4:.*]] = arith.constant 0 : index
# CHECK: %[[VAL_5:.*]] = arith.constant 10 : index
# CHECK: %[[VAL_6:.*]] = arith.constant 1 : index
# CHECK: scf.for %[[VAL_7:.*]] = %[[VAL_4]] to %[[VAL_5]] step %[[VAL_6]] {
# CHECK: %[[VAL_8:.*]] = arith.addi %[[VAL_7]], %[[VAL_7]] : index
# CHECK: memref.store %[[VAL_8]], %[[VAL_3]]{{\[}}%[[VAL_7]]] : memref<10xindex>
# CHECK: }
# CHECK: return
# CHECK: }
@func.FuncOp.from_py_func(index_type, index_type, index_type, memref_t)
def range_loop_6(lb, ub, step, memref_v):
for i in range(0, 10):
add = arith.addi(i, i)
memref.store(add, memref_v, [i])
scf.yield_([])
# CHECK: func.func @range_loop_7(%[[VAL_0:.*]]: index, %[[VAL_1:.*]]: index, %[[VAL_2:.*]]: index, %[[VAL_3:.*]]: memref<10xindex>) {
# CHECK: %[[VAL_4:.*]] = arith.constant 0 : index
# CHECK: %[[VAL_5:.*]] = arith.constant 10 : index
# CHECK: %[[VAL_6:.*]] = arith.constant 1 : index
# CHECK: scf.for %[[VAL_7:.*]] = %[[VAL_4]] to %[[VAL_5]] step %[[VAL_6]] {
# CHECK: %[[VAL_8:.*]] = arith.addi %[[VAL_7]], %[[VAL_7]] : index
# CHECK: memref.store %[[VAL_8]], %[[VAL_3]]{{\[}}%[[VAL_7]]] : memref<10xindex>
# CHECK: }
# CHECK: return
# CHECK: }
@func.FuncOp.from_py_func(index_type, index_type, index_type, memref_t)
def range_loop_7(lb, ub, step, memref_v):
for i in range(10):
add = arith.addi(i, i)
memref.store(add, memref_v, [i])
scf.yield_([])
# CHECK: func.func @loop_yield_1(%[[VAL_0:.*]]: index, %[[VAL_1:.*]]: index, %[[VAL_2:.*]]: index, %[[VAL_3:.*]]: memref<10xindex>) {
# CHECK: %[[VAL_4:.*]] = arith.constant 0 : index
# CHECK: %[[VAL_5:.*]] = arith.constant 0 : index
# CHECK: %[[VAL_6:.*]] = arith.constant 0 : index
# CHECK: %[[VAL_7:.*]] = arith.constant 100 : index
# CHECK: %[[VAL_8:.*]] = arith.constant 1 : index
# CHECK: %[[VAL_10:.*]] = scf.for %[[IV:.*]] = %[[VAL_6]] to %[[VAL_7]] step %[[VAL_8]] iter_args(%[[ITER:.*]] = %[[VAL_4]]) -> (index) {
# CHECK: %[[VAL_9:.*]] = arith.addi %[[ITER]], %[[IV]] : index
# CHECK: scf.yield %[[VAL_9]] : index
# CHECK: }
# CHECK: memref.store %[[VAL_10]], %[[VAL_3]]{{\[}}%[[VAL_5]]] : memref<10xindex>
# CHECK: return
# CHECK: }
@func.FuncOp.from_py_func(index_type, index_type, index_type, memref_t)
def loop_yield_1(lb, ub, step, memref_v):
sum = arith.ConstantOp.create_index(0)
c0 = arith.ConstantOp.create_index(0)
for i, loc_sum, sum in scf.for_(0, 100, 1, [sum]):
loc_sum = arith.addi(loc_sum, i)
scf.yield_([loc_sum])
memref.store(sum, memref_v, [c0])
# CHECK: func.func @loop_yield_2(%[[VAL_0:.*]]: index, %[[VAL_1:.*]]: index, %[[VAL_2:.*]]: index, %[[VAL_3:.*]]: memref<10xindex>) {
# CHECK: %[[c0:.*]] = arith.constant 0 : index
# CHECK: %[[c2:.*]] = arith.constant 2 : index
# CHECK: %[[REF1:.*]] = arith.constant 0 : index
# CHECK: %[[REF2:.*]] = arith.constant 1 : index
# CHECK: %[[VAL_6:.*]] = arith.constant 0 : index
# CHECK: %[[VAL_7:.*]] = arith.constant 100 : index
# CHECK: %[[VAL_8:.*]] = arith.constant 1 : index
# CHECK: %[[RES:.*]] = scf.for %[[IV:.*]] = %[[VAL_6]] to %[[VAL_7]] step %[[VAL_8]] iter_args(%[[ITER1:.*]] = %[[c0]], %[[ITER2:.*]] = %[[c2]]) -> (index, index) {
# CHECK: %[[VAL_9:.*]] = arith.addi %[[ITER1]], %[[IV]] : index
# CHECK: %[[VAL_10:.*]] = arith.addi %[[ITER2]], %[[IV]] : index
# CHECK: scf.yield %[[VAL_9]], %[[VAL_10]] : index, index
# CHECK: }
# CHECK: return
# CHECK: }
@func.FuncOp.from_py_func(index_type, index_type, index_type, memref_t)
def loop_yield_2(lb, ub, step, memref_v):
sum1 = arith.ConstantOp.create_index(0)
sum2 = arith.ConstantOp.create_index(2)
c0 = arith.ConstantOp.create_index(0)
c1 = arith.ConstantOp.create_index(1)
for i, [loc_sum1, loc_sum2], [sum1, sum2] in scf.for_(0, 100, 1, [sum1, sum2]):
loc_sum1 = arith.addi(loc_sum1, i)
loc_sum2 = arith.addi(loc_sum2, i)
scf.yield_([loc_sum1, loc_sum2])
memref.store(sum1, memref_v, [c0])
memref.store(sum2, memref_v, [c1])
@constructAndPrintInModule
def testOpsAsArguments():
index_type = IndexType.get()
callee = func.FuncOp("callee", ([], [index_type, index_type]), visibility="private")
f = func.FuncOp("ops_as_arguments", ([], []))
with InsertionPoint(f.add_entry_block()):
lb = arith.ConstantOp.create_index(0)
ub = arith.ConstantOp.create_index(42)
step = arith.ConstantOp.create_index(2)
iter_args = func.CallOp(callee, [])
loop = scf.ForOp(lb, ub, step, iter_args)
with InsertionPoint(loop.body):
scf.YieldOp(loop.inner_iter_args)
func.ReturnOp([])
# CHECK-LABEL: TEST: testOpsAsArguments
# CHECK: func private @callee() -> (index, index)
# CHECK: func @ops_as_arguments() {
# CHECK: %[[LB:.*]] = arith.constant 0
# CHECK: %[[UB:.*]] = arith.constant 42
# CHECK: %[[STEP:.*]] = arith.constant 2
# CHECK: %[[ARGS:.*]]:2 = call @callee()
# CHECK: scf.for %arg0 = %c0 to %c42 step %c2
# CHECK: iter_args(%{{.*}} = %[[ARGS]]#0, %{{.*}} = %[[ARGS]]#1)
# CHECK: scf.yield %{{.*}}, %{{.*}}
# CHECK: return
@constructAndPrintInModule
def testIfWithoutElse():
bool = IntegerType.get_signless(1)
i32 = IntegerType.get_signless(32)
@func.FuncOp.from_py_func(bool)
def simple_if(cond):
if_op = scf.IfOp(cond)
with InsertionPoint(if_op.then_block):
one = arith.ConstantOp(i32, 1)
add = arith.AddIOp(one, one)
scf.YieldOp([])
return
# CHECK: func @simple_if(%[[ARG0:.*]]: i1)
# CHECK: scf.if %[[ARG0:.*]]
# CHECK: %[[ONE:.*]] = arith.constant 1
# CHECK: %[[ADD:.*]] = arith.addi %[[ONE]], %[[ONE]]
# CHECK: return
@constructAndPrintInModule
def testIfWithElse():
bool = IntegerType.get_signless(1)
i32 = IntegerType.get_signless(32)
@func.FuncOp.from_py_func(bool)
def simple_if_else(cond):
if_op = scf.IfOp(cond, [i32, i32], hasElse=True)
with InsertionPoint(if_op.then_block):
x_true = arith.ConstantOp(i32, 0)
y_true = arith.ConstantOp(i32, 1)
scf.YieldOp([x_true, y_true])
with InsertionPoint(if_op.else_block):
x_false = arith.ConstantOp(i32, 2)
y_false = arith.ConstantOp(i32, 3)
scf.YieldOp([x_false, y_false])
add = arith.AddIOp(if_op.results[0], if_op.results[1])
return
# CHECK: func @simple_if_else(%[[ARG0:.*]]: i1)
# CHECK: %[[RET:.*]]:2 = scf.if %[[ARG0:.*]]
# CHECK: %[[ZERO:.*]] = arith.constant 0
# CHECK: %[[ONE:.*]] = arith.constant 1
# CHECK: scf.yield %[[ZERO]], %[[ONE]]
# CHECK: } else {
# CHECK: %[[TWO:.*]] = arith.constant 2
# CHECK: %[[THREE:.*]] = arith.constant 3
# CHECK: scf.yield %[[TWO]], %[[THREE]]
# CHECK: arith.addi %[[RET]]#0, %[[RET]]#1
# CHECK: return
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