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|
# RUN: %PYTHON %s | FileCheck %s
from mlir.ir import *
from mlir.dialects import transform
from mlir.dialects.transform import pdl as transform_pdl
def run(f):
with Context(), Location.unknown():
module = Module.create()
with InsertionPoint(module.body):
print("\nTEST:", f.__name__)
f(module)
print(module)
return f
@run
def testTypes(module: Module):
# CHECK-LABEL: TEST: testTypes
# CHECK: !transform.any_op
any_op = transform.AnyOpType.get()
print(any_op)
# CHECK: !transform.any_param
any_param = transform.AnyParamType.get()
print(any_param)
# CHECK: !transform.any_value
any_value = transform.AnyValueType.get()
print(any_value)
# CHECK: !transform.op<"foo.bar">
# CHECK: foo.bar
concrete_op = transform.OperationType.get("foo.bar")
print(concrete_op)
print(concrete_op.operation_name)
# CHECK: !transform.param<i32>
# CHECK: i32
param = transform.ParamType.get(IntegerType.get_signless(32))
print(param)
print(param.type)
@run
def testSequenceOp(module: Module):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[transform.AnyOpType.get()],
transform.AnyOpType.get(),
)
with InsertionPoint(sequence.body):
transform.YieldOp([sequence.bodyTarget])
# CHECK-LABEL: TEST: testSequenceOp
# CHECK: = transform.sequence -> !transform.any_op failures(propagate) {
# CHECK: ^{{.*}}(%[[ARG0:.+]]: !transform.any_op):
# CHECK: yield %[[ARG0]] : !transform.any_op
# CHECK: }
@run
def testNestedSequenceOp(module: Module):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
nested = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], sequence.bodyTarget
)
with InsertionPoint(nested.body):
doubly_nested = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[transform.AnyOpType.get()],
nested.bodyTarget,
)
with InsertionPoint(doubly_nested.body):
transform.YieldOp([doubly_nested.bodyTarget])
transform.YieldOp()
transform.YieldOp()
# CHECK-LABEL: TEST: testNestedSequenceOp
# CHECK: transform.sequence failures(propagate) {
# CHECK: ^{{.*}}(%[[ARG0:.+]]: !transform.any_op):
# CHECK: sequence %[[ARG0]] : !transform.any_op failures(propagate) {
# CHECK: ^{{.*}}(%[[ARG1:.+]]: !transform.any_op):
# CHECK: = sequence %[[ARG1]] : !transform.any_op -> !transform.any_op failures(propagate) {
# CHECK: ^{{.*}}(%[[ARG2:.+]]: !transform.any_op):
# CHECK: yield %[[ARG2]] : !transform.any_op
# CHECK: }
# CHECK: }
# CHECK: }
@run
def testSequenceOpWithExtras(module: Module):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
transform.AnyOpType.get(),
[transform.AnyOpType.get(), transform.OperationType.get("foo.bar")],
)
with InsertionPoint(sequence.body):
transform.YieldOp()
# CHECK-LABEL: TEST: testSequenceOpWithExtras
# CHECK: transform.sequence failures(propagate)
# CHECK: ^{{.*}}(%{{.*}}: !transform.any_op, %{{.*}}: !transform.any_op, %{{.*}}: !transform.op<"foo.bar">):
@run
def testNestedSequenceOpWithExtras(module: Module):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
transform.AnyOpType.get(),
[transform.AnyOpType.get(), transform.OperationType.get("foo.bar")],
)
with InsertionPoint(sequence.body):
nested = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
sequence.bodyTarget,
sequence.bodyExtraArgs,
)
with InsertionPoint(nested.body):
transform.YieldOp()
transform.YieldOp()
# CHECK-LABEL: TEST: testNestedSequenceOpWithExtras
# CHECK: transform.sequence failures(propagate)
# CHECK: ^{{.*}}(%[[ARG0:.*]]: !transform.any_op, %[[ARG1:.*]]: !transform.any_op, %[[ARG2:.*]]: !transform.op<"foo.bar">):
# CHECK: sequence %[[ARG0]], %[[ARG1]], %[[ARG2]] : (!transform.any_op, !transform.any_op, !transform.op<"foo.bar">)
@run
def testTransformPDLOps(module: Module):
withPdl = transform_pdl.WithPDLPatternsOp(transform.AnyOpType.get())
with InsertionPoint(withPdl.body):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[transform.AnyOpType.get()],
withPdl.bodyTarget,
)
with InsertionPoint(sequence.body):
match = transform_pdl.PDLMatchOp(
transform.AnyOpType.get(), sequence.bodyTarget, "pdl_matcher"
)
transform.YieldOp(match)
# CHECK-LABEL: TEST: testTransformPDLOps
# CHECK: transform.with_pdl_patterns {
# CHECK: ^{{.*}}(%[[ARG0:.+]]: !transform.any_op):
# CHECK: = sequence %[[ARG0]] : !transform.any_op -> !transform.any_op failures(propagate) {
# CHECK: ^{{.*}}(%[[ARG1:.+]]: !transform.any_op):
# CHECK: %[[RES:.+]] = pdl_match @pdl_matcher in %[[ARG1]]
# CHECK: yield %[[RES]] : !transform.any_op
# CHECK: }
# CHECK: }
@run
def testNamedSequenceOp(module: Module):
module.operation.attributes["transform.with_named_sequence"] = UnitAttr.get()
named_sequence = transform.NamedSequenceOp(
"__transform_main",
[transform.AnyOpType.get()],
[transform.AnyOpType.get()],
arg_attrs = [{"transform.consumed": UnitAttr.get()}])
with InsertionPoint(named_sequence.body):
transform.YieldOp([named_sequence.bodyTarget])
# CHECK-LABEL: TEST: testNamedSequenceOp
# CHECK: module attributes {transform.with_named_sequence} {
# CHECK: transform.named_sequence @__transform_main(%[[ARG0:.+]]: !transform.any_op {transform.consumed}) -> !transform.any_op {
# CHECK: yield %[[ARG0]] : !transform.any_op
@run
def testGetParentOp(module: Module):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
transform.GetParentOp(
transform.AnyOpType.get(),
sequence.bodyTarget,
isolated_from_above=True,
nth_parent=2,
)
transform.YieldOp()
# CHECK-LABEL: TEST: testGetParentOp
# CHECK: transform.sequence
# CHECK: ^{{.*}}(%[[ARG1:.+]]: !transform.any_op):
# CHECK: = get_parent_op %[[ARG1]] {isolated_from_above, nth_parent = 2 : i64}
@run
def testMergeHandlesOp(module: Module):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
transform.MergeHandlesOp([sequence.bodyTarget])
transform.YieldOp()
# CHECK-LABEL: TEST: testMergeHandlesOp
# CHECK: transform.sequence
# CHECK: ^{{.*}}(%[[ARG1:.+]]: !transform.any_op):
# CHECK: = merge_handles %[[ARG1]]
@run
def testApplyPatternsOpCompact(module: Module):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
with InsertionPoint(transform.ApplyPatternsOp(sequence.bodyTarget).patterns):
transform.ApplyCanonicalizationPatternsOp()
transform.YieldOp()
# CHECK-LABEL: TEST: testApplyPatternsOpCompact
# CHECK: apply_patterns to
# CHECK: transform.apply_patterns.canonicalization
# CHECK: !transform.any_op
@run
def testApplyPatternsOpWithType(module: Module):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [],
transform.OperationType.get('test.dummy')
)
with InsertionPoint(sequence.body):
with InsertionPoint(transform.ApplyPatternsOp(sequence.bodyTarget).patterns):
transform.ApplyCanonicalizationPatternsOp()
transform.YieldOp()
# CHECK-LABEL: TEST: testApplyPatternsOp
# CHECK: apply_patterns to
# CHECK: transform.apply_patterns.canonicalization
# CHECK: !transform.op<"test.dummy">
@run
def testReplicateOp(module: Module):
with_pdl = transform_pdl.WithPDLPatternsOp(transform.AnyOpType.get())
with InsertionPoint(with_pdl.body):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], with_pdl.bodyTarget
)
with InsertionPoint(sequence.body):
m1 = transform_pdl.PDLMatchOp(
transform.AnyOpType.get(), sequence.bodyTarget, "first"
)
m2 = transform_pdl.PDLMatchOp(
transform.AnyOpType.get(), sequence.bodyTarget, "second"
)
transform.ReplicateOp(m1, [m2])
transform.YieldOp()
# CHECK-LABEL: TEST: testReplicateOp
# CHECK: %[[FIRST:.+]] = pdl_match
# CHECK: %[[SECOND:.+]] = pdl_match
# CHECK: %{{.*}} = replicate num(%[[FIRST]]) %[[SECOND]]
# CHECK-LABEL: TEST: testApplyRegisteredPassOp
@run
def testApplyRegisteredPassOp(module: Module):
# CHECK: transform.sequence
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
# CHECK: %{{.*}} = apply_registered_pass "canonicalize" to {{.*}} : (!transform.any_op) -> !transform.any_op
mod = transform.ApplyRegisteredPassOp(
transform.AnyOpType.get(), sequence.bodyTarget, "canonicalize"
)
# CHECK: %{{.*}} = apply_registered_pass "canonicalize"
# CHECK-SAME: with options = {"top-down" = false}
# CHECK-SAME: to {{.*}} : (!transform.any_op) -> !transform.any_op
mod = transform.ApplyRegisteredPassOp(
transform.AnyOpType.get(),
mod.result,
"canonicalize",
options={"top-down": BoolAttr.get(False)},
)
# CHECK: %[[MAX_ITER:.+]] = transform.param.constant
max_iter = transform.param_constant(
transform.AnyParamType.get(),
IntegerAttr.get(IntegerType.get_signless(64), 10),
)
# CHECK: %[[MAX_REWRITE:.+]] = transform.param.constant
max_rewrites = transform.param_constant(
transform.AnyParamType.get(),
IntegerAttr.get(IntegerType.get_signless(64), 1),
)
# CHECK: %{{.*}} = apply_registered_pass "canonicalize"
# NB: MLIR has sorted the dict lexicographically by key:
# CHECK-SAME: with options = {"max-iterations" = %[[MAX_ITER]],
# CHECK-SAME: "max-rewrites" = %[[MAX_REWRITE]],
# CHECK-SAME: "test-convergence" = true,
# CHECK-SAME: "top-down" = false}
# CHECK-SAME: to %{{.*}} : (!transform.any_op, !transform.any_param, !transform.any_param) -> !transform.any_op
mod = transform.apply_registered_pass(
transform.AnyOpType.get(),
mod,
"canonicalize",
options={
"top-down": BoolAttr.get(False),
"max-iterations": max_iter,
"test-convergence": True,
"max-rewrites": max_rewrites,
},
)
# CHECK: %{{.*}} = apply_registered_pass "symbol-privatize"
# CHECK-SAME: with options = {"exclude" = ["a", "b"]}
# CHECK-SAME: to %{{.*}} : (!transform.any_op) -> !transform.any_op
mod = transform.apply_registered_pass(
transform.AnyOpType.get(),
mod,
"symbol-privatize",
options={"exclude": ("a", "b")},
)
# CHECK: %[[SYMBOL_A:.+]] = transform.param.constant
symbol_a = transform.param_constant(
transform.AnyParamType.get(), StringAttr.get("a")
)
# CHECK: %[[SYMBOL_B:.+]] = transform.param.constant
symbol_b = transform.param_constant(
transform.AnyParamType.get(), StringAttr.get("b")
)
# CHECK: %{{.*}} = apply_registered_pass "symbol-privatize"
# CHECK-SAME: with options = {"exclude" = [%[[SYMBOL_A]], %[[SYMBOL_B]]]}
# CHECK-SAME: to %{{.*}} : (!transform.any_op, !transform.any_param, !transform.any_param) -> !transform.any_op
mod = transform.apply_registered_pass(
transform.AnyOpType.get(),
mod,
"symbol-privatize",
options={"exclude": (symbol_a, symbol_b)},
)
transform.YieldOp()
|
