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):
any_op = transform.AnyOpType.get()
print(any_op)
any_param = transform.AnyParamType.get()
print(any_param)
any_value = transform.AnyValueType.get()
print(any_value)
concrete_op = transform.OperationType.get("foo.bar")
print(concrete_op)
print(concrete_op.operation_name)
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])
@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()
@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()
@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()
@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)
@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])
@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()
@run
def testMergeHandlesOp(module: Module):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
transform.MergeHandlesOp([sequence.bodyTarget])
transform.YieldOp()
@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()
@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()
@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()