from mlir.ir import *
from mlir.dialects import transform
from mlir.dialects import pdl
from mlir.dialects.transform import loop
def run(f):
with Context(), Location.unknown():
module = Module.create()
with InsertionPoint(module.body):
print("\nTEST:", f.__name__)
f()
print(module)
return f
@run
def loopOutline():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
transform.OperationType.get("scf.for"),
)
with InsertionPoint(sequence.body):
loop.LoopOutlineOp(
transform.AnyOpType.get(),
transform.AnyOpType.get(),
sequence.bodyTarget,
func_name="foo",
)
transform.YieldOp()
@run
def loopPeel():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
transform.OperationType.get("scf.for"),
)
with InsertionPoint(sequence.body):
loop.LoopPeelOp(transform.AnyOpType.get(), transform.AnyOpType.get(), sequence.bodyTarget)
transform.YieldOp()
@run
def loopPeel_peel_front():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
transform.OperationType.get("scf.for"),
)
with InsertionPoint(sequence.body):
loop.LoopPeelOp(
transform.AnyOpType.get(),
transform.AnyOpType.get(),
sequence.bodyTarget,
peel_front=True,
)
transform.YieldOp()
@run
def loopPipeline():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
transform.OperationType.get("scf.for"),
)
with InsertionPoint(sequence.body):
loop.LoopPipelineOp(
pdl.OperationType.get(), sequence.bodyTarget, iteration_interval=3
)
transform.YieldOp()
@run
def loopUnroll():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
transform.OperationType.get("scf.for"),
)
with InsertionPoint(sequence.body):
loop.LoopUnrollOp(sequence.bodyTarget, factor=42)
transform.YieldOp()