from mlir.ir import *
from mlir.dialects import transform
from mlir.dialects.transform import bufferization
from mlir.dialects.bufferization import LayoutMapOption
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 testEmptyTensorToAllocTensorOpCompact():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
transform.OperationType.get("tensor.empty"),
)
with InsertionPoint(sequence.body):
bufferization.EmptyTensorToAllocTensorOp(sequence.bodyTarget)
transform.YieldOp()
@run
def testEmptyTensorToAllocTensorOpTyped():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate,
[],
transform.OperationType.get("tensor.empty"),
)
with InsertionPoint(sequence.body):
bufferization.EmptyTensorToAllocTensorOp(
transform.OperationType.get("bufferization.alloc_tensor"),
sequence.bodyTarget,
)
transform.YieldOp()
@run
def testOneShotBufferizeOpCompact():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
bufferization.OneShotBufferizeOp(sequence.bodyTarget)
transform.YieldOp()
@run
def testOneShotBufferizeOpTyped():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
bufferization.OneShotBufferizeOp(
transform.OperationType.get("test.dummy"),
sequence.bodyTarget,
)
transform.YieldOp()
@run
def testOneShotBufferizeOpAttributes():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
bufferization.OneShotBufferizeOp(
sequence.bodyTarget,
allow_return_allocs_from_loops=True,
allow_unknown_ops=True,
bufferize_function_boundaries=True,
function_boundary_type_conversion=LayoutMapOption.IdentityLayoutMap,
memcpy_op="linalg.copy",
print_conflicts=True,
test_analysis_only=True,
)
transform.YieldOp()