llvm-capstone/mlir/test/python/dialects/transform_structured_ext.py
Ingo Müller 030e315ee7 [mlir][linalg][transform][python] Verify modules in mix-in tests.
The tests of the mix-in classes of the Python bindings currently passed
even if the ops constructed by the mix-ins under test failed to verify.
This is because the assembled IR is still printed in generic form even
if it does not verify, and the `CHECK` statements are formulated in such
a lenient way that they also match that generic form. This patch adds
explicit verification to the decorator that is used for all test
functions.

Reviewed By: springerm

Differential Revision: https://reviews.llvm.org/D157790
2023-08-14 13:37:57 +00:00

416 lines
14 KiB
Python

# RUN: %PYTHON %s | FileCheck %s
from mlir.ir import *
from mlir.dialects import transform
from mlir.dialects import pdl
from mlir.dialects.transform import structured
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.operation.verify()
print(module)
return f
@run
def testDecompose():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
structured.DecomposeOp(sequence.bodyTarget)
transform.YieldOp()
# CHECK-LABEL: TEST: testDecompose
# CHECK: transform.sequence
# CHECK: transform.structured.decompose
@run
def testFuseIntoContainingOpTypes():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
fused = structured.MatchOp.match_op_names(sequence.bodyTarget, ["test.dummy"])
containing = structured.MatchOp.match_op_names(
sequence.bodyTarget, ["test.dummy"]
)
structured.FuseIntoContainingOp(
transform.OperationType.get("test.dummy"),
transform.OperationType.get("test.dummy"),
fused,
containing,
)
transform.YieldOp()
# CHECK-LABEL: TEST: testFuseIntoContainingOpTypes
# CHECK: = transform.structured.fuse_into_containing_op
# CHECK-SAME: (!transform.any_op, !transform.any_op) -> (!transform.op<"test.dummy">, !transform.op<"test.dummy">)
@run
def testFuseIntoContainingOpCompact():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
fused = structured.MatchOp.match_op_names(sequence.bodyTarget, ["test.dummy"])
containing = structured.MatchOp.match_op_names(
sequence.bodyTarget, ["test.dummy"]
)
structured.FuseIntoContainingOp(fused, containing)
transform.YieldOp()
# CHECK-LABEL: TEST: testFuseIntoContainingOpCompact
# CHECK: = transform.structured.fuse_into_containing_op
# CHECK-SAME: (!transform.any_op, !transform.any_op) -> (!transform.any_op, !transform.any_op)
@run
def testGeneralize():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
structured.GeneralizeOp(sequence.bodyTarget)
transform.YieldOp()
# CHECK-LABEL: TEST: testGeneralize
# CHECK: transform.sequence
# CHECK: transform.structured.generalize
@run
def testInterchange():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
structured.InterchangeOp(sequence.bodyTarget, iterator_interchange=[1, 0])
transform.YieldOp()
# CHECK-LABEL: TEST: testInterchange
# CHECK: transform.sequence
# CHECK: transform.structured.interchange
# CHECK: iterator_interchange = [1, 0]
@run
def testMatchOpNamesString():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
structured.MatchOp.match_op_names(sequence.bodyTarget, "test.dummy")
transform.YieldOp()
# CHECK-LABEL: TEST: testMatchOpNamesString
# CHECK: transform.structured.match ops
# CHECK-SAME: ["test.dummy"]
# CHECK-SAME: (!transform.any_op) -> !transform.any_op
@run
def testMatchOpNamesList():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
structured.MatchOp.match_op_names(sequence.bodyTarget, ["test.dummy"])
transform.YieldOp()
# CHECK-LABEL: TEST: testMatchOpNamesList
# CHECK: transform.structured.match ops
# CHECK-SAME: ["test.dummy"]
# CHECK-SAME: (!transform.any_op) -> !transform.any_op
@run
def testMatchOpNamesTyped():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
structured.MatchOp.match_op_names(
transform.OperationType.get("test.dummy"),
sequence.bodyTarget,
["test.dummy"],
)
transform.YieldOp()
# CHECK-LABEL: TEST: testMatchOpNamesTyped
# CHECK: transform.structured.match ops
# CHECK-SAME: ["test.dummy"]
# CHECK-SAME: (!transform.any_op) -> !transform.op<"test.dummy">
@run
def testMultitileSizes():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
structured.MultiTileSizesOp(
pdl.OperationType.get(), sequence.bodyTarget, dimension=1, target_size=42
)
transform.YieldOp()
# CHECK-LABEL: TEST: testMultitileSizes
# CHECK: transform.sequence
# CHECK: transform.structured.multitile_sizes
# CHECK-DAG: dimension = 1
# CHECK-DAG: target_size = 42
@run
def testPad():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
structured.PadOp(
sequence.bodyTarget,
padding_values=[FloatAttr.get_f32(42.0)],
padding_dimensions=[1],
transpose_paddings=[[1, 0]],
)
transform.YieldOp()
# CHECK-LABEL: TEST: testPad
# CHECK: transform.sequence
# CHECK: transform.structured.pad
# CHECK-DAG: padding_values = [4.200000e+01 : f32]
# CHECK-DAG: padding_dimensions = [1]
# CHECK-DAG: transpose_paddings = {{\[}}[1, 0]]
# (pack_paddings has default values)
@run
def testScalarize():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
structured.ScalarizeOp(sequence.bodyTarget)
transform.YieldOp()
# CHECK-LABEL: TEST: testScalarize
# CHECK: transform.structured.scalarize
@run
def testSplit():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
split = structured.SplitOp(sequence.bodyTarget, dimension=1, split_point=42)
structured.SplitOp(split.results[0], dimension=3, split_point=split.results[1])
transform.YieldOp()
# CHECK-LABEL: TEST: testSplit
# CHECK: %[[F:.+]], %[[S:.+]] = transform.structured.split %{{.*}} after 42 {dimension = 1
# CHECK: transform.structured.split %[[F]] after %[[S]] {dimension = 3
@run
def testTileCompact():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
structured.TileOp(sequence.bodyTarget, sizes=[4, 8], interchange=[0, 1])
transform.YieldOp()
# CHECK-LABEL: TEST: testTileCompact
# CHECK: transform.sequence
# CHECK: %{{.+}}, %{{.+}}:2 = transform.structured.tile %{{.*}}[4, 8]
# CHECK: interchange = [0, 1]
@run
def testTileAttributes():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
attr = DenseI64ArrayAttr.get([4, 8])
ichange = DenseI64ArrayAttr.get([0, 1])
with InsertionPoint(sequence.body):
structured.TileOp(sequence.bodyTarget, sizes=attr, interchange=ichange)
transform.YieldOp()
# CHECK-LABEL: TEST: testTileAttributes
# CHECK: transform.sequence
# CHECK: %{{.+}}, %{{.+}}:2 = transform.structured.tile %{{.*}}[4, 8]
# CHECK: interchange = [0, 1]
@run
def testTileZero():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
structured.TileOp(
sequence.bodyTarget, sizes=[4, 0, 2, 0], interchange=[0, 1, 2, 3]
)
transform.YieldOp()
# CHECK-LABEL: TEST: testTileZero
# CHECK: transform.sequence
# CHECK: %{{.+}}, %{{.+}}:2 = transform.structured.tile %{{.*}}[4, 0, 2, 0]
# CHECK: interchange = [0, 1, 2, 3]
@run
def testTileDynamic():
with_pdl = transform_pdl.WithPDLPatternsOp(pdl.OperationType.get())
with InsertionPoint(with_pdl.body):
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], with_pdl.bodyTarget
)
with InsertionPoint(sequence.body):
m1 = transform_pdl.PDLMatchOp(
pdl.OperationType.get(), sequence.bodyTarget, "first"
)
m2 = transform_pdl.PDLMatchOp(
pdl.OperationType.get(), sequence.bodyTarget, "second"
)
structured.TileOp(sequence.bodyTarget, sizes=[m1, 3, m2, 0])
transform.YieldOp()
# CHECK-LABEL: TEST: testTileDynamic
# CHECK: %[[FIRST:.+]] = pdl_match
# CHECK: %[[SECOND:.+]] = pdl_match
# CHECK: %{{.+}}, %{{.+}}:3 = transform.structured.tile %{{.*}}[%[[FIRST]], 3, %[[SECOND]], 0]
@run
def testTileExplicitLoopTypeSingle():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
structured.TileOp(
transform.OperationType.get("scf.for"), sequence.bodyTarget, sizes=[2, 3, 4]
)
transform.YieldOp()
# CHECK-LABEL: TEST: testTileExplicitLoopTypeSingle
# CHECK: = transform.structured.tile %{{.*}} : (!{{.*}}) ->
# CHECK-COUNT-3: !transform.op<"scf.for">
@run
def testTileExplicitLoopTypeAll():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
types = [
transform.OperationType.get(x)
for x in ["scf.for", "scf.parallel", "scf.forall"]
]
with InsertionPoint(sequence.body):
structured.TileOp(types, sequence.bodyTarget, sizes=[2, 3, 4])
transform.YieldOp()
# CHECK-LABEL: TEST: testTileExplicitLoopTypeAll
# CHECK: = transform.structured.tile
# CHECK-SAME : (!transform.any_op) -> (!transform.any_op, !transform.op<"scf.for">,
# CHECK-SAME: !transform.op<"scf.parallel">, !transform.op<"scf.forall">
@run
def testTileToForallCompact():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE,
[],
transform.OperationType.get("linalg.matmul"),
)
with InsertionPoint(sequence.body):
structured.TileToForallOp(sequence.bodyTarget, num_threads=[2, 3, 4])
transform.YieldOp()
# CHECK-LABEL: TEST: testTileToForallCompact
# CHECK: = transform.structured.tile_to_forall_op
# CHECK-SAME: num_threads [2, 3, 4] tile_sizes []
# CHECK-SAME: (!transform.op<"linalg.matmul">) -> (!transform.any_op, !transform.any_op)
@run
def testTileToForallLoopsAndTileOpTypes():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
structured.TileToForallOp(
transform.OperationType.get("scf.forall"), # loops_type
transform.OperationType.get("linalg.matmul"), # tiled_op_type
sequence.bodyTarget,
num_threads=[2, 3, 4],
)
transform.YieldOp()
# CHECK-LABEL: TEST: testTileToForallLoopsAndTileOpTypes
# CHECK: = transform.structured.tile_to_forall_op
# CHECK-SAME: num_threads [2, 3, 4] tile_sizes []
# CHECK-SAME: (!transform.any_op) -> (!transform.op<"scf.forall">, !transform.op<"linalg.matmul">)
@run
def testTileToForallTileSizes():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
structured.TileToForallOp(sequence.bodyTarget, tile_sizes=[2, 3, 4])
transform.YieldOp()
# CHECK-LABEL: TEST: testTileToForallTileSizes
# CHECK: = transform.structured.tile_to_forall_op
# CHECK-SAME: num_threads [] tile_sizes [2, 3, 4]
@run
def testTileToForallMixedDynamic():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
n = structured.MatchOp.match_op_names(sequence.bodyTarget, ["test.dummy"])
structured.TileToForallOp(sequence.bodyTarget, num_threads=[n, 3, 4])
transform.YieldOp()
# CHECK-LABEL: TEST: testTileToForallMixedDynamic
# CHECK: = transform.structured.tile_to_forall_op
# CHECK-SAME: num_threads [%{{.*}} : !transform.any_op, 3, 4]
@run
def testTileToForallPackedDynamic():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
n = structured.MatchOp.match_op_names(sequence.bodyTarget, ["test.dummy"])
structured.TileToForallOp(sequence.bodyTarget, num_threads=n)
transform.YieldOp()
# CHECK-LABEL: TEST: testTileToForallPackedDynamic
# CHECK: = transform.structured.tile_to_forall_op
# CHECK-SAME: num_threads *(%0 : !transform.any_op)
@run
def testTileToForallMapping():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], transform.AnyOpType.get()
)
with InsertionPoint(sequence.body):
mapping = Attribute.parse("[ #gpu.thread<y>, #gpu.thread<x> ]")
structured.TileToForallOp(
sequence.bodyTarget, num_threads=[2, 3], mapping=mapping
)
transform.YieldOp()
# CHECK-LABEL: TEST: testTileToForallMapping
# CHECK: = transform.structured.tile_to_forall_op
# CHECK-SAME: mapping = [#gpu.thread<y>, #gpu.thread<x>]
@run
def testVectorize():
sequence = transform.SequenceOp(
transform.FailurePropagationMode.PROPAGATE, [], pdl.OperationType.get()
)
with InsertionPoint(sequence.body):
structured.VectorizeOp(sequence.bodyTarget, vectorize_padding=True)
transform.YieldOp()
# CHECK-LABEL: TEST: testVectorize
# CHECK: transform.sequence
# CHECK: = transform.structured.vectorize
# CHECK: {vectorize_padding}