Files
clang-p2996/mlir/test/Bindings/Python/ir_operation.py
Alex Zinenko 580915d6a2 [mlir] Expose Value hierarchy to Python bindings
Values are ubiquitous in the IR, in particular block argument and operation
results are Values. Define Python classes for BlockArgument, OpResult and their
common ancestor Value. Define pseudo-container classes for lists of block
arguments and operation results, and use these containers to access the
corresponding values in blocks and operations.

Differential Revision: https://reviews.llvm.org/D89778
2020-10-21 09:49:22 +02:00

251 lines
7.4 KiB
Python

# RUN: %PYTHON %s | FileCheck %s
import gc
import itertools
import mlir
def run(f):
print("\nTEST:", f.__name__)
f()
gc.collect()
assert mlir.ir.Context._get_live_count() == 0
# Verify iterator based traversal of the op/region/block hierarchy.
# CHECK-LABEL: TEST: testTraverseOpRegionBlockIterators
def testTraverseOpRegionBlockIterators():
ctx = mlir.ir.Context()
ctx.allow_unregistered_dialects = True
module = ctx.parse_module(r"""
func @f1(%arg0: i32) -> i32 {
%1 = "custom.addi"(%arg0, %arg0) : (i32, i32) -> i32
return %1 : i32
}
""")
op = module.operation
assert op.context is ctx
# Get the block using iterators off of the named collections.
regions = list(op.regions)
blocks = list(regions[0].blocks)
# CHECK: MODULE REGIONS=1 BLOCKS=1
print(f"MODULE REGIONS={len(regions)} BLOCKS={len(blocks)}")
# Get the regions and blocks from the default collections.
default_regions = list(op)
default_blocks = list(default_regions[0])
# They should compare equal regardless of how obtained.
assert default_regions == regions
assert default_blocks == blocks
# Should be able to get the operations from either the named collection
# or the block.
operations = list(blocks[0].operations)
default_operations = list(blocks[0])
assert default_operations == operations
def walk_operations(indent, op):
for i, region in enumerate(op):
print(f"{indent}REGION {i}:")
for j, block in enumerate(region):
print(f"{indent} BLOCK {j}:")
for k, child_op in enumerate(block):
print(f"{indent} OP {k}: {child_op}")
walk_operations(indent + " ", child_op)
# CHECK: REGION 0:
# CHECK: BLOCK 0:
# CHECK: OP 0: func
# CHECK: REGION 0:
# CHECK: BLOCK 0:
# CHECK: OP 0: %0 = "custom.addi"
# CHECK: OP 1: return
# CHECK: OP 1: "module_terminator"
walk_operations("", op)
run(testTraverseOpRegionBlockIterators)
# Verify index based traversal of the op/region/block hierarchy.
# CHECK-LABEL: TEST: testTraverseOpRegionBlockIndices
def testTraverseOpRegionBlockIndices():
ctx = mlir.ir.Context()
ctx.allow_unregistered_dialects = True
module = ctx.parse_module(r"""
func @f1(%arg0: i32) -> i32 {
%1 = "custom.addi"(%arg0, %arg0) : (i32, i32) -> i32
return %1 : i32
}
""")
def walk_operations(indent, op):
for i in range(len(op.regions)):
region = op.regions[i]
print(f"{indent}REGION {i}:")
for j in range(len(region.blocks)):
block = region.blocks[j]
print(f"{indent} BLOCK {j}:")
for k in range(len(block.operations)):
child_op = block.operations[k]
print(f"{indent} OP {k}: {child_op}")
walk_operations(indent + " ", child_op)
# CHECK: REGION 0:
# CHECK: BLOCK 0:
# CHECK: OP 0: func
# CHECK: REGION 0:
# CHECK: BLOCK 0:
# CHECK: OP 0: %0 = "custom.addi"
# CHECK: OP 1: return
# CHECK: OP 1: "module_terminator"
walk_operations("", module.operation)
run(testTraverseOpRegionBlockIndices)
# CHECK-LABEL: TEST: testBlockArgumentList
def testBlockArgumentList():
ctx = mlir.ir.Context()
module = ctx.parse_module(r"""
func @f1(%arg0: i32, %arg1: f64, %arg2: index) {
return
}
""")
func = module.operation.regions[0].blocks[0].operations[0]
entry_block = func.regions[0].blocks[0]
assert len(entry_block.arguments) == 3
# CHECK: Argument 0, type i32
# CHECK: Argument 1, type f64
# CHECK: Argument 2, type index
for arg in entry_block.arguments:
print(f"Argument {arg.arg_number}, type {arg.type}")
new_type = mlir.ir.IntegerType.get_signless(ctx, 8 * (arg.arg_number + 1))
arg.set_type(new_type)
# CHECK: Argument 0, type i8
# CHECK: Argument 1, type i16
# CHECK: Argument 2, type i24
for arg in entry_block.arguments:
print(f"Argument {arg.arg_number}, type {arg.type}")
run(testBlockArgumentList)
# CHECK-LABEL: TEST: testDetachedOperation
def testDetachedOperation():
ctx = mlir.ir.Context()
ctx.allow_unregistered_dialects = True
loc = ctx.get_unknown_location()
i32 = mlir.ir.IntegerType.get_signed(ctx, 32)
op1 = ctx.create_operation(
"custom.op1", loc, results=[i32, i32], regions=1, attributes={
"foo": mlir.ir.StringAttr.get(ctx, "foo_value"),
"bar": mlir.ir.StringAttr.get(ctx, "bar_value"),
})
# CHECK: %0:2 = "custom.op1"() ( {
# CHECK: }) {bar = "bar_value", foo = "foo_value"} : () -> (si32, si32)
print(op1)
# TODO: Check successors once enough infra exists to do it properly.
run(testDetachedOperation)
# CHECK-LABEL: TEST: testOperationInsert
def testOperationInsert():
ctx = mlir.ir.Context()
ctx.allow_unregistered_dialects = True
module = ctx.parse_module(r"""
func @f1(%arg0: i32) -> i32 {
%1 = "custom.addi"(%arg0, %arg0) : (i32, i32) -> i32
return %1 : i32
}
""")
# Create test op.
loc = ctx.get_unknown_location()
op1 = ctx.create_operation("custom.op1", loc)
op2 = ctx.create_operation("custom.op2", loc)
func = module.operation.regions[0].blocks[0].operations[0]
entry_block = func.regions[0].blocks[0]
entry_block.operations.insert(0, op1)
entry_block.operations.insert(1, op2)
# CHECK: func @f1
# CHECK: "custom.op1"()
# CHECK: "custom.op2"()
# CHECK: %0 = "custom.addi"
print(module)
# Trying to add a previously added op should raise.
try:
entry_block.operations.insert(0, op1)
except ValueError:
pass
else:
assert False, "expected insert of attached op to raise"
run(testOperationInsert)
# CHECK-LABEL: TEST: testOperationWithRegion
def testOperationWithRegion():
ctx = mlir.ir.Context()
ctx.allow_unregistered_dialects = True
loc = ctx.get_unknown_location()
i32 = mlir.ir.IntegerType.get_signed(ctx, 32)
op1 = ctx.create_operation("custom.op1", loc, regions=1)
block = op1.regions[0].blocks.append(i32, i32)
# CHECK: "custom.op1"() ( {
# CHECK: ^bb0(%arg0: si32, %arg1: si32): // no predecessors
# CHECK: "custom.terminator"() : () -> ()
# CHECK: }) : () -> ()
terminator = ctx.create_operation("custom.terminator", loc)
block.operations.insert(0, terminator)
print(op1)
# Now add the whole operation to another op.
# TODO: Verify lifetime hazard by nulling out the new owning module and
# accessing op1.
# TODO: Also verify accessing the terminator once both parents are nulled
# out.
module = ctx.parse_module(r"""
func @f1(%arg0: i32) -> i32 {
%1 = "custom.addi"(%arg0, %arg0) : (i32, i32) -> i32
return %1 : i32
}
""")
func = module.operation.regions[0].blocks[0].operations[0]
entry_block = func.regions[0].blocks[0]
entry_block.operations.insert(0, op1)
# CHECK: func @f1
# CHECK: "custom.op1"()
# CHECK: "custom.terminator"
# CHECK: %0 = "custom.addi"
print(module)
run(testOperationWithRegion)
# CHECK-LABEL: TEST: testOperationResultList
def testOperationResultList():
ctx = mlir.ir.Context()
module = ctx.parse_module(r"""
func @f1() {
%0:3 = call @f2() : () -> (i32, f64, index)
return
}
func @f2() -> (i32, f64, index)
""")
caller = module.operation.regions[0].blocks[0].operations[0]
call = caller.regions[0].blocks[0].operations[0]
assert len(call.results) == 3
# CHECK: Result 0, type i32
# CHECK: Result 1, type f64
# CHECK: Result 2, type index
for res in call.results:
print(f"Result {res.result_number}, type {res.type}")
run(testOperationResultList)