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transformations: Add convert-arith-to-varith pass (#3242)
Adds a pass `convert-arith-to-varith` that converts arith adds and muls to varith adds and muls.
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// RUN: xdsl-opt --split-input-file -p convert-arith-to-varith %s | ||
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func.func @test_addi() { | ||
%a, %b, %c = "test.op"() : () -> (i32, i32, i32) | ||
%1, %2, %3 = "test.op"() : () -> (i32, i32, i32) | ||
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%x1 = arith.addi %a, %b : i32 | ||
%y1 = arith.addi %x1, %c : i32 | ||
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%x2 = arith.addi %1, %2 : i32 | ||
%y2 = arith.addi %x2, %3 : i32 | ||
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%r = varith.add %y1, %y2 : i32 | ||
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"test.op"(%r, %x2) : (i32, i32) -> () | ||
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return | ||
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// CHECK-LABEL: @test_addi | ||
// CHECK-NEXT: %a, %b, %c = "test.op"() : () -> (i32, i32, i32) | ||
// CHECK-NEXT: %1, %2, %3 = "test.op"() : () -> (i32, i32, i32) | ||
// CHECK-NEXT: %x2 = arith.addf %0, %1 : i32 | ||
// CHECK-NEXT: %r = varith.add %c, %a, %b, %2, %0, %1 : i32 | ||
// CHECK-NEXT: "test.op"(%r, %x2) : (i32, i32) -> () | ||
} | ||
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func.func @test_addf() { | ||
%a, %b, %c = "test.op"() : () -> (f32, f32, f32) | ||
%1, %2, %3 = "test.op"() : () -> (f32, f32, f32) | ||
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%x1 = arith.addf %a, %b : f32 | ||
%y1 = arith.addf %x1, %c : f32 | ||
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%x2 = arith.addf %1, %2 : f32 | ||
%y2 = arith.addf %x2, %3 : f32 | ||
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%r = varith.add %y1, %y2 : f32 | ||
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"test.op"(%r, %x2) : (f32, f32) -> () | ||
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return | ||
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// CHECK-LABEL: @test_addf | ||
// CHECK-NEXT: %a, %b, %c = "test.op"() : () -> (f32, f32, f32) | ||
// CHECK-NEXT: %1, %2, %3 = "test.op"() : () -> (f32, f32, f32) | ||
// CHECK-NEXT: %x2 = arith.addf %0, %1 : f32 | ||
// CHECK-NEXT: %r = varith.add %c, %a, %b, %2, %0, %1 : f32 | ||
// CHECK-NEXT: "test.op"(%r, %x2) : (f32, f32) -> () | ||
} | ||
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func.func @test_mulf() { | ||
%a, %b, %c = "test.op"() : () -> (f32, f32, f32) | ||
%1, %2, %3 = "test.op"() : () -> (f32, f32, f32) | ||
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%x1 = arith.mulf %a, %b : f32 | ||
%y1 = arith.mulf %x1, %c : f32 | ||
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%x2 = arith.mulf %1, %2 : f32 | ||
%y2 = arith.mulf %x2, %3 : f32 | ||
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%r = varith.mul %y1, %y2 : f32 | ||
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"test.op"(%r, %x2) : (f32, f32) -> () | ||
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return | ||
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// CHECK-LABEL: @test_mulf | ||
// CHECK-NEXT: %a, %b, %c = "test.op"() : () -> (f32, f32, f32) | ||
// CHECK-NEXT: %1, %2, %3 = "test.op"() : () -> (f32, f32, f32) | ||
// CHECK-NEXT: %x2 = arith.mulf %0, %1 : f32 | ||
// CHECK-NEXT: %r = varith.mul %c, %a, %b, %2, %0, %1 : f32 | ||
// CHECK-NEXT: "test.op"(%r, %x2) : (f32, f32) -> () | ||
} |
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from typing import Literal, cast | ||
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from xdsl.context import MLContext | ||
from xdsl.dialects import arith, builtin, varith | ||
from xdsl.ir import Attribute, Operation, SSAValue | ||
from xdsl.passes import ModulePass | ||
from xdsl.pattern_rewriter import ( | ||
GreedyRewritePatternApplier, | ||
PatternRewriter, | ||
PatternRewriteWalker, | ||
RewritePattern, | ||
op_type_rewrite_pattern, | ||
) | ||
from xdsl.utils.hints import isa | ||
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# map the arith operation to the right varith op: | ||
ARITH_TO_VARITH_TYPE_MAP: dict[ | ||
type[arith.BinaryOperation[Attribute]], type[varith.VarithOp] | ||
] = { | ||
arith.Addi: varith.VarithAddOp, | ||
arith.Addf: varith.VarithAddOp, | ||
arith.Muli: varith.VarithMulOp, | ||
arith.Mulf: varith.VarithMulOp, | ||
} | ||
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class ArithToVarithPattern(RewritePattern): | ||
""" | ||
Merges two arith operations into a varith operation. | ||
""" | ||
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def match_and_rewrite(self, op: Operation, rewriter: PatternRewriter, /): | ||
# check that the op is of a type that we can convert to varith | ||
if type(op) not in ARITH_TO_VARITH_TYPE_MAP: | ||
return | ||
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# this must be true, as all keys of ARITH_TO_VARITH_TYPE_MAP are binary ops | ||
op = cast(arith.BinaryOperation[Attribute], op) | ||
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dest_type = ARITH_TO_VARITH_TYPE_MAP[type(op)] | ||
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# check LHS and the RHS to see if they can be folded | ||
# but abort after one is merged | ||
for other in (op.rhs.owner, op.lhs.owner): | ||
# if me and the other op are the same op | ||
# (they must necessarily operate on the same data type) | ||
if type(op) is type(other): | ||
other_op: arith.BinaryOperation[Attribute] = cast( | ||
arith.BinaryOperation[Attribute], other | ||
) | ||
# instantiate a varith op with three operands | ||
rewriter.replace_matched_op( | ||
dest_type(op.rhs, other_op.lhs, other_op.rhs) | ||
) | ||
if len(other_op.result.uses) == 0: | ||
rewriter.erase_op(other_op) | ||
return | ||
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# map (int|float)(add|mul) to an arith op type | ||
ARITH_TYPES: dict[ | ||
tuple[Literal["float", "int"], Literal["add", "mul"]], | ||
type[arith.BinaryOperation[Attribute]], | ||
] = { | ||
("int", "add"): arith.Addi, | ||
("int", "mul"): arith.Muli, | ||
("float", "add"): arith.Addf, | ||
("float", "mul"): arith.Mulf, | ||
} | ||
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class MergeVarithOpsPattern(RewritePattern): | ||
""" | ||
Looks at every operand to a varith op, and merges them into it if possible. | ||
e.g. a | ||
varith.add(arith.addi(1,2), varith.add(3, 4, 5), 6) | ||
becomes a | ||
varith.add(1,2,3,4,5,6) | ||
""" | ||
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@op_type_rewrite_pattern | ||
def match_and_rewrite(self, op: varith.VarithOp, rewriter: PatternRewriter, /): | ||
# get the type kind (float|int) | ||
type_name: Literal["float", "int"] = ( | ||
"int" if is_integer_like_type(op.res.type) else "float" | ||
) | ||
# get the opeation kind (add|mul) | ||
kind: Literal["add", "mul"] = ( | ||
"add" if isinstance(op, varith.VarithAddOp) else "mul" | ||
) | ||
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# grab the corresponding arith type (e.g. addi/mulf) | ||
target_arith_type = ARITH_TYPES[(type_name, kind)] | ||
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# create a list of new operands | ||
new_operands: list[SSAValue] = [] | ||
# create a list of ops that could be erased if their results become unused | ||
possibly_erased_ops: list[Operation] = [] | ||
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# iterate over operands of the varith op: | ||
for inp in op.operands: | ||
# if the input happens to be the right arith op: | ||
if isa(inp.owner, target_arith_type): | ||
# fuse the operands of the arith op into the new varith op | ||
new_operands.append(inp.owner.lhs) | ||
new_operands.append(inp.owner.rhs) | ||
# check if the old arith op can be erased | ||
possibly_erased_ops.append(inp.owner) | ||
# if the parent op is a varith op of the same type as us | ||
elif isa(inp.owner, type(op)): | ||
# include all operands of that | ||
new_operands.extend(inp.owner.operands) | ||
# check the old varith op for usages | ||
possibly_erased_ops.append(inp.owner) | ||
else: | ||
# otherwise don't change the input | ||
new_operands.append(inp) | ||
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# nothing to do if no new operands are added | ||
if len(possibly_erased_ops) == 0: | ||
return | ||
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# instantiate a new varith op of the same type as the old op: | ||
# we can ignore the type error as we know that all VarithOps are instantiated | ||
# with an *arg of their operands | ||
rewriter.replace_matched_op(type(op)(*new_operands)) # pyright: ignore[reportUnknownArgumentType] | ||
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# check all ops that may be erased later: | ||
for old_op in possibly_erased_ops: | ||
if len(old_op.results[-1].uses) == 0: | ||
rewriter.erase_op(old_op) | ||
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def is_integer_like_type(t: Attribute) -> bool: | ||
""" | ||
Returns true if t is an integer/container of integers/container of | ||
container of integers ... | ||
""" | ||
if isinstance(t, builtin.IntegerType | builtin.IndexType): | ||
return True | ||
if isinstance(t, builtin.ContainerType): | ||
elm_type = cast(builtin.ContainerType[Attribute], t).get_element_type() | ||
return is_integer_like_type(elm_type) | ||
return False | ||
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class ConvertArithToVarithPass(ModulePass): | ||
""" | ||
Convert chains of arith.{add|mul}{i,f} operations into a single long variadic add or mul operation. | ||
Used for simplifying arithmetic operations for rewrites that need to either change the order or | ||
completely "cut an equation in half". | ||
""" | ||
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name = "convert-arith-to-varith" | ||
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def apply(self, ctx: MLContext, op: builtin.ModuleOp) -> None: | ||
PatternRewriteWalker( | ||
GreedyRewritePatternApplier( | ||
[ | ||
ArithToVarithPattern(), | ||
MergeVarithOpsPattern(), | ||
] | ||
), | ||
).rewrite_op(op) |