Unify rule implementations with classes (#2288)

- Replace RewriteRuleAsClass with RewriteRuleClassBase to unify rule
implementations.
- Also: Use as ints() on attributes in rewrite rules

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Author: justinchuby

docs/api/rewriter_pattern.md

@@ -32,8 +32,8 @@
     rewriter.pattern.PatternMatcher
     rewriter.pattern.SimplePatternMatcher
     rewriter.pattern.RewriteRule
-    rewriter.pattern.RewriteRuleAsClass
     rewriter.pattern.RewriteRuleSet
+    rewriter.pattern.RewriteRuleClassBase
     rewriter.pattern.MatchStatus
     rewriter.pattern.MatchInfo
     rewriter.pattern.MatchingTracer

onnxscript/rewriter/llama_rule_sets.py

@@ -2,7 +2,7 @@
 # Licensed under the MIT License.
 from __future__ import annotations
 
-from typing import ClassVar
+from typing import ClassVar, Sequence
 
 from onnxscript import ir
 from onnxscript.rewriter import _ir_utils as ir_utils
@@ -32,26 +32,23 @@ def check(self, context, x) -> orp.MatchResult:
         return check_result
 
 
-class CastIdentity(orp.RewriteRuleAsClass):
+class CastIdentity(orp.RewriteRuleClassBase):
     """Replaces ``Cast(., to=to)`` by ``Identity`` if possible."""
 
-    @classmethod
-    def pattern(cls, op, x, to):
+    def pattern(self, op, x, to):
         return op.Cast(x, to=to)
 
-    @classmethod
-    def rewrite(cls, op, x: ir.Value, to: ir.Attr):
+    def rewrite(self, op, x: ir.Value, to: ir.Attr):
         return op.Identity(x)
 
-    @classmethod
-    def check(cls, context, x, to) -> orp.MatchResult:
+    def check(self, context, x, to) -> orp.MatchResult:
         check_result = orp.MatchResult()
-        if x.dtype != to.value:
+        if x.dtype != to.as_int():
             return check_result.fail("Input and output types are not the same")
         return check_result
 
 
-class CastCast(orp.RewriteRuleAsClass):
+class CastCast(orp.RewriteRuleClassBase):
     """Replaces ``Cast(Cast(X, ...), to=to)`` by ``Cast(X, to=to)``."""
 
     _allowed_tensor_types: ClassVar = {
@@ -61,37 +58,31 @@ class CastCast(orp.RewriteRuleAsClass):
         ir.DataType.DOUBLE,
     }
 
-    @classmethod
-    def pattern(cls, op, x, to, to_ignored):
+    def pattern(self, op, x, to, to_ignored):
         return op.Cast(op.Cast(x, to=to_ignored), to=to)
 
-    @classmethod
-    def check(cls, context, x: ir.Value, to: ir.Attr, to_ignored: ir.Attr) -> orp.MatchResult:
+    def check(self, context, x: ir.Value, to: ir.Attr, to_ignored: ir.Attr) -> orp.MatchResult:
         check_result = orp.MatchResult()
-        if to.value not in cls._allowed_tensor_types:
-            return check_result.fail(f"Output type {to.value} is not allowed")
-        if to_ignored.as_int() not in cls._allowed_tensor_types:
-            return check_result.fail(f"Ignored type {to_ignored.value} is not allowed")
+        if to.as_int() not in self._allowed_tensor_types:
+            return check_result.fail(f"Output type {to.as_int()} is not allowed")
+        if to_ignored.as_int() not in self._allowed_tensor_types:
+            return check_result.fail(f"Ignored type {to_ignored.as_int()} is not allowed")
         return check_result
 
-    @classmethod
-    def rewrite(cls, op, x: ir.Value, to: ir.Attr, to_ignored: ir.Attr):
+    def rewrite(self, op, x: ir.Value, to: ir.Attr, to_ignored: ir.Attr):
         return op.Cast(x, to=to)
 
 
-class ExpandIdentity(orp.RewriteRuleAsClass):
+class ExpandIdentity(orp.RewriteRuleClassBase):
     """Replaces ``Expand(..., shape)`` by ``Identity`` if possible."""
 
-    @classmethod
-    def pattern(cls, op, x, shape):
+    def pattern(self, op, x, shape):
         return op.Expand(x, shape)
 
-    @classmethod
-    def rewrite(cls, op, x: ir.Value, shape: ir.Value):
+    def rewrite(self, op, x: ir.Value, shape: ir.Value):
         return op.Identity(x)
 
-    @classmethod
-    def check(cls, context, x, shape) -> orp.MatchResult:
+    def check(self, context, x, shape) -> orp.MatchResult:
         check_result = orp.MatchResult()
         if shape.const_value is None:
             # Shape is not a constant and cannot be guessed.
@@ -106,22 +97,19 @@ def check(cls, context, x, shape) -> orp.MatchResult:
         return check_result
 
 
-class ReshapeReshape(orp.RewriteRuleAsClass):
+class ReshapeReshape(orp.RewriteRuleClassBase):
     """Replaces ``Reshape(Reshape(X, ...), shape)`` by ``Reshape(X, shape)``.
     The pattern matches only if second reshape reshapes into a shape
     with positive values.
     """
 
-    @classmethod
-    def pattern(cls, op, x, shape_ignored, shape):
+    def pattern(self, op, x, shape_ignored, shape):
         return op.Reshape(op.Reshape(x, shape_ignored), shape)
 
-    @classmethod
-    def rewrite(cls, op, x: ir.Value, shape_ignored: ir.Value, shape: ir.Value):
+    def rewrite(self, op, x: ir.Value, shape_ignored: ir.Value, shape: ir.Value):
         return op.Reshape(x, shape)
 
-    @classmethod
-    def check(cls, context, x, shape_ignored, shape) -> orp.MatchResult:
+    def check(self, context, x, shape_ignored, shape) -> orp.MatchResult:
         check_result = orp.MatchResult()
         if shape_ignored.const_value is None:
             return check_result.fail("Shape ignored is not a constant.")
@@ -132,17 +120,15 @@ def check(cls, context, x, shape_ignored, shape) -> orp.MatchResult:
         return check_result
 
 
-class SlicesSplit(orp.RewriteRuleAsClass):
+class SlicesSplit(orp.RewriteRuleClassBase):
     """Replaces ``Slice(x, ...), Slice(x, ...)``
     by ``Split(x, ...)`` if possible.
     """
 
-    @classmethod
-    def pattern(cls, op, x, begin0, end0, axes0, begin1, end1, axes1):
+    def pattern(self, op, x, begin0, end0, axes0, begin1, end1, axes1):
         return op.Slice(x, begin0, end0, axes0), op.Slice(x, begin1, end1, axes1)
 
-    @classmethod
-    def check(cls, context, x, begin0, end0, axes0, begin1, end1, axes1) -> orp.MatchResult:
+    def check(self, context, x, begin0, end0, axes0, begin1, end1, axes1) -> orp.MatchResult:
         check_result = orp.MatchResult()
         if (
             axes0.const_value is None
@@ -187,94 +173,83 @@ def check(cls, context, x, begin0, end0, axes0, begin1, end1, axes1) -> orp.Matc
             return check_result.fail("Last dimension is not equal to Begin1.")
         return check_result
 
-    @classmethod
-    def rewrite(cls, op, x, begin0, end0, axes0, begin1, end1, axes1):
+    def rewrite(self, op, x, begin0, end0, axes0, begin1, end1, axes1):
         return op.Split(x, num_outputs=2, axis=-1, _outputs=2)
 
 
-class TransposeIdentity(orp.RewriteRuleAsClass):
+class TransposeIdentity(orp.RewriteRuleClassBase):
     """Replaces ``Transpose(. perm=perm)``
     when the permutation is identity.
     """
 
-    @classmethod
-    def pattern(cls, op, x, perm):
+    def pattern(self, op, x, perm):
         return op.Transpose(x, perm=perm)
 
-    @classmethod
-    def check(cls, context, x: ir.Value, perm: ir.Attr) -> orp.MatchResult:
+    def check(self, context, x: ir.Value, perm: ir.Attr) -> orp.MatchResult:
         check_result = orp.MatchResult()
         if isinstance(perm, ir.RefAttr):
             return check_result.fail("Permutation is a reference attribute.")
         if perm.type == ir.AttributeType.INTS:
-            if perm.value == list(range(len(perm.value))):
+            perm_ints = perm.as_ints()
+            if perm_ints == list(range(len(perm_ints))):
                 return check_result
         return check_result.fail("Permutation is not identity.")
 
-    @classmethod
-    def rewrite(cls, op, x: ir.Value, perm: ir.Attr):
+    def rewrite(self, op, x: ir.Value, perm: ir.Attr):
         return op.Identity(x)
 
 
-class TransposeTranspose(orp.RewriteRuleAsClass):
+class TransposeTranspose(orp.RewriteRuleClassBase):
     """Replaces ``Transpose(Transpose(., perm=perm1), perm=perm2)``
     when both permutations are inverse.
     """
 
-    @classmethod
-    def pattern(cls, op, x, perm1, perm2):
+    def pattern(self, op, x, perm1, perm2):
         return op.Transpose(op.Transpose(x, perm=perm1), perm=perm2)
 
-    @classmethod
-    def check(cls, context, x: ir.Value, perm1: ir.Attr, perm2: ir.Attr) -> orp.MatchResult:
+    def check(self, context, x: ir.Value, perm1: ir.Attr, perm2: ir.Attr) -> orp.MatchResult:
         check_result = orp.MatchResult()
         if isinstance(perm1, ir.RefAttr) or isinstance(perm2, ir.RefAttr):
             return check_result.fail("Permutation is a reference attribute.")
         return check_result
 
-    @classmethod
-    def _apply_transpose(cls, perm: tuple[int, ...], on: list[int]) -> list[int]:
+    def _apply_transpose(self, perm: Sequence[int], on: list[int]) -> list[int]:
         assert len(perm) == len(on), "length mismatch"
         res = [-1 for i in on]
         for i, p in enumerate(perm):
             res[i] = on[p]
         return res
 
-    @classmethod
     def _apply_transposes(
-        cls, perms: list[tuple[int, ...]], on: list[int] | None = None
+        self, perms: list[Sequence[int]], on: list[int] | None = None
     ) -> list[int]:
         if on is None:
             on = list(range(len(perms[0])))
         for p in perms:
-            on = cls._apply_transpose(p, on)
+            on = self._apply_transpose(p, on)
         return on
 
-    @classmethod
-    def rewrite(cls, op, x: ir.Value, perm1: ir.Attr, perm2: ir.Attr):
-        first = list(range(len(perm1.value)))
-        last = cls._apply_transposes([perm1.value, perm2.value])
+    def rewrite(self, op, x: ir.Value, perm1: ir.Attr, perm2: ir.Attr):
+        first = list(range(len(perm1.as_ints())))
+        last = self._apply_transposes([perm1.as_ints(), perm2.as_ints()])
         if first == last:
             return op.Identity(x)
         return op.Transpose(x, perm=last)
 
 
-class UnsqueezeUnsqueeze(orp.RewriteRuleAsClass):
+class UnsqueezeUnsqueeze(orp.RewriteRuleClassBase):
     """Replaces ``Unsqueeze(Unsqueeze(., axes1), axes2)`` with one Unsqueeze."""
 
-    @classmethod
-    def pattern(cls, op, x, axes1, axes2):
+    def pattern(self, op, x, axes1, axes2):
         return op.Unsqueeze(op.Unsqueeze(x, axes1), axes2)
 
-    @classmethod
-    def rewrite(cls, op, x: ir.Value, axes1: ir.Value, axes2: ir.Value):
+    def rewrite(self, op, x: ir.Value, axes1: ir.Value, axes2: ir.Value):
         v1 = ir_utils.get_singleton_value(axes1)
         v2 = ir_utils.get_singleton_value(axes2)
         axes = [v1, v2] if v1 < v2 else [v2, v1 + 1]
         return op.Unsqueeze(x, op.Constant(value=ir.tensor(axes, dtype=ir.DataType.INT64)))
 
-    @classmethod
-    def check(cls, context, x, axes1, axes2) -> orp.MatchResult:
+    def check(self, context, x, axes1, axes2) -> orp.MatchResult:
         check_result = orp.MatchResult()
         del context  # Unused
         del x  # Unused
@@ -288,14 +263,14 @@ def check(cls, context, x, axes1, axes2) -> orp.MatchResult:
         return check_result
 
 
-cast_cast_rule = orp.make_rewrite_rule_from_class(CastCast)
-cast_identity_rule = orp.make_rewrite_rule_from_class(CastIdentity)
-expand_identity_rule = orp.make_rewrite_rule_from_class(ExpandIdentity)
-reshape_reshape_rule = orp.make_rewrite_rule_from_class(ReshapeReshape)
-slice_split_rule = orp.make_rewrite_rule_from_class(SlicesSplit, True)
-transpose_identity_rule = orp.make_rewrite_rule_from_class(TransposeIdentity)
-transpose_transpose_rule = orp.make_rewrite_rule_from_class(TransposeTranspose)
-unsqueeze_unsqueeze_rule = orp.make_rewrite_rule_from_class(UnsqueezeUnsqueeze)
+cast_cast_rule = CastCast.rule()
+cast_identity_rule = CastIdentity.rule()
+expand_identity_rule = ExpandIdentity.rule()
+reshape_reshape_rule = ReshapeReshape.rule()
+slice_split_rule = SlicesSplit.rule()
+transpose_identity_rule = TransposeIdentity.rule()
+transpose_transpose_rule = TransposeTranspose.rule()
+unsqueeze_unsqueeze_rule = UnsqueezeUnsqueeze.rule()
 squeeze_reshape_1d_rule = SqueezeReshape.rule()