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Double cast is one cast if intermediate cast is safe (#11939)
* add rule * add some tests * prevent infinite loop with bfloat16 * prevent more infinite rewrite
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@@ -177,6 +177,26 @@ class TestBoolUOps(TestUOps):
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def test_cmplt_bool(self): self._test_bop_bool_fxn(Ops.CMPLT, lambda a,b: a < b)
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def test_where_bool(self): self._test_top_bool_fxn(Ops.WHERE, lambda a,b,c: b if a else c)
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class TestSafeCast(TestUOps):
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def test_cast_folds(self):
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a = UOp.variable("a", 1, 10, dtype=dtypes.int32)
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self.assertEqual(a.cast(dtypes.int64).cast(dtypes.int32).simplify(), a)
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# TODO: double preserves certain int dtypes
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# self.assertEqual(a.cast(dtypes.double).cast(dtypes.int32).simplify(), a)
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a = UOp.variable("a", 1, 10, dtype=dtypes.uint8)
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self.assertEqual(a.cast(dtypes.int64).cast(dtypes.uint8).simplify(), a)
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self.assertEqual(a.cast(dtypes.uint32).cast(dtypes.uint8).simplify(), a)
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def test_remove_intermediate_cast(self):
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a = UOp.variable("a", 0., 100., dtype=dtypes.half)
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self.assertEqual(a.cast(dtypes.double).cast(dtypes.float).simplify(), a.cast(dtypes.float))
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a = UOp.variable("a", 1, 10, dtype=dtypes.int32)
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# TODO: double preserves certain int dtypes
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# self.assertEqual(a.cast(dtypes.double).cast(dtypes.float).simplify(), a.cast(dtypes.float))
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self.assertEqual(a.cast(dtypes.int64).cast(dtypes.int16).simplify(), a.cast(dtypes.int16))
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a = UOp.variable("a", 1, 10, dtype=dtypes.uint8)
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self.assertEqual(a.cast(dtypes.int64).cast(dtypes.int32).simplify(), a.cast(dtypes.int32))
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class TestExecALU(TestUOps):
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def test_sqrt(self):
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self.assertEqual(exec_alu(Ops.SQRT, dtypes.float, (0.0,)), 0.0)
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@@ -68,7 +68,10 @@ symbolic_simple = PatternMatcher([
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(UPat((Ops.CAST, Ops.BITCAST), name="root"), lambda root: root.src[0] if root.dtype == root.src[0].dtype else None),
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(UPat(Ops.BITCAST, name="root", src=(UPat.cvar("c"),)), fold_bitcast),
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# b.cast(a).cast(b) -> b if a preserves all values in b
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(UPat.var('x').cast().named('a').cast().named('b'), lambda x,a,b: x if x.dtype == b.dtype and can_safe_cast(b.dtype, a.dtype) else None),
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(UPat.var('x').cast(name="a").cast(name="b"), lambda x,a,b: x if x.dtype == b.dtype and can_safe_cast(b.dtype, a.dtype) else None),
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# if the intermediate cast doesnt narrow we can do it in one cast, we have to be carefull with bfloat16
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(UPat.var('x').cast(name="a").cast(name="b"), lambda x,a,b: x.cast(b.dtype) if can_safe_cast(x.dtype, a.dtype) and
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not (a.dtype==dtypes.float and (b.dtype==dtypes.bfloat16 or x.dtype==dtypes.bfloat16)) else None),
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# ** pow **
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(UPat.var("x").alu(Ops.POW, UPat.cvar("c", vec=False)), simplify_pow),
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# positive const ** x
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