forked from tinygrad/tinygrad
New symbolic renderer + strip parens (#13017)
* new uop renderer * better tester * strip parens * update tests * split method check_uop_against_string * use ctx.update instead of add_rendered method * strip parens based on precedence * update test * new symbolic renderer * add comment
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@@ -1019,10 +1019,7 @@ class TestSymbolicRealWorld(unittest.TestCase):
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#print(idx.render())
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# NOTE: this used to have 13,151,129,600 in the output which is out of int32 range.
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self.assertIn(idx.render(),
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("((((((((((lidx5+1)//16)*802816)+(((lidx5+1)%16)*49))+(gidx0*3211264))+(gidx1*784))+(gidx2*8))+(lidx4*100352))+lidx3)+2207744)",
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'((lidx3+((((((((lidx5+1)//16)*802816)+(((lidx5+1)%16)*49))+(gidx0*3211264))+(gidx1*784))+(gidx2*8))+(lidx4*100352)))+2207744)',
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'((lidx3+((lidx4*100352)+((gidx2*8)+((gidx1*784)+((gidx0*3211264)+((((lidx5+1)//16)*802816)+(((lidx5+1)%16)*49)))))))+2207744)',
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))
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("(lidx3+((lidx5+1)//16*802816+(lidx5+1)%16*49+gidx0*3211264+gidx1*784+gidx2*8+lidx4*100352)+2207744)",))
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class TestBounds(unittest.TestCase):
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def test_unrolled_arange(self):
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+34
-25
@@ -747,9 +747,13 @@ class UOp(MathTrait, metaclass=UOpMetaClass):
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return fxn(**{k:v for k,v in var_vals.items() if k in varnames})
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def render(self, simplify=True, pm:PatternMatcher|None=None) -> str:
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with Context(TRACK_MATCH_STATS=0, SPEC=0):
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ret = graph_rewrite(self.simplify() if simplify else self, renderer if pm is None else pm)
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return ret.arg if ret.op is Ops.NOOP else str(ret)
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ctx: dict[UOp, str] = {}
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pm = renderer if pm is None else pm
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for u in (s:=self.simplify() if simplify else self).toposort():
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# if there is any node in the toposort we can't render, we just render the whole thing using UOp pretty printer
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if (u_str:=pm.rewrite(u, ctx=ctx)) is None: return str(s)
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ctx[u] = cast(str, u_str)
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return ctx[s]
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def pyrender(self): return pyrender(self)
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@@ -1249,31 +1253,36 @@ pm_unbind = PatternMatcher([(UPat(Ops.BIND, name="x"), do_unbind)])
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# for debug
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syms = { Ops.ADD: "+", Ops.SUB: "-", Ops.IDIV: "//", Ops.MOD: "%", Ops.SHL: "<<", Ops.SHR: ">>",
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Ops.MUL: "*", Ops.CMPLT: "<", Ops.CMPNE: "!=", Ops.AND: "&", Ops.OR: "|", Ops.XOR: "^"}
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# comparison operators are not in here because they are chained in python, not left-associative
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precedence = {Ops.NEG:0, Ops.MUL:1, Ops.IDIV:1, Ops.MOD:1, Ops.ADD:2, Ops.SUB:2, Ops.SHL:3, Ops.SHR:3, Ops.AND:4, Ops.XOR:5, Ops.OR:6}
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def strip_binary_parens(x:UOp, left:str, right:str, code_for_op) -> str:
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if x.op not in precedence: return code_for_op(left, right)
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return code_for_op(strip_parens(left) if precedence.get(x.src[0].op,99)<=precedence[x.op] else left, strip_parens(right) if
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precedence.get(x.src[1].op,99)<precedence[x.op] else right)
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renderer = PatternMatcher([
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(UPat((Ops.DEFINE_VAR,), name="x"), lambda x: UOp(Ops.NOOP, arg=x.arg[0])),
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(UPat((Ops.SPECIAL), name="x"), lambda x: UOp(Ops.NOOP, arg=x.arg)),
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(UPat(Ops.RANGE, name="x"), lambda x: UOp(Ops.NOOP, arg=f"r{range_str(x)}")),
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(UPat((Ops.CONST, Ops.VCONST), name="x"), lambda x: UOp(Ops.NOOP, arg=str(x.arg))),
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(UPat(Ops.UNROLL, name="x"), lambda x: UOp(Ops.NOOP, arg=f"UNROLL({x.src[0].arg}, {x.arg})")),
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(UPat(Ops.CAST, name="x"), lambda x: UOp(Ops.NOOP, arg=f"({str(x.dtype)[7:]})({x.src[0].arg})")),
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(UPat(Ops.BIND, src=UPat(Ops.NOOP), name="x"), lambda x: x.src[0]),
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#(UPat(Ops.BIND, src=UPat(Ops.NOOP), name="x"), lambda x: UOp(Ops.NOOP, arg=f"{x.src[0].arg}[={x.src[1].arg}]")),
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(UPat(Ops.NEG, src=UPat(Ops.NOOP), name="x"), lambda x: UOp(Ops.NOOP, arg=f"(-{x.src[0].arg})")),
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(UPat(Ops.RECIPROCAL, src=UPat(Ops.NOOP), name="x"), lambda x: UOp(Ops.NOOP, arg=f"(1/{x.src[0].arg})")),
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(UPat(Ops.MAX, src=UPat(Ops.NOOP), name="x"), lambda x: UOp(Ops.NOOP, arg=f"max({x.src[0].arg}, {x.src[1].arg})")),
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(UPat(Ops.MULACC, src=UPat(Ops.NOOP), name="x"), lambda x: UOp(Ops.NOOP, arg=f"({x.src[0].arg}*{x.src[1].arg}+{x.src[2].arg})")),
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(UPat(Ops.WHERE, src=UPat(Ops.NOOP), name="x"), lambda x: UOp(Ops.NOOP, arg=f"({x.src[1].arg} if {x.src[0].arg} else {x.src[2].arg})")),
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(UPat(set(syms.keys()), src=UPat(Ops.NOOP), name="x"), lambda x: UOp(Ops.NOOP, arg=f"({x.src[0].arg}{syms[x.op]}{x.src[1].arg})")),
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(UPat((Ops.INDEX, Ops.BUFFERIZE), name="x"), lambda x:
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UOp(Ops.NOOP, arg=''.join([f"[{strip_parens(y.arg)}]" for y in x.src[1:]])) if all(y.op is Ops.NOOP for y in x.src[1:]) else None),
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(UPat(Ops.VECTORIZE, src=UPat(Ops.NOOP), name="x"),
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lambda x: UOp(Ops.NOOP, arg=f"{{{','.join([y.arg for y in x.src])}}}" if not all_same(x.src) else f"{{{x.src[0].arg}, ...}}")),
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(UPat((Ops.DEFINE_VAR,), name="x"), lambda x: x.arg[0]),
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(UPat((Ops.SPECIAL), name="x"), lambda x: x.arg),
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(UPat(Ops.RANGE, name="x"), lambda x: f"r{range_str(x)}"),
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(UPat((Ops.CONST, Ops.VCONST), name="x"), lambda x: str(x.arg)),
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(UPat(Ops.UNROLL, name="x"), lambda ctx,x,u: f"UNROLL({ctx[x.src[0]]}, {u.arg})"),
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(UPat(Ops.CAST, name="x"), lambda ctx,x: f"({str(x.dtype)[7:]})({ctx[x.src[0]]})"),
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(UPat(Ops.BIND, name="x"), lambda ctx,x: ctx[x.src[0]]),
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(UPat(Ops.NEG, name="x"), lambda ctx,x: f"(-{ctx[x.src[0]]})"),
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(UPat(Ops.RECIPROCAL, name="x"), lambda ctx,x: f"(1/{ctx[x.src[0]]})"),
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(UPat(Ops.MAX, name="x"), lambda ctx,x: f"max({ctx[x.src[0]]}, {ctx[x.src[1]]})"),
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(UPat(Ops.MULACC, name="x"), lambda ctx,x: f"({ctx[x.src[0]]}*{ctx[x.src[1]]}+{ctx[x.src[2]]})"),
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(UPat(Ops.WHERE, name="x"), lambda ctx,x: f"({ctx[x.src[1]]} if {ctx[x.src[0]]} else {ctx[x.src[2]]})"),
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(UPat(set(syms.keys()), name="x"), lambda ctx,x: strip_binary_parens(x, ctx[x.src[0]], ctx[x.src[1]], lambda a,b: f"({a}{syms[x.op]}{b})")),
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(UPat((Ops.INDEX, Ops.BUFFERIZE), name="x"), lambda x, ctx: ''.join([f"[{strip_parens(ctx[y])}]" for y in x.src[1:]])),
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(UPat(Ops.VECTORIZE, name="x"),
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lambda ctx,x: f"{{{','.join([ctx[y] for y in x.src])}}}" if not all_same(x.src) else f"{{{ctx[x.src[0]]}, ...}}"),
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])
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renderer_infer = PatternMatcher([
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(UPat(Ops.MOD, src=UPat(Ops.NOOP), name="x"), lambda x: UOp(Ops.NOOP, arg=f"cmod({x.src[0].arg}, {x.src[1].arg})")),
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(UPat(Ops.IDIV, src=UPat(Ops.NOOP), name="x"), lambda x: UOp(Ops.NOOP, arg=f"cdiv({x.src[0].arg}, {x.src[1].arg})")),
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*renderer.patterns
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])
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(UPat(Ops.MOD, name="x"), lambda ctx,x: f"cmod({ctx[x.src[0]]}, {ctx[x.src[1]]})"),
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(UPat(Ops.IDIV, name="x"), lambda ctx,x: f"cdiv({ctx[x.src[0]]}, {ctx[x.src[1]]})"),
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]) + renderer
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# *** pyrender ***
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