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IQ.Pilot Prebuilt Release @ ab07000
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IQ.Lvbs history cleanup
147
tinygrad_repo/test/backend/test_isel.py
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147
tinygrad_repo/test/backend/test_isel.py
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import unittest
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from typing import cast
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from tinygrad import Device
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from tinygrad.uop import Ops
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from tinygrad.uop.ops import UOp, dtypes, graph_rewrite
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from tinygrad.renderer.isa.x86 import X86Renderer, X86Ops
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from tinygrad.renderer.isa import IselContext
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@unittest.skipUnless(isinstance(Device[Device.DEFAULT].renderer, X86Renderer), "only x86")
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class TestIselX86(unittest.TestCase):
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def isel_rewrite(self, x:UOp):
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return graph_rewrite(x, cast(X86Renderer, Device[Device.DEFAULT].renderer).isel_matcher, IselContext(x), bottom_up=True)
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def _check_op(self, dt_op, expr):
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nargs = expr.__code__.co_argcount
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for dt,op in dt_op:
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with self.subTest(dtype=dt):
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v = [UOp.variable(str(i), 0, 0, dt) for i in range(nargs)]
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n = self.isel_rewrite(expr(*v))
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self.assertIs(n.arg, op)
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def test_cmove(self):
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a = UOp.variable("a", 0, 0, dtypes.int32)
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b = UOp.variable("b", 0, 0, dtypes.int32)
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c = (a < b).where(a, b)
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d = (a != b).where(a, b)
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f = c + d
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n = self.isel_rewrite(f)
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self.assertTrue(n.src[0].arg is X86Ops.CMOVL and n.src[1].arg is X86Ops.CMOVNE)
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# both comparisons become the same instruction
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self.assertTrue(n.src[0].src[2] == n.src[1].src[2] and n.src[0].src[2].arg is X86Ops.CMP)
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def test_vmax(self):
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dt_op = [(dtypes.float32, X86Ops.VMAXSS), (dtypes.float64, X86Ops.VMAXSD),
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(dtypes.float32.vec(4), X86Ops.VMAXPS), (dtypes.float64.vec(4), X86Ops.VMAXPD)]
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self._check_op(dt_op, lambda a,b: (a < b).where(b, a))
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def test_vmin(self):
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dt_op = [(dtypes.float32, X86Ops.VMINSS), (dtypes.float64, X86Ops.VMINSD),
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(dtypes.float32.vec(4), X86Ops.VMINPS), (dtypes.float64.vec(4), X86Ops.VMINPD)]
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self._check_op(dt_op, lambda a,b: (a < b).where(a, b))
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def test_vfmadd(self):
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dt_op = [(dtypes.float32, X86Ops.VFMADD213SS), (dtypes.float64, X86Ops.VFMADD213SD),
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(dtypes.float32.vec(4), X86Ops.VFMADD213PS), (dtypes.float64.vec(4), X86Ops.VFMADD213PD)]
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self._check_op(dt_op, lambda a,b,c: a * b + c)
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# don't use fmadd if op being fused (mul) is used multiple times
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def test_no_vfmadd(self):
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dt_op = [(dtypes.float32, X86Ops.VADDSS), (dtypes.float64, X86Ops.VADDSD),
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(dtypes.float32.vec(4), X86Ops.VADDPS), (dtypes.float64.vec(4), X86Ops.VADDPD)]
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self._check_op(dt_op, lambda a,b: a * b + a * b)
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def test_vpbroadcast(self):
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a = UOp.variable("a", 0, 0, dtypes.int32)
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n = self.isel_rewrite(a.broadcast(4))
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# need to move src from gpr to xmm before broadcasting
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self.assertTrue(n.arg is X86Ops.VPBROADCASTD and n.src[0].arg is X86Ops.VMOVD)
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# if we can fuse a load we can skip the move and access memory directly
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load = UOp.param(0, dtypes.int32.ptr()).index(UOp.const(dtypes.int32, 0), ptr=True).load()
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n = self.isel_rewrite(load.broadcast(4))
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self.assertTrue(n.arg is X86Ops.VPBROADCASTD and len(n.src) == 3)
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def test_vbroadcastss(self):
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a = UOp.variable("a", 0, 0, dtypes.float32)
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valid = [UOp.vectorize(a, a, a, a), UOp.vectorize(a, a, a, a, a, a, a, a)]
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for shuf in valid: self.assertIs(self.isel_rewrite(shuf).arg, X86Ops.VBROADCASTSS)
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def test_vshufps(self):
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a = UOp.variable("a", 0, 0, dtypes.float32.vec(8))
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b = UOp.variable("b", 0, 0, dtypes.float32.vec(8))
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c = UOp.variable("c", 0, 0, dtypes.float32)
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d = UOp.variable("d", 0, 0, dtypes.float32)
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valid = [UOp.vectorize(c, c, d, d),
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UOp.vectorize(a.gep(0), a.gep(1), c, c),
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UOp.vectorize(a.gep(0), a.gep(1), b.gep(2), b.gep(3)),
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UOp.vectorize(a.gep(1), a.gep(2), a.gep(3), a.gep(0)),
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UOp.vectorize(a.gep(3), a.gep(2), a.gep(1), a.gep(0), a.gep(7), a.gep(6), a.gep(5), a.gep(4)),
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UOp.vectorize(a.gep(0), a.gep(0), b.gep(1), b.gep(1), a.gep(4), a.gep(4), b.gep(5), b.gep(5))]
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for shuf in valid: self.assertIs(self.isel_rewrite(shuf).arg, X86Ops.VSHUFPS)
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invalid = [UOp.vectorize(a.gep(0), a.gep(1), b.gep(4), b.gep(5)),
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UOp.vectorize(a.gep(0), a.gep(5), b.gep(2), b.gep(3)),
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UOp.vectorize(a.gep(0), a.gep(0), a.gep(0), a.gep(0), a.gep(4), a.gep(4), a.gep(4), a.gep(5)),
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UOp.vectorize(a.gep(0), a.gep(0), b.gep(0), b.gep(0), a.gep(4), a.gep(4), b.gep(4), a.gep(4))]
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for shuf in invalid: self.assertIsNot(self.isel_rewrite(shuf).arg, X86Ops.VSHUFPS)
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def test_vshufpd(self):
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a = UOp.variable("a", 0, 0, dtypes.float64.vec(4))
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b = UOp.variable("b", 0, 0, dtypes.float64.vec(4))
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c = UOp.variable("c", 0, 0, dtypes.float64)
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d = UOp.variable("d", 0, 0, dtypes.float64)
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valid = [UOp.vectorize(c, d),
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UOp.vectorize(a.gep(0), c),
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UOp.vectorize(a.gep(1), b.gep(1)),
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UOp.vectorize(a.gep(0), b.gep(1), a.gep(2), b.gep(3)),
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UOp.vectorize(a.gep(1), a.gep(1), a.gep(3), a.gep(3))]
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for shuf in valid: self.assertIs(self.isel_rewrite(shuf).arg, X86Ops.VSHUFPD)
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invalid = [UOp.vectorize(c, c, c, c),
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UOp.vectorize(a.gep(0), a.gep(1), b.gep(2), b.gep(3)),
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UOp.vectorize(a.gep(2), b.gep(3), a.gep(2), b.gep(3)),
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UOp.vectorize(a.gep(0), b.gep(1), a.gep(0), b.gep(1))]
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for shuf in invalid: self.assertIsNot(self.isel_rewrite(shuf).arg, X86Ops.VSHUFPD)
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def test_vinsertps(self):
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a = UOp.variable("a", 0, 0, dtypes.float32.vec(4))
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b = UOp.variable("b", 0, 0, dtypes.float32.vec(4))
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c = UOp.variable("c", 0, 0, dtypes.float32.vec(4))
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d = UOp.variable("e", 0, 0, dtypes.float32)
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# moving 0th element to position 0 does nothing so only 1 vinsertps is generated
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n = self.isel_rewrite(UOp.vectorize(a.gep(0), d))
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self.assertIs(n.arg, X86Ops.VINSERTPS)
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self.assertIsNot(n.src[0].arg, X86Ops.VINSERTPS)
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valid = [UOp.vectorize(a.gep(0), b.gep(1), a.gep(2), b.gep(3)),
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UOp.vectorize(a.gep(3), b.gep(2), c.gep(1), d)]
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for shuf in valid: self.assertIs(self.isel_rewrite(shuf).arg, X86Ops.VINSERTPS)
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# complex address is [base + index*scale + displacement]
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def test_complex_address(self):
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a = UOp.variable("a", 0, 0, dtypes.int32)
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load = UOp.param(0, dtypes.int32.ptr()).index(a + 1, ptr=True).load()
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n = self.isel_rewrite(load)
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# displacement is the constant in "a" scaled to the buffer element size, dtype is int8 when the value fits otherwise int32
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self.assertTrue(n.src[2].op is Ops.CONST and n.src[2].dtype is dtypes.int8 and n.src[2].arg == 4)
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def test_fold_load(self):
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load1 = UOp.param(0, dtypes.int32.ptr()).index(UOp.const(dtypes.int32, 0), ptr=True).load()
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load2 = UOp.param(0, dtypes.int32.ptr()).index(UOp.const(dtypes.int32, 1), ptr=True).load()
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n = self.isel_rewrite(load1 + load2)
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self.assertTrue(len(n.src) == 4)
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# don't fold when used multiple times
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def test_dont_fold_load(self):
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load = UOp.param(0, dtypes.int32.ptr()).index(UOp.const(dtypes.int32, 0), ptr=True).load()
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# used by multiple users
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n = self.isel_rewrite(load + 1 + load)
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self.assertTrue(len(n.src) == 2)
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# used mutiple times by same user
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n = self.isel_rewrite(load * load)
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self.assertTrue(len(n.src) == 2)
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if __name__ == "__main__":
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unittest.main()
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