import unittest from tinygrad.codegen.uopgraph import linearize_uop, full_graph_rewrite from tinygrad.dtype import dtypes from tinygrad.ops import UOp, UOps, BinaryOps def render(image_shape, valid:UOp, idx:UOp) -> str: uops = linearize_uop(full_graph_rewrite(UOp(UOps.LOAD, dtypes.float.vec(4), ( UOp(UOps.DEFINE_GLOBAL, dtypes.imagef(image_shape), arg=0), idx, UOp(UOps.VECTORIZE, dtypes.float.vec(4), src=(UOp.const(dtypes.float, 0),)*4), valid )).sink())) from tinygrad.renderer.cstyle import OpenCLRenderer class TestRenderer(OpenCLRenderer): code_for_op = {**OpenCLRenderer().code_for_op, BinaryOps.IDIV: lambda a,b,dtype: f"({a}//{b})"} fxn = TestRenderer().render("", uops) # print(fxn) return fxn.split("float4 val0 = ")[1].split(";")[0] def Variable(expr, nmax): return UOp(UOps.SPECIAL, dtypes.int, (), (expr, nmax)) class TestValidSimplification(unittest.TestCase): def test_idx_neg_lt_c(self): # (idx1 * (-1) < c) ? (..., idx1-1+c) : 0 can drop the valid gidx0 = Variable("gidx0", 32) gidx1 = Variable("gidx1", 32) self.assertEqual(render((10, 10, 4), (gidx1*(-1)).lt(0), UOp(UOps.VECTORIZE, dtypes.int.vec(2), (gidx0, gidx1-1))), "read_imagef(data0, smp, (int2)(gidx0,(gidx1+(-1))))") self.assertEqual(render((10, 10, 4), (gidx1*(-1)).lt(-1), UOp(UOps.VECTORIZE, dtypes.int.vec(2), (gidx0, gidx1-2))), "read_imagef(data0, smp, (int2)(gidx0,(gidx1+(-2))))") self.assertEqual(render((10, 10, 4), (gidx1*(-1)).lt(1), UOp(UOps.VECTORIZE, dtypes.int.vec(2), (gidx0, gidx1))), "read_imagef(data0, smp, (int2)(gidx0,gidx1))") # should match any one of the AND clause and drop the matched statement from valid valid = (gidx1*(-1)).lt(0) and (gidx0*(-1)).lt(0) self.assertEqual(render((10, 10, 4), valid, UOp(UOps.VECTORIZE, dtypes.int.vec(2), (gidx0, gidx1-1))), "(((gidx0*(-1))<0)?read_imagef(data0, smp, (int2)(gidx0,(gidx1+(-1)))):(float4)(0.0f,0.0f,0.0f,0.0f))") valid = (gidx1*(-1)).lt(0) and (gidx1*(-1)).lt(0) self.assertEqual(render((10, 10, 4), valid, UOp(UOps.VECTORIZE, dtypes.int.vec(2), (gidx0, gidx1-1))), "read_imagef(data0, smp, (int2)(gidx0,(gidx1+(-1))))") def test_idx_lt_bound(self): # (idx1 < image_bound) ? (..., idx1) : 0 can drop the valid gidx0 = Variable("gidx0", 32) gidx1 = Variable("gidx1", 32) self.assertEqual(render((10, 10, 4), (gidx1).lt(10), UOp(UOps.VECTORIZE, dtypes.int.vec(2), (gidx0, gidx1))), "read_imagef(data0, smp, (int2)(gidx0,gidx1))") # 10x20 image, not out of bound self.assertEqual(render((20, 10, 4), (gidx1).lt(10), UOp(UOps.VECTORIZE, dtypes.int.vec(2), (gidx0, gidx1))), "((gidx1<10)?read_imagef(data0, smp, (int2)(gidx0,gidx1)):(float4)(0.0f,0.0f,0.0f,0.0f))") def test_generic_idx_lt_bound(self): # (idx1 < image_bound - c) ? (..., idx1 + c) : 0 can drop the valid gidx0 = Variable("gidx0", 32) gidx1 = Variable("gidx1", 32) self.assertEqual(render((10, 10, 4), (gidx1).lt(8), UOp(UOps.VECTORIZE, dtypes.int.vec(2), (gidx0, gidx1+2))), "read_imagef(data0, smp, (int2)(gidx0,(gidx1+2)))") self.assertEqual(render((10, 10, 4), (gidx1).lt(5), UOp(UOps.VECTORIZE, dtypes.int.vec(2), (gidx0, gidx1+5))), "read_imagef(data0, smp, (int2)(gidx0,(gidx1+5)))") def test_simplify1(self): # idx has the form (A % m, A // m + k) and valid has (c0 < A) and (A < c1) gidx = Variable("gidx", 512) valid = gidx.lt(488) & (-gidx).lt(-479) idx = ((gidx*3+18)%26, (gidx*3+18)//26-56) # alu0 is ((gidx*3)+18) self.assertEqual(render((1, 26, 4), valid, UOp(UOps.VECTORIZE, dtypes.int.vec(2), idx)), "read_imagef(data0, smp, (int2)(((gidx*3)+(-1438)),0))") def test_simplify2(self): # from GPU=1 DEBUG=4 FORWARD_ONLY=1 IMAGE=2 python3 test/test_ops.py TestOps.test_simple_padding_conv2d lidx = Variable("lidx", 4) valid = lidx.lt(3) & (-lidx).lt(0) idx = ((lidx+1)%2, (lidx+1)//2-1) self.assertEqual(render((1, 2, 4), valid, UOp(UOps.VECTORIZE, dtypes.int.vec(2), idx)), "read_imagef(data0, smp, (int2)((lidx+(-1)),0))") def test_simplify3(self): # from openpilot idx0 = Variable("idx0", 265) valid = (-idx0).lt(-200) idx = ((idx0+55)%64, (idx0+55)//64-4) self.assertEqual(render((1, 64, 4), valid, UOp(UOps.VECTORIZE, dtypes.int.vec(2), idx)), "read_imagef(data0, smp, (int2)((idx0+(-201)),0))") if __name__ == '__main__': unittest.main()