# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. # ruff: noqa: RUF012 import inspect import pytest import tvm_ffi import tvm import tvm.testing from tvm import tirx from tvm.script import tirx as T from tvm.tirx import floordiv as fld from tvm.tirx import floormod as flm from tvm.tirx import truncdiv as tdiv from tvm.tirx import truncmod as tmod class TestCase: def __init__(self, before, expected, preconditions=None): if isinstance(before, tirx.expr.EqualOp): before = before.asobject() if isinstance(expected, tirx.expr.EqualOp): expected = expected.asobject() self.before = self._convert(before) self.expected = self._convert(expected) self.preconditions = preconditions @staticmethod def _convert(expr): if isinstance(expr, tirx.expr.EqualOp): return expr.asobject() elif isinstance(expr, int): return T.int32(expr) elif isinstance(expr, float): return T.float32(expr) else: return expr @property def constraint(self): if self.preconditions is None: return True elif tvm.ir.is_prim_expr(self.preconditions): return self.preconditions else: return tvm.tirx.all(*self.preconditions) @property def __name__(self): return str(self.before) class BaseCompare: extensions = tvm.arith.Extension.NoExtensions def test_simplify(self, test_case): analyzer = tvm.arith.Analyzer() analyzer.enabled_extensions = self.extensions if inspect.isclass(test_case.expected) and issubclass(test_case.expected, Exception): with pytest.raises(test_case.expected): with analyzer.constraint_scope(test_case.constraint): analyzer.rewrite_simplify(test_case.before) else: with analyzer.constraint_scope(test_case.constraint): after = analyzer.rewrite_simplify(test_case.before) assert tvm_ffi.structural_equal(after, test_case.expected), ( f"Rewrite didn't match expected.\n" f"Before = {test_case.before}\n" f"After = {after}\n" f"Expected = {test_case.expected}" ) class TestVector(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") x64 = tvm.tirx.Var("x", "int64") vx = tvm.tirx.Var("vx", "int32x2") vc = tvm.tirx.Var("vc", "bool") test_case = tvm.testing.parameter( # Add rules TestCase(tvm.tirx.Ramp(x, 1, 4) + tvm.tirx.Ramp(y, 2, 4), tvm.tirx.Ramp(x + y, 3, 4)), TestCase(tvm.tirx.Ramp(x, 1, 2) + y, tvm.tirx.Ramp(x + y, 1, 2)), TestCase(y + tvm.tirx.Ramp(x, 1, 2), tvm.tirx.Ramp(y + x, 1, 2)), TestCase( tvm.tirx.Ramp(x, 1, tirx.vscale() * 4) + tvm.tirx.Ramp(y, 2, tirx.vscale() * 4), tvm.tirx.Ramp(x + y, 3, tirx.vscale() * 4), ), TestCase(y.astype("int32x2") + x.astype("int32x2"), (y + x).astype("int32x2")), TestCase(tvm.tirx.Broadcast(0, 4) + y, tvm.tirx.Broadcast(y, 4)), # int64 lanes TestCase( tvm.tirx.Broadcast(x, 4) + tvm.tirx.Ramp(0, 1, tvm.tirx.IntImm(dtype="int64", value=4)), tvm.tirx.Ramp(x, 1, 4), ), TestCase( tvm.tirx.Broadcast(x, tvm.tirx.IntImm(dtype="int64", value=4)) + tvm.tirx.Ramp(0, 1, 4), tvm.tirx.Ramp(x, 1, 4), ), # int64 iterators with int32 lanes TestCase( tvm.tirx.Broadcast(x64, 4) + tvm.tirx.Ramp(tvm.tirx.IntImm(dtype="int64", value=0), 1, 4), tvm.tirx.Ramp(x64, 1, 4), ), TestCase( tvm.tirx.Broadcast(0, tirx.vscale() * 8) + y, tvm.tirx.Broadcast(y, tirx.vscale() * 8) ), TestCase( tvm.tirx.Ramp(x, 1, 4).astype("float32x4") + tvm.tirx.Broadcast(0.0, 4), tvm.tirx.Ramp(x, 1, 4).astype("float32x4"), ), # Sub rules TestCase(tvm.tirx.Ramp(x, 4, 4) - tvm.tirx.Ramp(y, 2, 4), tvm.tirx.Ramp(x - y, 2, 4)), TestCase(tvm.tirx.Ramp(x, 1, 2) - y, tvm.tirx.Ramp(x - y, 1, 2)), TestCase(y - tvm.tirx.Ramp(x, 1, 2), tvm.tirx.Ramp(y - x, -1, 2)), TestCase(y.astype("int32x2") - x.astype("int32x2"), (y - x).astype("int32x2")), # Mul rules TestCase(y.astype("int32x2") * x.astype("int32x2"), (y * x).astype("int32x2")), TestCase(tvm.tirx.Ramp(x, 4, 4) * 2, tvm.tirx.Ramp(x * 2, 8, 4)), TestCase(2 * tvm.tirx.Ramp(x, 4, 4), tvm.tirx.Ramp(x * 2, 8, 4)), TestCase(tvm.tirx.Broadcast(0, 4) * x, tvm.tirx.Broadcast(0, 4)), TestCase(tvm.tirx.Broadcast(0.0, 4) * x, tvm.tirx.Broadcast(0.0, 4)), ## DivMod rules # trunc div TestCase(tdiv(y.astype("int32x2"), x.astype("int32x2")), tdiv(y, x).astype("int32x2")), TestCase(tdiv(tvm.tirx.Ramp(x, 4, 4), 2), tvm.tirx.Ramp(tdiv(x, 2), 2, 4)), TestCase( tdiv(tvm.tirx.Ramp(x, 4, tirx.vscale() * 5), 2), tvm.tirx.Ramp(tdiv(x, 2), 2, tirx.vscale() * 5), ), TestCase(tdiv(tvm.tirx.Ramp(x * 8 + 1, 1, 4), 8), x.astype("int32x4"), x >= 0), TestCase( tdiv(tvm.tirx.Ramp(x * 8 + 15, 1, 4), 8), tdiv(tvm.tirx.Ramp(x * 8 + 15, 1, 4), 8) ), # trunc mod TestCase(tmod(y.astype("int32x2"), x.astype("int32x2")), tmod(y, x).astype("int32x2")), TestCase(tmod(tvm.tirx.Ramp(x, 4, 4), 2), tvm.tirx.Broadcast(tmod(x, 2), 4)), TestCase(tmod(tvm.tirx.Ramp(x * 8 + 1, 1, 4), 8), tvm.tirx.Ramp(1, 1, 4), x >= 0), TestCase( tmod(tvm.tirx.Ramp(x * 8 + 1, 1, tirx.vscale() * 4), 8), tmod(tvm.tirx.Ramp(1, 1, tirx.vscale() * 4), 8), x >= 0, ), TestCase( tmod(tvm.tirx.Ramp(x * 8 + 1, 15, 4), 8), tmod(tvm.tirx.Ramp(1, 15, 4), 8), x >= 0 ), # floor div TestCase(fld(y.astype("int32x2"), x.astype("int32x2")), fld(y, x).astype("int32x2")), TestCase(fld(tvm.tirx.Ramp(x, 4, 4), 2), tvm.tirx.Ramp(fld(x, 2), 2, 4)), TestCase( fld(tvm.tirx.Ramp(x, 4, tirx.vscale() * 4), 2), tvm.tirx.Ramp(fld(x, 2), 2, tirx.vscale() * 4), ), TestCase(fld(tvm.tirx.Ramp(x * 8 + 1, 1, 4), 8), (x).astype("int32x4")), TestCase(fld(tvm.tirx.Ramp(x * 8 + 15, 1, 4), 8), fld(tvm.tirx.Ramp(x * 8 + 15, 1, 4), 8)), TestCase( fld(tvm.tirx.Ramp(x, 8, 5), tvm.tirx.Broadcast(4, 5)), tvm.tirx.Ramp(fld(x, 4), 2, 5) ), TestCase( fld(tvm.tirx.Ramp(x, 8, tirx.vscale() * 4), tvm.tirx.Broadcast(4, tirx.vscale() * 4)), tvm.tirx.Ramp(fld(x, 4), 2, tirx.vscale() * 4), ), TestCase( fld(tvm.tirx.Ramp(flm(x * 4, 256), 1, 4), tvm.tirx.Broadcast(8, 4)), tvm.tirx.Broadcast(fld(flm(x * 4, 256), 8), 4), ), TestCase( fld(tvm.tirx.Ramp(x, 7, 4), tvm.tirx.Broadcast(4, 4)), fld(tvm.tirx.Ramp(x, 7, 4), tvm.tirx.Broadcast(4, 4)), ), TestCase( fld(tvm.tirx.Ramp(x * 8, 1, 4), tvm.tirx.Broadcast(4, 4)), tvm.tirx.Broadcast(x * 2, 4) ), TestCase( fld( tvm.tirx.Ramp(x * 8, 1, tirx.vscale() * 4), tvm.tirx.Broadcast(4, tirx.vscale() * 4) ), fld( tvm.tirx.Ramp(x * 8, 1, tirx.vscale() * 4), tvm.tirx.Broadcast(4, tirx.vscale() * 4) ), ), TestCase( fld(tvm.tirx.Ramp(x * 8, 3, 4), tvm.tirx.Broadcast(4, 4)), fld(tvm.tirx.Ramp(x * 8, 3, 4), tvm.tirx.Broadcast(4, 4)), ), TestCase( fld(tvm.tirx.Ramp(x * 8 + 15, 1, 4), tvm.tirx.Broadcast(4, 4)), fld(tvm.tirx.Ramp(x * 8 + 15, 1, 4), tvm.tirx.Broadcast(4, 4)), ), TestCase( fld(tvm.tirx.Ramp(x * 4, 1, 4), tvm.tirx.Broadcast(64, 4)), tvm.tirx.Broadcast(fld(x, 16), 4), ), TestCase( fld(tvm.tirx.Ramp(x * 8, 2, 4), tvm.tirx.Broadcast(64, 4)), tvm.tirx.Broadcast(fld(x, 8), 4), ), TestCase( fld(tvm.tirx.Ramp(x * 4, 1, 5), tvm.tirx.Broadcast(64, 5)), fld(tvm.tirx.Ramp(x * 4, 1, 5), tvm.tirx.Broadcast(64, 5)), ), # Example negative case: x = 15; [60, 61, 62, 63, 64] / 64 = [0, 0, 0, 0, 1] TestCase( fld(tvm.tirx.Ramp(x * 4 + 3, 1, 4), tvm.tirx.Broadcast(64, 4)), fld(tvm.tirx.Ramp(x * 4 + 3, 1, 4), tvm.tirx.Broadcast(64, 4)), ), # Example negative case: x = 15; [63, 64, 65, 66] % 64 = [0, 1, 1, 1] TestCase( fld(tvm.tirx.Ramp(x * 7, 1, 4), tvm.tirx.Broadcast(64, 4)), fld(tvm.tirx.Ramp(x * 7, 1, 4), tvm.tirx.Broadcast(64, 4)), ), # Example negative case: x = 9; [63, 70, 77, 84] % 64 = [0, 1, 1, 1] # floor mod TestCase(flm(y.astype("int32x2"), x.astype("int32x2")), flm(y, x).astype("int32x2")), TestCase(flm(tvm.tirx.Ramp(x, 4, 4), 2), tvm.tirx.Broadcast(flm(x, 2), 4)), TestCase( flm(tvm.tirx.Ramp(x, 4, tirx.vscale() * 8), 2), tvm.tirx.Broadcast(flm(x, 2), tirx.vscale() * 8), ), TestCase(flm(tvm.tirx.Ramp(x * 8 + 1, 1, 4), 8), tvm.tirx.Ramp(1, 1, 4)), TestCase( flm(tvm.tirx.Ramp(x * 8 + 1, 1, tirx.vscale() * 4), 8), flm(tvm.tirx.Ramp(1, 1, tirx.vscale() * 4), 8), ), TestCase(flm(tvm.tirx.Ramp(x * 8 + 1, 15, 4), 8), flm(tvm.tirx.Ramp(1, 15, 4), 8)), TestCase( flm(tvm.tirx.Ramp(x, 8, 4), tvm.tirx.Broadcast(4, 4)), tvm.tirx.Broadcast(flm(x, 4), 4) ), TestCase( flm(tvm.tirx.Ramp(x, 7, 4), tvm.tirx.Broadcast(4, 4)), flm(tvm.tirx.Ramp(x, 7, 4), tvm.tirx.Broadcast(4, 4)), ), TestCase(flm(tvm.tirx.Ramp(x * 8, 1, 4), tvm.tirx.Broadcast(4, 4)), tvm.tirx.Ramp(0, 1, 4)), TestCase( flm(tvm.tirx.Ramp(x * 8, 1, 5), tvm.tirx.Broadcast(4, 5)), flm(tvm.tirx.Ramp(0, 1, 5), tvm.tirx.Broadcast(4, 5)), ), TestCase( flm(tvm.tirx.Ramp(x * 8 + 7, 1, 4), tvm.tirx.Broadcast(4, 4)), flm(tvm.tirx.Ramp(3, 1, 4), tvm.tirx.Broadcast(4, 4)), ), TestCase( flm(tvm.tirx.Ramp(x * 4, 1, 4), tvm.tirx.Broadcast(64, 4)), tvm.tirx.Ramp(flm(x * 4, 64), 1, 4), ), TestCase( flm(tvm.tirx.Ramp(x * 8, 2, 4), tvm.tirx.Broadcast(64, 4)), tvm.tirx.Ramp(flm(x * 8, 64), 2, 4), ), TestCase( flm(tvm.tirx.Ramp(x * 4, 1, 5), tvm.tirx.Broadcast(64, 5)), flm(tvm.tirx.Ramp(x * 4, 1, 5), tvm.tirx.Broadcast(64, 5)), ), # Example negative case: x = 15; [60, 61, 62, 63, 64] % 64 = [60, 61, 62, 63, 0] TestCase( flm(tvm.tirx.Ramp(x * 4 + 3, 1, 4), tvm.tirx.Broadcast(64, 4)), flm(tvm.tirx.Ramp(x * 4 + 3, 1, 4), tvm.tirx.Broadcast(64, 4)), ), # Example negative case: x = 15; [63, 64, 65, 66] % 64 = [63, 0, 1, 2] TestCase( flm(tvm.tirx.Ramp(x * 2, 1, 8), tvm.tirx.Broadcast(20, 8)), flm(tvm.tirx.Ramp(x * 2, 1, 8), tvm.tirx.Broadcast(20, 8)), ), # Example negative case: x = 9; [18, 19, 20, ..., 25] % 20 = [18, 19, 0, 1, ..., 5] TestCase( flm(tvm.tirx.Ramp(x * 7, 1, 4), tvm.tirx.Broadcast(64, 4)), flm(tvm.tirx.Ramp(x * 7, 1, 4), tvm.tirx.Broadcast(64, 4)), ), # Example negative case: x = 9; [63, 70, 77, 84] % 64 = [63, 6, 13, 20] # Min/Max rules TestCase( tvm.tirx.min(y.astype("int32x2"), x.astype("int32x2")), tvm.tirx.min(y, x).astype("int32x2"), ), TestCase( tvm.tirx.min(tvm.tirx.min(vx, y.astype("int32x2")), x.astype("int32x2")), tvm.tirx.min(vx, tvm.tirx.min(y, x).astype("int32x2")), ), TestCase( tvm.tirx.max(y.astype("int32x2"), x.astype("int32x2")), tvm.tirx.max(y, x).astype("int32x2"), ), TestCase( tvm.tirx.max(tvm.tirx.max(vx, y.astype("int32x2")), x.astype("int32x2")), tvm.tirx.max(vx, tvm.tirx.max(y, x).astype("int32x2")), ), ## Logical rules TestCase(y.astype("int32x2").equal(x.astype("int32x2")), (y.equal(x)).astype("boolx2")), TestCase( tvm.tirx.NE(y.astype("int32x2"), (x.astype("int32x2"))), (tvm.tirx.NE(y, x)).astype("boolx2"), ), TestCase(y.astype("int32x2") > x.astype("int32x2"), (x < y).astype("boolx2")), TestCase(y.astype("int32x2") >= x.astype("int32x2"), (x <= y).astype("boolx2")), TestCase(y.astype("int32x2") < x.astype("int32x2"), (y < x).astype("boolx2")), TestCase(y.astype("int32x2") <= x.astype("int32x2"), (y <= x).astype("boolx2")), TestCase( tvm.tirx.And(y.astype("int32x2") <= x.astype("int32x2"), vc.astype("boolx2")), (tvm.tirx.And(y <= x, vc)).astype("boolx2"), ), TestCase( tvm.tirx.Or(y.astype("int32x2") <= x.astype("int32x2"), vc.astype("boolx2")), (tvm.tirx.Or(y <= x, vc)).astype("boolx2"), ), ) class TestSelect(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( # Add rules TestCase( tvm.tirx.Select(x < 0, y, 0) + tvm.tirx.Select(x < 0, 1, z), tvm.tirx.Select(x < 0, y + 1, z), ), TestCase( tvm.tirx.Select(x < 0, y, 1) - tvm.tirx.Select(x < 0, 1, z), tvm.tirx.Select(x < 0, y + (-1), 1 - z), ), TestCase(tvm.tirx.Select(x < 0, y, z) - y, tvm.tirx.Select(x < 0, 0, z - y)), TestCase(tvm.tirx.Select(x < 0, y, z) - z, tvm.tirx.Select(x < 0, y - z, 0)), TestCase( tvm.tirx.min(tvm.tirx.Select(x < 0, y, 0), tvm.tirx.Select(x < 0, 1, z)), tvm.tirx.Select(x < 0, tvm.tirx.min(y, 1), tvm.tirx.min(0, z)), ), TestCase( tvm.tirx.max(tvm.tirx.Select(x < 0, y, 0), tvm.tirx.Select(x < 0, 1, z)), tvm.tirx.Select(x < 0, tvm.tirx.max(y, 1), tvm.tirx.max(0, z)), ), TestCase(tvm.tirx.Select(x * 3 + 1 != 0, y, z), y), TestCase(tvm.tirx.Select(x * 3 + 1 == 0, y, z), z), TestCase(tvm.tirx.Select(x > 0, y + 1, y + 1), y + 1), ) class TestCancellation(BaseCompare): var_int8 = tirx.Var("var_int8", "int8") var_int32 = tirx.Var("var_int32", "int32") var_int64 = tirx.Var("var_int64", "int64") var_uint8 = tirx.Var("var_uint8", "uint8") var_uint32 = tirx.Var("var_uint32", "uint32") var_uint64 = tirx.Var("var_uint64", "uint64") test_case = tvm.testing.parameter( TestCase(tirx.const(5, "int64") - tirx.const(5, "int64"), tirx.const(0, "int64")), TestCase(tirx.const(5, "uint8") - tirx.const(5, "uint8"), tirx.const(0, "uint8")), TestCase(var_int8 - var_int8, tirx.const(0, "int8")), TestCase(var_int32 - var_int32, tirx.const(0, "int32")), TestCase(var_int64 - var_int64, tirx.const(0, "int64")), TestCase(var_uint8 - var_uint8, tirx.const(0, "uint8")), TestCase(var_uint32 - var_uint32, tirx.const(0, "uint32")), TestCase(var_uint64 - var_uint64, tirx.const(0, "uint64")), TestCase(tirx.EQ(tirx.const(5, "int64"), tirx.const(5, "int64")), tirx.const(True, "bool")), TestCase(tirx.EQ(tirx.const(5, "uint8"), tirx.const(5, "uint8")), tirx.const(True, "bool")), TestCase(tirx.EQ(var_int8, var_int8), tirx.const(True, "bool")), TestCase(tirx.EQ(var_int32, var_int32), tirx.const(True, "bool")), TestCase(tirx.EQ(var_int64, var_int64), tirx.const(True, "bool")), TestCase(tirx.EQ(var_uint8, var_uint8), tirx.const(True, "bool")), TestCase(tirx.EQ(var_uint32, var_uint32), tirx.const(True, "bool")), TestCase(tirx.EQ(var_uint64, var_uint64), tirx.const(True, "bool")), TestCase( tirx.NE(tirx.const(5, "int64"), tirx.const(5, "int64")), tirx.const(False, "bool") ), TestCase( tirx.NE(tirx.const(5, "uint8"), tirx.const(5, "uint8")), tirx.const(False, "bool") ), TestCase(tirx.NE(var_int8, var_int8), tirx.const(False, "bool")), TestCase(tirx.NE(var_int32, var_int32), tirx.const(False, "bool")), TestCase(tirx.NE(var_int64, var_int64), tirx.const(False, "bool")), TestCase(tirx.NE(var_uint8, var_uint8), tirx.const(False, "bool")), TestCase(tirx.NE(var_uint32, var_uint32), tirx.const(False, "bool")), TestCase(tirx.NE(var_uint64, var_uint64), tirx.const(False, "bool")), ) class TestAddIndex(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( TestCase(x + (y - x), y), TestCase(x - (y + 1) + (y + 1), x), TestCase((x - 10) + (10 - z), x - z), TestCase((x - y) + (z - x), z - y), TestCase(tvm.tirx.min(x, y - z) + z, tvm.tirx.min(x + z, y)), TestCase(tvm.tirx.min(x - z, y) + z, tvm.tirx.min(x, y + z)), TestCase(tvm.tirx.max(x, y - 10) + 10, tvm.tirx.max(x + 10, y)), TestCase(tvm.tirx.max(x - 11, y) + 11, tvm.tirx.max(x, y + 11)), TestCase(tvm.tirx.max(x, y * 2) + tvm.tirx.min(x, y * 2), x + y * 2), TestCase(tvm.tirx.min(x, y * 2) + tvm.tirx.max(x, y * 2), x + y * 2), TestCase(tvm.tirx.max(x, y + 2) + (-2), tvm.tirx.max(x + (-2), y)), TestCase(tvm.tirx.min(x, y + 2) + (-2), tvm.tirx.min(x + (-2), y)), TestCase(tvm.tirx.min(x + 2, y + 3) + (-2), tvm.tirx.min(x, y + 1)), TestCase(tvm.tirx.max(0, 1 - x * 4) + x * 4, tvm.tirx.max(x * 4, 1)), TestCase(tvm.tirx.max(2 - x * 4, 0) + x * 4, tvm.tirx.max(x * 4, 2)), TestCase(tvm.tirx.min(0, 1 - x * 4) + x * 4, tvm.tirx.min(x * 4, 1)), TestCase(tvm.tirx.min(2 - x * 4, 0) + x * 4, tvm.tirx.min(x * 4, 2)), TestCase(x * y + x * 10, (y + 10) * x), TestCase(y * x + x * 10, (y + 10) * x), TestCase(y * x + 10 * x, (y + 10) * x), TestCase(x * y + 10 * x, (y + 10) * x), TestCase((2 * z) + tvm.tirx.min(x, y - (2 * z)), tvm.tirx.min(x + (z * 2), y)), TestCase(y * x + x, (y + 1) * x), TestCase(x * y + x, (y + 1) * x), TestCase((x + 10) + 13, x + 23), TestCase((x + 10) + (13 + z), x + z + 23), TestCase(x * y + 10 * x, (y + 10) * x), TestCase(y * x + x * 3, (y + 3) * x), TestCase(x + 3 + y, x + y + 3), TestCase((3 - y) + x, x - y + 3), # canonicalization TestCase(x + 2 + 3 + 4 + x, x * 2 + 9), TestCase(x + 2 + 3 + 4 + x * 3, x * 4 + 9), # DivMod rules # trunc div TestCase(y * tmod(x, 8) + 10 * tmod(x, 8), (y + 10) * tmod(x, 8)), TestCase(tdiv(x, 8) * 8 + tmod(x, 8), x), # floor div TestCase(y * flm(x, 8) + 10 * flm(x, 8), (y + 10) * flm(x, 8)), TestCase(fld(x, 8) * 8 + flm(x, 8), x), TestCase(fld(flm(x, 2) + 7, 2) + fld(x, 2), fld(x + 7, 2)), ) class TestSubIndex(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( TestCase(x + y - y, x), TestCase(x + y - x, y), TestCase(x - (y + x), 0 - y), TestCase(x - (x + y), 0 - y), TestCase(tvm.tirx.min(x, y) - x, tvm.tirx.min(0, y - x)), TestCase(tvm.tirx.min(x, y) - y, tvm.tirx.min(x - y, 0)), TestCase(tvm.tirx.max(x, y) - x, tvm.tirx.max(0, y - x)), TestCase(tvm.tirx.max(x, y) - y, tvm.tirx.max(x - y, 0)), TestCase(x - tvm.tirx.min(x, y), tvm.tirx.max(0, x - y)), TestCase(y - tvm.tirx.min(x, y), tvm.tirx.max(y - x, 0)), TestCase(x - tvm.tirx.max(x, y), tvm.tirx.min(0, x - y)), TestCase(y - tvm.tirx.max(x, y), tvm.tirx.min(y - x, 0)), # mul co-efficient foldng TestCase(x - x, 0), TestCase(x * y - x, (y + (-1)) * x), TestCase(x * y - 10 * x, (y + (-10)) * x), TestCase(y * x - x * z, (y - z) * x), TestCase(y * x - z * x, (y - z) * x), TestCase(x + 10 - 20, x + (-10)), # 4-operands pattern TestCase((x + y) - (x + z), y - z), TestCase((y + x) - (x + z), y - z), TestCase((x + y) - (z + x), y - z), TestCase((y + x) - (z + x), y - z), TestCase(tvm.tirx.min(x + y, z) - x, tvm.tirx.min(y, z - x)), TestCase(tvm.tirx.min(y + x, z) - x, tvm.tirx.min(y, z - x)), TestCase(tvm.tirx.min(z, x + y) - x, tvm.tirx.min(z - x, y)), TestCase(tvm.tirx.min(z, y + x) - x, tvm.tirx.min(z - x, y)), TestCase(tvm.tirx.max(x + y, z) - x, tvm.tirx.max(y, z - x)), TestCase(tvm.tirx.max(y + x, z) - x, tvm.tirx.max(y, z - x)), TestCase(tvm.tirx.max(z, x + y) - x, tvm.tirx.max(z - x, y)), TestCase(tvm.tirx.max(z, y + x) - x, tvm.tirx.max(z - x, y)), TestCase(x - tvm.tirx.min(x + y, z), tvm.tirx.max(0 - y, x - z)), TestCase(x - tvm.tirx.min(y + x, z), tvm.tirx.max(0 - y, x - z)), TestCase(x - tvm.tirx.min(z, x + y), tvm.tirx.max(x - z, 0 - y)), TestCase(x - tvm.tirx.min(z, y + x), tvm.tirx.max(x - z, 0 - y)), TestCase(tvm.tirx.min(x, y) - tvm.tirx.min(y, x), 0), TestCase(tvm.tirx.max(x, y) - tvm.tirx.max(y, x), 0), TestCase(tvm.tirx.min(x, y) - tvm.tirx.min(x + 10, y + 10), -10), TestCase(tvm.tirx.min(x + 10, y + 1) - tvm.tirx.min(x, y - 9), 10), TestCase(x - tvm.tirx.max(x + y, 0), tvm.tirx.min(0 - y, x)), TestCase(x - tvm.tirx.max(0, x + y), tvm.tirx.min(x, 0 - y)), TestCase(x - tvm.tirx.min(x + y, 0), tvm.tirx.max(0 - y, x)), TestCase(x - tvm.tirx.min(0, x + y), tvm.tirx.max(x, 0 - y)), # DivMod patterns # truc div TestCase(x - tdiv(x, 3) * 3, tmod(x, 3)), TestCase(tdiv(x + 5, 3) - tdiv(x, 3), tdiv(tmod(x, 3) + 5, 3), x >= 0), TestCase(tdiv(x + 5, 3) - tdiv(x + 1, 3), tdiv(tmod(x + 1, 3) + 4, 3), x >= -1), TestCase(y - tdiv(y, (-5)) * (-5), tmod(y, 5)), TestCase(tdiv(y, 3) * 3 - y, 0 - tmod(y, 3)), TestCase(y - tdiv(y - 6, 5) * 5, tmod(y + (-6), 5) + 6), TestCase(tdiv(y - 6, 5) * 5 - y, (-6) - tmod(y + (-6), 5)), TestCase(y - tdiv(y + z, 5) * 5, tmod(y + z, 5) - z), TestCase(tdiv(y + z, 5) * 5 - y, z - tmod(y + z, 5)), TestCase(y - tdiv(y - z, 5) * 5, tmod(y - z, 5) + z), TestCase(tdiv(y - z, 5) * 5 - y, 0 - tmod(y - z, 5) - z), TestCase(y * 3 - tdiv(y, 2) * 6, tmod(y, 2) * 3), TestCase(tdiv(y, 3) * 6 - y * 2, tmod(y, 3) * (-2)), TestCase(y * 5 - tdiv(y + z, 2) * 10, (tmod(y + z, 2) - z) * 5), TestCase(y * 5 - tdiv(y - z, 2) * 10, (tmod(y - z, 2) + z) * 5), TestCase(tdiv(y + z, 3) * 6 - y * 2, (z - tmod(y + z, 3)) * 2), TestCase(tdiv(y - z, 3) * 6 - y * 2, (0 - tmod(y - z, 3) - z) * 2), TestCase(5 * y - tdiv(y + z, 2) * 10, (tmod(y + z, 2) - z) * 5), TestCase(5 * y - 10 * tdiv(y - z, 2), (tmod(y - z, 2) + z) * 5), TestCase(6 * tdiv(y + z, 3) - y * 2, (z - tmod(y + z, 3)) * 2), TestCase(tdiv(y - z, 3) * 6 - 2 * y, (0 - tmod(y - z, 3) - z) * 2), # floor div TestCase(x - fld(x, 3) * 3, flm(x, 3)), TestCase(fld(x + 5, 3) - fld(x, 3), fld(flm(x, 3) + 5, 3)), TestCase(fld(x + 5, 3) - fld(x + 2, 3), fld(flm(x + 2, 3), 3) + 1), TestCase(fld(y, 3) * 3 - y, 0 - flm(y, 3)), TestCase(y - fld(y - 6, 5) * 5, flm(y + 4, 5) + 6), TestCase(fld(y - 6, 5) * 5 - y, (-6) - flm(y + 4, 5)), TestCase(y - fld(y + z, 5) * 5, flm(y + z, 5) - z), TestCase(fld(y + z, 5) * 5 - y, z - flm(y + z, 5)), TestCase(y - fld(y - z, 5) * 5, flm(y - z, 5) + z), TestCase(fld(y - z, 5) * 5 - y, 0 - flm(y - z, 5) - z), TestCase(y * 3 - fld(y, 2) * 6, flm(y, 2) * 3), TestCase(fld(y, 3) * 6 - y * 2, flm(y, 3) * (-2)), TestCase(y * 5 - fld(y + z, 2) * 10, (flm(y + z, 2) - z) * 5), TestCase(y * 5 - fld(y - z, 2) * 10, (flm(y - z, 2) + z) * 5), TestCase(fld(y + z, 3) * 6 - y * 2, (z - flm(y + z, 3)) * 2), TestCase(fld(y - z, 3) * 6 - y * 2, (0 - flm(y - z, 3) - z) * 2), TestCase(5 * y - fld(y + z, 2) * 10, (flm(y + z, 2) - z) * 5), TestCase(5 * y - 10 * fld(y - z, 2), (flm(y - z, 2) + z) * 5), TestCase(6 * fld(y + z, 3) - y * 2, (z - flm(y + z, 3)) * 2), TestCase(fld(y - z, 3) * 6 - 2 * y, (0 - flm(y - z, 3) - z) * 2), ) class TestMulIndex(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( TestCase((x + 2) * 3, x * 3 + 6), TestCase((x * 2) * 3, x * 6), TestCase(tvm.tirx.min(x, y) * tvm.tirx.max(x, y), x * y), TestCase(tvm.tirx.max(x, y) * tvm.tirx.min(x, y), x * y), TestCase((x - y) * (-2), (y - x) * 2), ) class TestDivIndex(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") non_negative = [x >= 0, y >= 0, z >= 0] test_case = tvm.testing.parameter( TestCase(tdiv(x, x), 1), TestCase(tdiv(tdiv(x, 2), 3), tdiv(x, 6)), TestCase(tdiv(tdiv(x, 2) + 1, 3), tdiv(x + 2, 6), non_negative), TestCase(tdiv(x * 2, 4), tdiv(x, 2)), TestCase(tdiv(x * 4, 2), x * 2), TestCase(tdiv(x * 4 + y, 2), x * 2 + tdiv(y, 2), non_negative), TestCase(tdiv(tvm.tirx.min(x * 6, y), 2), tvm.tirx.min(x * 3, tdiv(y, 2)), non_negative), TestCase(tdiv(tvm.tirx.max(x * 6, y), 2), tvm.tirx.max(x * 3, tdiv(y, 2)), non_negative), TestCase(tdiv(y + x * 4, 2), tdiv(y, 2) + x * 2, non_negative), TestCase(tdiv(tvm.tirx.min(y, x * 6), 2), tvm.tirx.min(tdiv(y, 2), x * 3), non_negative), TestCase(tdiv(tvm.tirx.max(y, x * 6), 2), tvm.tirx.max(tdiv(y, 2), x * 3), non_negative), # 3-operands TestCase(tdiv(x * 6 + y + z, 2), x * 3 + tdiv(y + z, 2), non_negative), TestCase(tdiv(x * 6 - y + (y + 3), 2), x * 3 + 1, non_negative), TestCase(tdiv(x * 6 + (y + 3) - y, 2), x * 3 + 1, non_negative), TestCase(tdiv(y + x * 6 + z, 2), x * 3 + tdiv(y + z, 2), non_negative), TestCase(tdiv(x + 4, 2), tdiv(x, 2) + 2, non_negative), TestCase(tdiv(x + y, x), tdiv(y, x) + 1, non_negative), TestCase(tdiv(y + x, x), tdiv(y, x) + 1, non_negative), TestCase(tdiv((x + y) + z, x), tdiv(y + z, x) + 1, non_negative), TestCase(tdiv((y + x) + z, x), tdiv(y + z, x) + 1, non_negative), TestCase(tdiv(y + (x + z), x), tdiv(y + z, x) + 1, non_negative), TestCase(tdiv(y + (z + x), x), tdiv(y + z, x) + 1, non_negative), TestCase(tdiv(x * y, y), x, non_negative), TestCase(tdiv(y * x, y), x, non_negative), TestCase(tdiv(x * z + y, z), x + tdiv(y, z), non_negative), TestCase(tdiv(z * x + y, z), x + tdiv(y, z), non_negative), TestCase(tdiv(y + x * z, z), tdiv(y, z) + x, non_negative), TestCase(tdiv(y + z * x, z), tdiv(y, z) + x, non_negative), ) class TestFloordivIndex(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( TestCase(fld(fld(x, 2), 3), fld(x, 6)), TestCase(fld(fld(x, 2) + 1, 3), fld(x + 2, 6)), TestCase(fld(x - flm(x, 21), 21), fld(x, 21)), TestCase(fld(x * 2, 4), fld(x, 2)), TestCase(fld(x * 4, 2), x * 2), TestCase(fld(x * 8 + 7, 16), fld(x, 2)), TestCase(fld(x * 8 + 39, 16), fld(x, 2) + 2), TestCase(fld(x * 8 - 1, 16), fld(x * 8 + -1, 16)), TestCase(fld(x * 8 - 9, 16), fld(x, 2) + -1), # TODO(Lunderberg): Remove the necessity for the preconditions # in this section. They shouldn't be necessary for floordiv, # where they would be required for truncdiv. TestCase(fld(x * 360 + y, 16), x * 22, [x >= 0, x < 2, y >= 0, y < 7]), TestCase(fld(x * 360 + y, 25), x * 14, [x >= 0, x < 2, y >= 0, y < 7]), TestCase(fld(x * 360 - 8, 25), fld(x * 360 + -8, 25)), TestCase(fld(x * 4 + y, 2), x * 2 + fld(y, 2)), TestCase(fld(tvm.tirx.min(x * 6, y), 2), tvm.tirx.min(x * 3, fld(y, 2))), TestCase(fld(tvm.tirx.max(x * 6, y), 2), tvm.tirx.max(x * 3, fld(y, 2))), TestCase(fld(y + x * 4, 2), x * 2 + fld(y, 2)), TestCase(fld(tvm.tirx.min(y, x * 6), 2), tvm.tirx.min(fld(y, 2), x * 3)), TestCase(fld(tvm.tirx.max(y, x * 6), 2), tvm.tirx.max(fld(y, 2), x * 3)), # 3-operands # # TODO(Lunderberg): Remove the necessity for the preconditions # in this section. They shouldn't be required, since floordiv # has translational symmetry, even for negative. TestCase(fld(x * 6 + y + z, 2), x * 3 + fld(y + z, 2)), TestCase(fld(x * 6 - y + (y + 3), 2), x * 3 + 1), TestCase(fld(x * 6 + (y + 3) - y, 2), x * 3 + 1), TestCase(fld(y + x * 6 + z, 2), x * 3 + fld(y + z, 2)), TestCase(fld(x + 4, 2), fld(x, 2) + 2), TestCase(fld(x + y, x), fld(y, x) + 1, x >= 0), TestCase(fld(y + x, x), fld(y, x) + 1, x >= 0), TestCase(fld((x + y) + z, x), fld(y + z, x) + 1, x >= 0), TestCase(fld((y + x) + z, x), fld(y + z, x) + 1, x >= 0), TestCase(fld(y + (x + z), x), fld(y + z, x) + 1, x >= 0), TestCase(fld(y + (z + x), x), fld(y + z, x) + 1, x >= 0), TestCase(fld(x * y, y), x, y >= 0), TestCase(fld(y * x, y), x, y >= 0), TestCase(fld(x * z + y, z), x + fld(y, z), z >= 0), TestCase(fld(x * z * 2 + y, z * 2), x + fld(y, z * 2), z * 2 >= 0), TestCase(fld(z * x + y, z), x + fld(y, z), z >= 0), TestCase(fld(y + x * z, z), fld(y, z) + x, z >= 0), TestCase(fld(y + z * x, z), fld(y, z) + x, z >= 0), TestCase(fld(x * 32 + y, 64), fld(x, 2), [y >= 0, y < 32]), TestCase(fld(x * 128 + y * 4 + z, 512), fld(x, 4), [y >= 0, y < 32, z >= 0, z < 4]), ) class TestModIndex(BaseCompare): x, y, nx, ny, z = ( tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("nx", "int32"), tvm.tirx.Var("ny", "int32"), tvm.tirx.Var("z", "int32"), ) test_case = tvm.testing.parameter( # TODO(Lunderberg): Loosen these preconditions. When there's # a single term whose factor is divisible by the denominator, # the sign of the argument doesn't matter. TestCase(tmod(x * 10, 2), 0, x >= 0), TestCase(tmod(x * 10 + y, 2), tmod(y, 2), [x >= 0, y >= 0]), TestCase(tmod(x + 10, 2), tmod(x, 2), x >= 0), TestCase(tmod(x + y * 10, 2), tmod(x, 2), [x >= 0, y >= 0]), TestCase(tmod(x * 10 + 1 + y * 2 + 2, 2), 1, [x >= 0, y >= 0]), TestCase(tmod(x * 10, -2), 0, x <= 0), TestCase(tmod(x * 10 + y, -2), tmod(y, 2), [x >= 0, y >= 0]), TestCase(tmod(x + 10, -2), tmod(x, 2), x >= 0), TestCase(tmod(x + y * 10, -2), tmod(x, 2), [x >= 0, y >= 0]), TestCase(tmod(x * 10 + 1 + y * 2 + 2, -2), 1, [x >= 0, y >= 0]), TestCase(tmod(x * (-10), 2), 0), TestCase(tmod(x * (-10) + y, 2), tmod(x * (-10) + y, 2)), TestCase(tmod(x + (-10), 2), tmod(x + (-10), 2)), TestCase(tmod(x + y * (-10), 2), tmod(x + y * (-10), 2)), TestCase(tmod(x * (-10), -2), 0), TestCase(tmod(nx * 10, 2), 0), TestCase(tmod(nx * (-10) + y, 2), tmod(y, 2), [nx <= 0, y >= 0]), TestCase(tmod(x + ny * (-10), 2), tmod(x, 2), [x >= 0, ny <= 0]), TestCase(tmod(nx * (-10) + 1 + ny * (-2) + 2, 2), 1, [nx <= 0, ny <= 0]), TestCase(tmod(nx * 10, -2), 0), TestCase(tmod(nx * (-10) + y, -2), tmod(y, 2), [nx <= 0, y >= 0]), TestCase(tmod(x + ny * (-10), -2), tmod(x, 2), [x >= 0, ny <= 0]), ) class TestFloormodIndex(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( TestCase(flm(x * 10, 2), 0), TestCase(flm(x * 9600, 6400), flm(x * 3200, 6400)), TestCase(flm(x * 10 + y, 2), flm(y, 2)), # coefficient is not shrunk unless it is a multiple of the divisor (#19825) TestCase(flm(x * 360 + y, 16), flm(x * 360 + y, 16)), TestCase(flm(x * 192 + y, 128), flm(x * 192 + y, 128)), TestCase(flm(x + 10, 2), flm(x, 2)), TestCase(flm(x + y * 10, 2), flm(x, 2)), TestCase(flm(x + y * 360, 16), flm(x + y * 360, 16)), TestCase(flm(x + y * 192, 128), flm(x + y * 192, 128)), TestCase(flm(x * (-10), 2), 0), TestCase(flm(x * (-10) + y, 2), flm(y, 2)), TestCase(flm(x + (-10), 2), flm(x, 2)), TestCase(flm(x + y * (-10), 2), flm(x, 2)), TestCase(flm(x * 32 + y, 64), flm(x, 2) * 32 + y, [y >= 0, y < 32]), TestCase(flm(x * 32 - y, 64), flm(x * 32 - y, 64), [y >= 0, y < 32]), TestCase(flm(x * z * 2 + y, z * 2), flm(y, z * 2), z * 2 >= 0), # NOTE: the followng case is covered by canonical simplify # long range simplifcation in general can be covered by canonical simplify # TestCase(flm(x * 10 + 1 + y * 2 + 2, 2), 1), ) class TestFloorModTwo(BaseCompare): """Special-case simplifications for FloorMod(expr,2) Because FloorMod(expr,2) has only two possible values, it can be simplified more aggressively than most FloorMod expressions. Some of these have analogues for other denominators (e.g. x%3 + (x+1)%3 + (x+2)%3 == 0 + 1 + 2), but they don't appear as often and require identifying more related terms in order to apply. (x + c1)//2 - (x+c2)//2 => (x%2)*( c1%2 - c1%2 ) + (c1//2 - c2//2) We should not introduce extra negative coeficient to iterators however during simplification """ x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( # Removing offsets from floormod TestCase(flm(x, 2) + flm(x + 1, 2), 1), TestCase(flm(x + 1, 2) + flm(x, 2), 1), # Difference of floordiv yields floormod TestCase(fld(x + 1, 2) - fld(x, 2), flm(x, 2)), TestCase(fld(x, 2) - fld(x - 1, 2), flm(x, 2) * -1 + 1), TestCase(fld(x + 5, 2) - fld(x - 2, 2), flm(x, 2) + 3), TestCase(fld(x + 5, 2) - fld(x - 3, 2), 4), TestCase(fld(flm(x, 2) + 1, 2), flm(x, 2)), # Sum of floordiv and floormod to yield floordiv TestCase(fld(x + 1, 2) - flm(x, 2), fld(x, 2)), TestCase(fld(x, 2) + flm(x, 2), fld(x + 1, 2)), # regression: although we can rewrite (x + 1) %2 => 1 - x%2 # doing so would introduce negative co-efficient to iterators # which makes later iter map detection harder, in principle we # should not introduce additional negative signs of iterator in rewriting TestCase(flm(x + 1, 2), flm(x + 1, 2)), TestCase(flm(x + 5, 2), flm(x + 1, 2)), TestCase(flm(x + 1, 2) * 8192, flm(x + 1, 2) * 8192, [x >= 0, x < 2]), ) class TestFloorModPadded(BaseCompare): """Special-case simplifications for divisibility proof such that (x - x % k) must be divisible by k """ x, y = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32") test_case = tvm.testing.parameter( TestCase(flm(x - flm(x, 9), 9), 0), TestCase(flm(x - flm(x, -9), 9), 0), TestCase(flm(x + flm(-x, 9), 9), 0), TestCase(flm(x + flm(8 * x, 9), 9), 0), TestCase(flm(x - flm(x, y), y), 0), TestCase(flm(x - flm(x, -y), y), 0), TestCase(flm(x + flm(-x, y), y), 0), ) def test_uint_floormod_const_fold(): analyzer = tvm.arith.Analyzer() expr = flm(8192, T.uint32(128)) tvm.ir.assert_structural_equal(expr, T.uint32(0)) assert analyzer.can_prove_equal(expr, 0) class TestMinIndex(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( # const int bound TestCase(tvm.tirx.min(tmod(x, 2), tmod(y, 2) + 10), tmod(x, 2)), TestCase(tvm.tirx.min(flm(x, 2), flm(y, 2) + 10), flm(x, 2)), TestCase(tvm.tirx.min(x + 1, x + 10), x + 1), TestCase(tvm.tirx.min(x + 111, x + 10), x + 10), TestCase(tvm.tirx.min(x + 1, x), x), TestCase(tvm.tirx.min(x, x + 2), x), TestCase(tvm.tirx.min(1 - x, 2 - x), 1 - x), TestCase(tvm.tirx.min(3 - x, 2 - x), 2 - x), TestCase(tvm.tirx.min(tvm.tirx.max(x, y), tvm.tirx.min(x, y)), tvm.tirx.min(x, y)), TestCase(tvm.tirx.min(tvm.tirx.max(x, y), tvm.tirx.min(y, x)), tvm.tirx.min(x, y)), TestCase(tvm.tirx.min(tvm.tirx.max(x, y), x), x), TestCase(tvm.tirx.min(tvm.tirx.max(y, x), x), x), TestCase(tvm.tirx.min(tvm.tirx.min(x, y), x), tvm.tirx.min(x, y)), TestCase(tvm.tirx.min(tvm.tirx.min(x, y), y), tvm.tirx.min(x, y)), TestCase(tvm.tirx.min(x, tvm.tirx.max(x, y)), x), TestCase(tvm.tirx.min(x, tvm.tirx.max(y, x)), x), TestCase(tvm.tirx.min(x, tvm.tirx.min(x, y)), tvm.tirx.min(x, y)), TestCase(tvm.tirx.min(y, tvm.tirx.min(x, y)), tvm.tirx.min(x, y)), TestCase( tvm.tirx.min(tvm.tirx.min(tvm.tirx.min(x, y), z), y), tvm.tirx.min(tvm.tirx.min(x, y), z), ), TestCase( tvm.tirx.min(tvm.tirx.min(tvm.tirx.min(tvm.tirx.min(x, y), z), x * 2), y), tvm.tirx.min(tvm.tirx.min(tvm.tirx.min(x, y), z), x * 2), ), TestCase( tvm.tirx.min( tvm.tirx.min(tvm.tirx.min(tvm.tirx.min(tvm.tirx.min(x, y), z), x * 2), z * 2), y ), tvm.tirx.min(tvm.tirx.min(tvm.tirx.min(tvm.tirx.min(x, y), z), x * 2), z * 2), ), TestCase( tvm.tirx.min(tvm.tirx.max(x, y), tvm.tirx.max(x, z)), tvm.tirx.max(tvm.tirx.min(y, z), x), ), TestCase( tvm.tirx.min(tvm.tirx.max(x, y), tvm.tirx.max(z, x)), tvm.tirx.max(tvm.tirx.min(y, z), x), ), TestCase( tvm.tirx.min(tvm.tirx.max(y, x), tvm.tirx.max(x, z)), tvm.tirx.max(tvm.tirx.min(y, z), x), ), TestCase( tvm.tirx.min(tvm.tirx.max(y, x), tvm.tirx.max(z, x)), tvm.tirx.max(tvm.tirx.min(y, z), x), ), TestCase(tvm.tirx.min(y + x, z + x), tvm.tirx.min(y, z) + x), TestCase(tvm.tirx.min(y + x, x + z), tvm.tirx.min(y, z) + x), TestCase(tvm.tirx.min(x + y, z + x), tvm.tirx.min(y, z) + x), TestCase(tvm.tirx.min(x + y, x + z), tvm.tirx.min(y, z) + x), TestCase(tvm.tirx.min(x - y, x - z), x - tvm.tirx.max(y, z)), TestCase(tvm.tirx.min(y - x, z - x), tvm.tirx.min(y, z) - x), TestCase(tvm.tirx.min(tvm.tirx.min(x, 1), 10), tvm.tirx.min(x, 1)), TestCase(tvm.tirx.min(tvm.tirx.min(x, 11), 10), tvm.tirx.min(x, 10)), TestCase(tvm.tirx.min(x * 3, 9), tvm.tirx.min(x, 3) * 3), TestCase(tvm.tirx.min(x * 2, 0), tvm.tirx.min(x, 0) * 2), TestCase(tvm.tirx.min(0 - x * 2, 0), tvm.tirx.max(x, 0) * -2), TestCase(tvm.tirx.min(3 - x, 2), 3 - tvm.tirx.max(x, 1)), TestCase(tvm.tirx.min(x * (-2), -4), tvm.tirx.max(x, 2) * -2), TestCase(tvm.tirx.min(x * (-2), 4), tvm.tirx.max(x, -2) * -2), TestCase(tvm.tirx.min(x * (0), 4), 0), TestCase(tvm.tirx.min(x * (0), -4), -4), # DivMod rules # truc div TestCase(tvm.tirx.min(tdiv(x + 3, 4) * 4, x), x), TestCase(tvm.tirx.min(x, tdiv(x + 3, 4) * 4), x), TestCase(tvm.tirx.min(tdiv(x + 3, 4) * 4, tvm.tirx.max(x, 4)), tvm.tirx.max(x, 4), x > 0), TestCase(tvm.tirx.min(tvm.tirx.max(x, 4), tdiv(x + 3, 4) * 4), tvm.tirx.max(x, 4), x > 0), TestCase(tvm.tirx.min(tdiv(x, 10), tdiv(y, 10)), tdiv(tvm.tirx.min(x, y), 10)), TestCase(tvm.tirx.min(tdiv(x, (-10)), tdiv(y, (-10))), tdiv(tvm.tirx.max(x, y), (-10))), # floor div TestCase(tvm.tirx.min(fld(x + 3, 4) * 4, x), x), TestCase(tvm.tirx.min(x, fld(x + 3, 4) * 4), x), TestCase(tvm.tirx.min(x, fld(x, 4) * 4), fld(x, 4) * 4), TestCase(tvm.tirx.min(fld(x + 3, 4) * 4, tvm.tirx.max(x, 4)), tvm.tirx.max(x, 4), x > 0), TestCase(tvm.tirx.min(tvm.tirx.max(x, 4), fld(x + 3, 4) * 4), tvm.tirx.max(x, 4), x > 0), TestCase(tvm.tirx.min(fld(x, 10), fld(y, 10)), fld(tvm.tirx.min(x, y), 10)), TestCase(tvm.tirx.min(fld(x, (-10)), fld(y, (-10))), fld(tvm.tirx.max(x, y), (-10))), ) class TestMaxIndex(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( # const int bound TestCase(tvm.tirx.max(tmod(x, 2), tmod(y, 2) + 10), tmod(y, 2) + 10), TestCase(tvm.tirx.max(flm(x, 2), flm(y, 2) + 10), flm(y, 2) + 10), TestCase(tvm.tirx.max(x + 1, x + 10), x + 10), TestCase(tvm.tirx.max(x + 111, x + 10), x + 111), TestCase(tvm.tirx.max(x + 1, x), x + 1), TestCase(tvm.tirx.max(x, x + 2), x + 2), TestCase(tvm.tirx.max(1 - x, 2 - x), 2 - x), TestCase(tvm.tirx.max(3 - x, 2 - x), 3 - x), TestCase(tvm.tirx.max(tvm.tirx.min(x, y), tvm.tirx.max(x, y)), tvm.tirx.max(x, y)), TestCase(tvm.tirx.max(tvm.tirx.min(x, y), tvm.tirx.max(y, x)), tvm.tirx.max(x, y)), TestCase(tvm.tirx.max(tvm.tirx.min(x, y), x), x), TestCase(tvm.tirx.max(tvm.tirx.min(y, x), x), x), TestCase(tvm.tirx.max(tvm.tirx.max(x, y), x), tvm.tirx.max(x, y)), TestCase(tvm.tirx.max(tvm.tirx.max(x, y), y), tvm.tirx.max(x, y)), TestCase(tvm.tirx.max(x, tvm.tirx.min(x, y)), x), TestCase(tvm.tirx.max(x, tvm.tirx.min(y, x)), x), TestCase(tvm.tirx.max(x, tvm.tirx.max(x, y)), tvm.tirx.max(x, y)), TestCase(tvm.tirx.max(y, tvm.tirx.max(x, y)), tvm.tirx.max(x, y)), TestCase( tvm.tirx.max(tvm.tirx.max(tvm.tirx.max(x, y), z), y), tvm.tirx.max(tvm.tirx.max(x, y), z), ), TestCase( tvm.tirx.max(tvm.tirx.max(tvm.tirx.max(tvm.tirx.max(x, y), z), x * 2), y), tvm.tirx.max(tvm.tirx.max(tvm.tirx.max(x, y), z), x * 2), ), TestCase( tvm.tirx.max( tvm.tirx.max(tvm.tirx.max(tvm.tirx.max(tvm.tirx.max(x, y), z), x * 2), z * 2), y ), tvm.tirx.max(tvm.tirx.max(tvm.tirx.max(tvm.tirx.max(x, y), z), x * 2), z * 2), ), TestCase( tvm.tirx.max(tvm.tirx.min(x, y), tvm.tirx.min(x, z)), tvm.tirx.min(tvm.tirx.max(y, z), x), ), TestCase( tvm.tirx.max(tvm.tirx.min(x, y), tvm.tirx.min(z, x)), tvm.tirx.min(tvm.tirx.max(y, z), x), ), TestCase( tvm.tirx.max(tvm.tirx.min(y, x), tvm.tirx.min(x, z)), tvm.tirx.min(tvm.tirx.max(y, z), x), ), TestCase( tvm.tirx.max(tvm.tirx.min(y, x), tvm.tirx.min(z, x)), tvm.tirx.min(tvm.tirx.max(y, z), x), ), TestCase(tvm.tirx.max(y + x, z + x), tvm.tirx.max(y, z) + x), TestCase(tvm.tirx.max(y + x, x + z), tvm.tirx.max(y, z) + x), TestCase(tvm.tirx.max(x + y, z + x), tvm.tirx.max(y, z) + x), TestCase(tvm.tirx.max(x + y, x + z), tvm.tirx.max(y, z) + x), TestCase(tvm.tirx.max(x - y, x - z), x - tvm.tirx.min(y, z)), TestCase(tvm.tirx.max(y - x, z - x), tvm.tirx.max(y, z) - x), TestCase(tvm.tirx.max(tvm.tirx.max(x, 1), 10), tvm.tirx.max(x, 10)), TestCase(tvm.tirx.max(tvm.tirx.max(x, 11), 10), tvm.tirx.max(x, 11)), TestCase(tvm.tirx.max(x * 3, 9), tvm.tirx.max(x, 3) * 3), TestCase(tvm.tirx.max(3 - x, 1), 3 - tvm.tirx.min(x, 2)), TestCase(tvm.tirx.max(x * 2, 0), tvm.tirx.max(x, 0) * 2), TestCase(tvm.tirx.max(0 - x * 2, 0), tvm.tirx.min(x, 0) * -2), TestCase(tvm.tirx.max(x * (-2), -4), tvm.tirx.min(x, 2) * -2), TestCase(tvm.tirx.max(x * (-2), 4), tvm.tirx.min(x, -2) * -2), TestCase(tvm.tirx.max(x * (0), 4), 4), TestCase(tvm.tirx.max(x * (0), -4), 0), # DivMod rules # truc div TestCase(tvm.tirx.max(tdiv(x, 10), tdiv(y, 10)), tdiv(tvm.tirx.max(x, y), 10)), TestCase(tvm.tirx.max(tdiv(x, (-10)), tdiv(y, (-10))), tdiv(tvm.tirx.min(x, y), (-10))), TestCase(tvm.tirx.max(tdiv(x + 3, 4) * 4, x), tdiv(x + 3, 4) * 4), # floordiv TestCase(tvm.tirx.max(fld(x, 10), fld(y, 10)), fld(tvm.tirx.max(x, y), 10)), TestCase(tvm.tirx.max(fld(x, (-10)), fld(y, (-10))), fld(tvm.tirx.min(x, y), (-10))), TestCase(tvm.tirx.max(fld(x + 3, 4) * 4, x), fld(x + 3, 4) * 4), TestCase(tvm.tirx.max(fld(x, 4) * 4, x), x), TestCase(tvm.tirx.max(x, fld(x, 4) * 4), x), ) # These simplifications relied on arith::CanProve being able to prove # vscale-bearing inequalities (e.g. vscale() > 0) by substituting known # vscale values for the current VLA target. That proof loop has been removed # from the arith layer -- arith no longer attempts to reason about scalable # vector lengths at the target level. The simplifications are correct in # principle but can no longer be proven without the substitution loop. @pytest.mark.xfail(reason="arith no longer proves vscale-bearing inequalities via substitution") class TestScalableIndex(BaseCompare): x, y = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32") test_case = tvm.testing.parameter( # MinNode TestCase(tvm.tirx.min(x + tirx.vscale() * 4, x), x), TestCase(tvm.tirx.min(x - tirx.vscale() * 4, x), x + tirx.vscale() * -4), TestCase(tvm.tirx.min(x + tirx.vscale() * 4, x + tirx.vscale() * 8), tirx.vscale() * 4 + x), TestCase(tvm.tirx.min(x + tirx.vscale() * 4 - flm(4, tirx.vscale() * 4), x), x), TestCase(tvm.tirx.min(tirx.vscale() * x, tirx.vscale() * y), tirx.vscale() * x, x < y), # MaxNode TestCase(tvm.tirx.max(x + tirx.vscale() * 4, x), x + tirx.vscale() * 4), TestCase(tvm.tirx.max(x - tirx.vscale() * 4, x), x), TestCase(tvm.tirx.max(x + tirx.vscale() * 4, x + tirx.vscale() * 4), x + tirx.vscale() * 4), TestCase( tvm.tirx.max(x + tirx.vscale() * 4 - flm(4, tirx.vscale() * 4), x), x + tirx.vscale() * 4 - flm(4, tirx.vscale() * 4), ), TestCase(tvm.tirx.max(tirx.vscale() * x, tirx.vscale() * y), tirx.vscale() * x, x > y), # FloorDiv TestCase(fld(x * tirx.vscale() * 4 + y, tirx.vscale() * 4), x + fld(y, tirx.vscale() * 4)), TestCase(fld(x, tirx.vscale() * 4), 0, [x >= 0, x < tirx.vscale() * 4]), # FloorMod TestCase(flm(x * tirx.vscale() * 4 + y, tirx.vscale() * 4), flm(y, tirx.vscale() * 4)), TestCase(flm(x, tirx.vscale() * 4), x, [x >= 0, x < tirx.vscale() * 4]), ) def test_simplify(self, test_case): with tvm.target.Target({"kind": "llvm", "mtriple": "aarch64-linux-gnu", "mattr": ["+sve"]}): super().test_simplify(test_case) class TestComparisons(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( # const int bound TestCase((tmod(x, 2) + 10).equal(0), tvm.tirx.const(0, "bool")), TestCase(tvm.tirx.NE(tmod(x, 2) + 10, 0), tvm.tirx.const(1, "bool")), TestCase(tmod(x, 2) + 10 > 1, tvm.tirx.const(1, "bool")), TestCase(tmod(x, 2) + 10 <= 1, tvm.tirx.const(0, "bool")), TestCase(flm(x, 2) + 2 > 1, tvm.tirx.const(1, "bool")), TestCase(flm(x, 2) + 10 <= 1, tvm.tirx.const(0, "bool")), TestCase(x * 3 + 10 == 0, tvm.tirx.const(0, "bool")), TestCase(x * 3 + 10 != 0, tvm.tirx.const(1, "bool")), # canonicalization TestCase((x - 10).equal(0), x.equal(10)), TestCase((10 - x).equal(0), x.equal(10)), TestCase((x * y).equal(0), tvm.tirx.Or(x.equal(0), y.equal(0))), # Write LT as LE for integer arguments, if possible TestCase(x - 1 < y, x <= y), TestCase(x + (-1) < y, x <= y), TestCase(x < y - (-1), x <= y), TestCase(x < y + 1, x <= y), TestCase(x + 2 < y + 3, x <= y), TestCase(x - 3 < y - 2, x <= y), TestCase(x - 3 < y + (-2), x <= y), TestCase(x + (-3) < y - 2, x <= y), # Merge constants on the LHS/RHS of a LT expression. TestCase(x + 10 < y + 10, x < y), TestCase(x + 5 < y + 10, x < y + 5), TestCase(x + 10 < y + 5, x + 5 < y), TestCase(x - 5 < y - 10, x + 5 < y), TestCase(x - 10 < y - 5, x < y + 5), TestCase(x < y - 10, x + 10 < y), TestCase(x - 10 < y, x < y + 10), # cmp bound TestCase(x + y < x + z, y < z), TestCase(x + y < z + x, y < z), TestCase(y + x < x + z, y < z), TestCase(y + x < z + x, y < z), TestCase(y - x < z - x, y < z), TestCase(x - y < x - z, z < y), TestCase(x < z + x, tvm.tirx.LT(0, z)), TestCase(x < x + z, tvm.tirx.LT(0, z)), TestCase(100 < x + 1, tvm.tirx.LT(99, x)), TestCase(1 < 100 - x, tvm.tirx.LT(x, 99)), TestCase(x * 3 < y * 3, x < y), TestCase(x * (-3) < y * (-3), y < x), TestCase(x * 3 >= y * 3, y <= x), TestCase(x * 4 >= 2, tvm.tirx.LE(1, x)), TestCase(x * 2 >= 50, tvm.tirx.LE(25, x)), TestCase(x * 4 <= 2, x <= 0), TestCase((0 - x * 3) <= 0, tvm.tirx.LE(0, x)), TestCase((0 - x * 3) >= 0, tvm.tirx.LE(x, 0)), TestCase(2 * x <= 0, x <= 0), TestCase(x * 2 >= 3, tvm.tirx.LE(2, x)), TestCase(x * 2 >= 2, tvm.tirx.LE(1, x)), TestCase(x * 2 >= 1, tvm.tirx.LE(1, x)), TestCase(x * 2 >= 0, tvm.tirx.LE(0, x)), TestCase(x * 2 >= -1, tvm.tirx.LE(0, x)), TestCase(x * 2 >= -2, tvm.tirx.LE(-1, x)), TestCase(x * 2 >= -3, tvm.tirx.LE(-1, x)), TestCase(x * 2 <= 3, tvm.tirx.LE(x, 1)), TestCase(x * 2 <= 2, tvm.tirx.LE(x, 1)), TestCase(x * 2 <= 1, tvm.tirx.LE(x, 0)), TestCase(x * 2 <= 0, tvm.tirx.LE(x, 0)), TestCase(x * 2 <= -1, tvm.tirx.LE(x, -1)), TestCase(x * 2 <= -2, tvm.tirx.LE(x, -1)), TestCase(x * 2 <= -3, tvm.tirx.LE(x, -2)), TestCase(x * (-2) >= 3, tvm.tirx.LE(x, -2)), TestCase(x * (-2) >= 2, tvm.tirx.LE(x, -1)), TestCase(x * (-2) >= 1, tvm.tirx.LE(x, -1)), TestCase(x * (-2) >= 0, tvm.tirx.LE(x, 0)), TestCase(x * (-2) >= -1, tvm.tirx.LE(x, 0)), TestCase(x * (-2) >= -2, tvm.tirx.LE(x, 1)), TestCase(x * (-2) >= -3, tvm.tirx.LE(x, 1)), TestCase(x * (-2) <= 3, tvm.tirx.LE(-1, x)), TestCase(x * (-2) <= 2, tvm.tirx.LE(-1, x)), TestCase(x * (-2) <= 1, tvm.tirx.LE(0, x)), TestCase(x * (-2) <= 0, tvm.tirx.LE(0, x)), TestCase(x * (-2) <= -1, tvm.tirx.LE(1, x)), TestCase(x * (-2) <= -2, tvm.tirx.LE(1, x)), TestCase(x * (-2) <= -3, tvm.tirx.LE(2, x)), # DivMod rules # truc div TestCase(tdiv(x, 2) < 3, x < 6), TestCase(3 < tdiv(x, 2), tvm.tirx.LT(7, x)), TestCase(tdiv(x, 3) >= 0, tvm.tirx.LE(-2, x)), TestCase(tdiv(x, 2) >= 1, tvm.tirx.LE(2, x)), TestCase(tdiv(x, 2) >= 0, tvm.tirx.LE(-1, x)), TestCase(tdiv(x, 2) >= -1, tvm.tirx.LE(-3, x)), TestCase(tdiv(x, 2) <= 1, tvm.tirx.LE(x, 3)), TestCase(tdiv(x, 2) <= 0, tvm.tirx.LE(x, 1)), TestCase(tdiv(x, 2) <= -1, tvm.tirx.LE(x, -2)), TestCase(tdiv(x, 4) * 4 < x, tvm.tirx.LT(0, tmod(x, 4))), TestCase(tdiv(x, 4) * 4 >= x, tvm.tirx.LE(tmod(x, 4), 0)), TestCase(tdiv(x, 4) * 4 < x + y, tvm.tirx.LT(0, tmod(x, 4) + y)), TestCase(tdiv(x, 4) * 4 < x - y, tvm.tirx.LT(y, tmod(x, 4))), TestCase(tdiv(x + 2, 4) * 4 >= x, tvm.tirx.LE(tmod(x + 2, 4), 2)), TestCase(tdiv(x + 2, 4) * 4 >= x + y, tvm.tirx.LE(tmod(x + 2, 4) + y, 2)), TestCase(tdiv(x + 2, 4) * 4 >= x - y, tvm.tirx.LE(tmod(x + 2, 4), y + 2)), # floor div TestCase(fld(x, 2) < 3, x < 6), TestCase(3 < fld(x, 2), tvm.tirx.LT(7, x)), TestCase(-3 < fld(x, 2), tvm.tirx.LT(-5, x)), TestCase(fld(x, 3) >= 0, tvm.tirx.LE(0, x)), TestCase(fld(x, 2) >= 1, tvm.tirx.LE(2, x)), TestCase(fld(x, 2) >= 0, tvm.tirx.LE(0, x)), TestCase(fld(x, 2) >= -1, tvm.tirx.LE(-2, x)), TestCase(fld(x, 2) <= 1, tvm.tirx.LE(x, 3)), TestCase(fld(x, 2) <= 0, tvm.tirx.LE(x, 1)), TestCase(fld(x, 2) <= -1, tvm.tirx.LE(x, -1)), TestCase(fld(x, 4) * 4 < x, tvm.tirx.LT(0, flm(x, 4))), TestCase(fld(x, 4) * 4 >= x, tvm.tirx.EQ(flm(x, 4), 0)), TestCase(fld(x, 4) * 4 < x + y, tvm.tirx.LT(0, flm(x, 4) + y)), TestCase(fld(x, 4) * 4 < x - y, tvm.tirx.LT(y, flm(x, 4))), TestCase(fld(x + 2, 4) * 4 >= x, tvm.tirx.LE(flm(x + 2, 4), 2)), TestCase(fld(x + 2, 4) * 4 >= x + y, tvm.tirx.LE(flm(x + 2, 4) + y, 2)), TestCase(fld(x + 2, 4) * 4 >= x - y, tvm.tirx.LE(flm(x + 2, 4), y + 2)), # End DivMod Rules # merging flm/fld into known value TestCase(tirx.all(fld(x, 8) == 3, flm(x, 8) == 4), x == 28), TestCase(tirx.all(flm(x, 8) == 4, fld(x, 8) == 3), x == 28), TestCase(tirx.all(fld(x, 8) == -3, flm(x, 8) == 4), x == -20), TestCase(tirx.all(flm(x, 8) == 4, fld(x, 8) == -3), x == -20), # Rewrite based on definition of integer division TestCase(tirx.all(T.int32(0) <= x - y * 5, x - y * 5 < 5), y == fld(x, 5)), TestCase(tirx.all(x - y * 5 < 5, T.int32(0) <= x - y * 5), y == fld(x, 5)), # Narrow upper bound using floormod TestCase(tirx.all(x < 20, flm(x, 5) < 2), tirx.all(x < 17, flm(x, 5) < 2)), TestCase(tirx.all(x < 18, flm(x, 5) < 2), tirx.all(x < 17, flm(x, 5) < 2)), TestCase(tirx.all(x <= 19, flm(x, 5) < 2), tirx.all(x < 17, flm(x, 5) < 2)), TestCase(tirx.all(x <= 18, flm(x, 5) < 2), tirx.all(x < 17, flm(x, 5) < 2)), TestCase(tirx.all(x < -20, flm(x, 5) < 2), tirx.all(x < -23, flm(x, 5) < 2)), TestCase(tirx.all(x < 18 - 40, flm(x, 5) < 2), tirx.all(x < 17 - 40, flm(x, 5) < 2)), TestCase(tirx.all(x <= -21, flm(x, 5) < 2), tirx.all(x < -23, flm(x, 5) < 2)), TestCase(tirx.all(x <= -22, flm(x, 5) < 2), tirx.all(x < -23, flm(x, 5) < 2)), # No change if the floormod cannot help narrow the upper bound TestCase(tirx.all(x < 16, flm(x, 5) < 2), tirx.all(x < 16, flm(x, 5) < 2)), TestCase(tirx.all(x <= 15, flm(x, 5) < 2), tirx.all(x <= 15, flm(x, 5) < 2)), # Merge a known floordiv and an upper bound of floormod into a value range TestCase( tirx.all(fld(x, 10) == 5, flm(x, 10) < 7), tirx.all(T.int32(50) <= x, x < 57), ), TestCase( tirx.all(fld(x, 10) == 5, flm(x, 10) <= 7), tirx.all(T.int32(50) <= x, x <= 57), ), TestCase( tirx.all(fld(x, 10) == -5, flm(x, 10) < 7), tirx.all(T.int32(-50) <= x, x < -43), ), TestCase( tirx.all(fld(x, 10) == -5, flm(x, 10) <= 7), tirx.all(T.int32(-50) <= x, x <= -43), ), # Merge a known floordiv and an lower bound of floormod into a value range TestCase( tirx.all(fld(x, 10) == 5, T.int32(7) < flm(x, 10)), tirx.all(T.int32(57) < x, x < 60), ), TestCase( tirx.all(fld(x, 10) == 5, T.int32(7) <= flm(x, 10)), tirx.all(T.int32(57) <= x, x < 60), ), TestCase( tirx.all(fld(x, 10) == -5, T.int32(7) < flm(x, 10)), tirx.all(T.int32(-43) < x, x < -40), ), TestCase( tirx.all(fld(x, 10) == -5, T.int32(7) <= flm(x, 10)), tirx.all(T.int32(-43) <= x, x < -40), ), TestCase(tvm.tirx.min(x, 11) < 10, x < 10), TestCase(tvm.tirx.min(x, 8) < 10, tvm.tirx.const(1, "bool")), TestCase(tvm.tirx.max(8, x) > 10, tvm.tirx.LT(10, x)), TestCase(x + 1 < tvm.tirx.max(8, x), x < 7), TestCase(x < 11, tvm.tirx.const(1, "bool"), x <= 10), TestCase(x <= 10, tvm.tirx.const(1, "bool"), x <= 10), TestCase(z <= 5, tvm.tirx.const(1, "bool"), z <= 5), TestCase(x + y <= 10, tvm.tirx.const(1, "bool"), [x <= 10, y <= 0]), TestCase(x + y >= -10, tvm.tirx.const(1, "bool"), [x >= 0, y >= -10]), TestCase(z - 5 <= y + 10, tvm.tirx.const(1, "bool"), [z <= 5, y >= -10]), TestCase(tvm.tirx.all(x > -1, z <= x + 5), tvm.tirx.const(1, "bool"), [x >= 0, z <= 5]), TestCase(x * y <= 0, tvm.tirx.const(1, "bool"), [x >= 0, y <= 0]), TestCase((x + 1) * (y - 1) < 0, tvm.tirx.const(1, "bool"), [x >= 0, y <= 0]), TestCase(y * y >= 0, tvm.tirx.const(1, "bool"), y <= 0), TestCase(x * 6 <= -3, tvm.tirx.const(0, "bool"), x >= 0), TestCase(tmod(y - 1, 3) == 0, tmod(y + (-1), 3) == 0), ) class TestComparisonOfProductAndSum(BaseCompare): extensions = tvm.arith.Extension.ComparisonOfProductAndSum x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( # Special inequality cases TestCase( x * y < (x + y) * 2048, tvm.tirx.const(1, "bool"), [x > 0, y > 0, x < 2048], ), TestCase( x * y < (x + y) * 2048, tvm.tirx.const(1, "bool"), [x > 0, y > 0, x < 4096, y < 4096], ), TestCase( # Both sides are divisible by 8192 x * y * 8192 < (y + x) * 16777216, tvm.tirx.const(1, "bool"), [x > 0, y > 0, x < 4096, y < 4096], ), TestCase( # The two sides have co-prime factors, but the bounds are # still sufficient to prove the inequality. x * y * 59 < (y + x) * 176128, tvm.tirx.const(1, "bool"), [x > 0, y > 0, x < 4096, y < 4096], ), ) class TestLogical(BaseCompare): x, y, z = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32"), tvm.tirx.Var("z", "int32") test_case = tvm.testing.parameter( TestCase(tvm.tirx.And(tvm.tirx.EQ(x, y), tvm.tirx.NE(x, y)), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(tvm.tirx.NE(x, y), tvm.tirx.EQ(x, y)), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(x > 1, tvm.tirx.Not(x > 1)), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(x <= y, y < x), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(y < x, x <= y), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(x < 1, 0 < x), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(x < 0, 1 < x), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(x < 1, 1 <= x), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(x <= 1, 1 < x), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(1 <= x, x < 1), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(1 < x, x <= 1), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(x <= 1, 2 <= x), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(2 <= x, x <= 1), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.And(x == 1, x != 2), x == 1), TestCase(tvm.tirx.And(x == 1, x == 2), tvm.tirx.const(False, "bool")), TestCase(tvm.tirx.Or(tvm.tirx.EQ(x, y), tvm.tirx.NE(x, y)), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(tvm.tirx.NE(x, y), tvm.tirx.EQ(x, y)), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(x > y, tvm.tirx.Not(x > y)), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(x <= y, y < x), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(y < x, y >= x), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(x < 1, 0 < x), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(0 < x, x < 1), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(x < 1, 1 <= x), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(x <= 1, 1 < x), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(1 <= x, x < 1), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(1 < x, x <= 1), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(x <= 1, 2 <= x), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(2 <= x, x <= 1), tvm.tirx.const(True, "bool")), TestCase(tvm.tirx.Or(x != 1, x == 2), x != 1), TestCase(tvm.tirx.Or(x != 1, x != 2), tvm.tirx.const(True, "bool")), TestCase( tvm.tirx.Or(x == 1, tvm.tirx.Or(y == 1, z == 1)), tvm.tirx.Or(tvm.tirx.Or(x == 1, y == 1), z == 1), ), TestCase( tvm.tirx.And(x == 1, tvm.tirx.And(y == 1, z == 1)), tvm.tirx.And(tvm.tirx.And(x == 1, y == 1), z == 1), ), ) class TestLet(BaseCompare): x, y = tvm.tirx.Var("x", "int32"), tvm.tirx.Var("y", "int32") z = tvm.tirx.Let(x, 1, x + 1) test_case = tvm.testing.parameter( TestCase(z + z, 4), ) class TestCast(BaseCompare): def _generate_tests(): x = tvm.tirx.Var("x", "int32") dtypes = ["float32", "float16", "int32", "int8", "bool"] for dtype1 in dtypes: yield TestCase(tvm.tirx.Cast(dtype1, x - x), tvm.tirx.const(0, dtype1)) yield TestCase(tvm.tirx.Cast(dtype1, x == x), tvm.tirx.const(1, dtype1)) for dtype2 in dtypes: for i in [0, 1, 2, 3]: if i <= 1 or (dtype1 != "bool" and dtype2 != "bool"): yield TestCase( tvm.tirx.Cast(dtype1, tvm.tirx.const(i, dtype2)), tvm.tirx.const(i, dtype1), ) test_case = tvm.testing.parameter(*_generate_tests()) class TestShiftLeft(BaseCompare): z = tvm.tirx.op.call_intrin("int32", "tirx.shift_left", 1, 10) test_case = tvm.testing.parameter( TestCase(z, tvm.tirx.const(1 << 10, "int32")), ) class TestDivZero(BaseCompare): ramp = tvm.tirx.Ramp(1, 1, 2) broadcast = tvm.tirx.Broadcast(0, 2) test_case = tvm.testing.parameter( TestCase(tvm.tirx.Div(ramp, broadcast), RuntimeError), TestCase(tvm.tirx.Mod(ramp, broadcast), RuntimeError), TestCase(tvm.tirx.FloorDiv(ramp, broadcast), RuntimeError), TestCase(tvm.tirx.FloorMod(ramp, broadcast), RuntimeError), ) class TestSubBufferload(BaseCompare): buf = tvm.tirx.decl_buffer([1], dtype="float32") load = tvm.tirx.BufferLoad(buf, [0]) test_case = tvm.testing.parameter( TestCase(load - load, 0.0), ) class TestIfThenElse(BaseCompare): x = tvm.tirx.Var("x", "int32") test_case = tvm.testing.parameter( TestCase( tvm.tirx.if_then_else(x < 5, tvm.tirx.if_then_else(x > 1, 1, 0), 0), tvm.tirx.if_then_else(tvm.tirx.And(tvm.tirx.LT(x, 5), tvm.tirx.LT(1, x)), 1, 0), ), TestCase( tvm.tirx.if_then_else(x > 2, tvm.tirx.if_then_else(x > 1, 1, 0), 0), tvm.tirx.if_then_else(tvm.tirx.LT(2, x), 1, 0), ), ) class TestCLZ(BaseCompare): test_case = tvm.testing.parameter( TestCase(tvm.tirx.call_intrin("int32", "tirx.clz", 0), T.int32(32)), TestCase(tvm.tirx.call_intrin("int32", "tirx.clz", 1), T.int32(31)), TestCase(tvm.tirx.call_intrin("int32", "tirx.clz", 2), T.int32(30)), TestCase(tvm.tirx.call_intrin("int32", "tirx.clz", 128), T.int32(24)), TestCase( tvm.tirx.call_intrin("int32", "tirx.clz", tvm.tirx.IntImm("int64", 0)), T.int32(64) ), TestCase( tvm.tirx.call_intrin("int32", "tirx.clz", tvm.tirx.IntImm("int64", 1)), T.int32(63) ), TestCase( tvm.tirx.call_intrin("int32", "tirx.clz", tvm.tirx.IntImm("int64", 2)), T.int32(62) ), TestCase( tvm.tirx.call_intrin("int32", "tirx.clz", tvm.tirx.IntImm("int64", 128)), T.int32(56) ), ) if __name__ == "__main__": tvm.testing.main()