/* * 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. */ #include "../src/arith/pattern_match.h" #include #include TEST(Pattern, Basic) { using namespace tvm; using namespace tvm::tirx; using namespace tvm::arith; tvm::tirx::PrimVar x("x"), y("y"), z("z"); PrimExpr scalable_lanes = Mul(Call(PrimType::Int(32), builtin::vscale(), {}), 4); arith::PVar px, py, pz; arith::PVar pt; arith::PVar planes; arith::PCallExpr vscale; // arithmetics auto r = 1 + (y + 1); TVM_FFI_ICHECK(!(px + (px + px)).Match(r)); TVM_FFI_ICHECK(!(px + (py + py)).Match(r)); TVM_FFI_ICHECK((px + (py + pz)).Match(r)); auto pattern = px + (py + pz); TVM_FFI_ICHECK(pattern.Match(r)); { TVM_FFI_ICHECK((px + (py + px)).Match(r)); auto rr = (px + py).Eval(); TVM_FFI_ICHECK(tirx::ExprDeepEqual()(rr, 1 + y)); TVM_FFI_ICHECK(tirx::ExprDeepEqual()(px.Eval() + py.Eval(), 1 + y)); } { TVM_FFI_ICHECK((px + max(py, px)).Match((x + 1) + max(y, (x + 1)))); TVM_FFI_ICHECK(tirx::ExprDeepEqual()(px.Eval(), x + 1)); } TVM_FFI_ICHECK(!(px + min(py, px)).Match((x + 1) + max(y, (x + 1)))); TVM_FFI_ICHECK((px + min(py, px)).Match(z + min(y, z))); TVM_FFI_ICHECK((px + truncdiv(py, px * py)).Match(x + truncdiv(2, x * 2))); TVM_FFI_ICHECK((px - truncmod(py, px * pz)).Match(x - truncmod(2, x * 2))); TVM_FFI_ICHECK((px - floormod(py, px * PConst(2))).Match(x - floormod(2, x * 2))); // logicals TVM_FFI_ICHECK((px == pz).Match(x == 1)); TVM_FFI_ICHECK((px != pz).Match(x != 1)); TVM_FFI_ICHECK((px > py).Match(x > y)); TVM_FFI_ICHECK((px < py).Match(x < y)); TVM_FFI_ICHECK((px <= py).Match(x <= y)); TVM_FFI_ICHECK((px >= py).Match(x >= y)); TVM_FFI_ICHECK((px >= py && px < pz).Match(x >= y && x < z)); TVM_FFI_ICHECK((!(px > py || px != py)).Match(!(x > y || x != y))); { TVM_FFI_ICHECK(select(px >= pz, py, py + pz).Match(tirx::Select((x + 1) >= 1, y, y + 1))); TVM_FFI_ICHECK(tirx::ExprDeepEqual()(px.Eval(), x + 1)); } // bit intrinsics { TVM_FFI_ICHECK((px >> pz).Match(x >> 1)); TVM_FFI_ICHECK(is_const_int(pz.Eval(), 1)); } TVM_FFI_ICHECK(!(px >> pz).Match(x << 1)); TVM_FFI_ICHECK((px << pz).Match(x << 1)); TVM_FFI_ICHECK((px & pz).Match(x & 1)); TVM_FFI_ICHECK((px | pz).Match(x | 1)); TVM_FFI_ICHECK((px ^ pz).Match(x ^ 1)); TVM_FFI_ICHECK((px - (~(py | (px * pz)))).Match(x - (~(2 | (x * 2))))); // select { TVM_FFI_ICHECK(select(px > pz, py, py + pz).Match(tirx::Select(x > 1, y, y + 1))); TVM_FFI_ICHECK(is_const_int(pz.Eval(), 1)); } TVM_FFI_ICHECK(!select(px > pz, py, py + pz).Match(tirx::Select(x > 2, y, y + 1))); TVM_FFI_ICHECK(!select(px > pz, py, py).Match(tirx::Select(x > 2, y, y + 1))); { TVM_FFI_ICHECK(select(px, py, pz).Match(tirx::Select(x > 2, y, y + 1))); TVM_FFI_ICHECK(tirx::ExprDeepEqual()(pz.Eval(), y + 1)); } // if_then_else { TVM_FFI_ICHECK(if_then_else(px > pz, py, py + pz).Match(if_then_else(x > 1, y, y + 1))); TVM_FFI_ICHECK(is_const_int(pz.Eval(), 1)); } // cast pattern { TVM_FFI_ICHECK(!cast(PConst(DLDataType{kDLInt, 32, 1}), px) .Match(tirx::Cast(PrimType::Float(64), x))); TVM_FFI_ICHECK(cast(pt, px).Match(tirx::Cast(PrimType::Float(64), x))); TVM_FFI_ICHECK((pt.Eval() == DLDataType{kDLFloat, 64, 1})); auto zz = cast(pt, px).Eval(); TVM_FFI_ICHECK( (cast(pt, px) - cast(pt, py)) .Match(tirx::Cast(PrimType::Float(64), x) - tirx::Cast(PrimType::Int(64), x))); auto expr = tirx::Cast(PrimType::Int(32), tirx::Cast(PrimType::Float(64), x)); TVM_FFI_ICHECK(!(cast(pt, cast(pt, px))).Match(expr)); } // ramp pattern { TVM_FFI_ICHECK(ramp(px, PConst(1), planes).Match(tirx::Ramp(x, 1, 10))); TVM_FFI_ICHECK(planes.Eval().as()->value == 10); TVM_FFI_ICHECK(ramp(px, PConst(1), planes).Match(tirx::Ramp(x, 1, scalable_lanes))); TVM_FFI_ICHECK((vscale * PConst(4)).Match(planes.Eval())); TVM_FFI_ICHECK(!ramp(px, PConst(1), planes).Match(tirx::Ramp(x, 2, 10))); } // broadcast pattern { TVM_FFI_ICHECK(broadcast(px, planes).Match(tirx::Broadcast(x, 10))); TVM_FFI_ICHECK(planes.Eval().as()->value == 10); TVM_FFI_ICHECK(broadcast(px * py, planes).Match(tirx::Broadcast(x * 10, 10))); TVM_FFI_ICHECK(broadcast(px, planes).Match(tirx::Broadcast(x, scalable_lanes))); TVM_FFI_ICHECK((vscale * PConst(4)).Match(planes.Eval())); } } TEST(Pattern, IntImm) { using namespace tvm; tirx::PrimVar tx("tx"), ty("ty"); arith::PVar c; arith::PVar v; { // We can match integer and Var, both of which are // special case container of Expr TVM_FFI_ICHECK((v * c).Match(tx * 3)); TVM_FFI_ICHECK_EQ(c.Eval()->value, 3); TVM_FFI_ICHECK((v * 3).Match(tx * 3)); } // cannot match c to ty TVM_FFI_ICHECK(!(v * c).Match(tx * ty)); // cannot match tx + 1 to v TVM_FFI_ICHECK(!(v * c).Match((tx + 1) * 3)); } TEST(Pattern, MatchWithType) { using namespace tvm; // match expr with specified dtype arith::PVarWithDataType> pat(DLDataType{kDLFloat, 32, 1}); tirx::PrimVar x("x", PrimType::Float(32)); tirx::PrimVar y("y", PrimType::Float(32)); tirx::PrimVar x_int("x", PrimType::Int(32)); tirx::PrimVar y_int("y", PrimType::Int(32)); TVM_FFI_ICHECK(pat.Match(x + y * 2.0f)); TVM_FFI_ICHECK(!pat.Match(x_int + y_int * 2)); // match vectorized expr with specified element dtype arith::PVecDataType vec_ty(DLDataType{kDLFloat, 32, 1}); arith::PVarWithDataType vpat(vec_ty); tirx::PrimVar vx("x", PrimType::Float(32, 8)); tirx::PrimVar vy("y", PrimType::Float(32, 8)); tirx::PrimVar vx_int("x", PrimType::Int(32, 8)); tirx::PrimVar vy_int("y", PrimType::Int(32, 8)); TVM_FFI_ICHECK(vpat.Match(vx + vy * tirx::Broadcast(2.0f, 8))); TVM_FFI_ICHECK(!vpat.Match(vx_int + vy_int * tirx::Broadcast(2, 8))); }