# 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. """Detect common patterns.""" from . import _ffi_api def detect_linear_equation(expr, var_list): """Match `expr = sum_{i=0}^{n-1} var[i] * coeff[i] + coeff[n]` Where coeff[i] and base are invariant of var[j] for all i and j. Parameters ---------- expr : Expr The expression to be matched. var_list : List[tvm.tirx.Var] A list of variables. Returns ------- coeff : List[Expr] A list of co-efficients if the match is successful. An empty list if the match failed. """ return _ffi_api.DetectLinearEquation(expr, var_list) def detect_clip_bound(expr, var_list): """Detect if expression corresponds to clip bound of the vars Parameters ---------- expr : Expr The expression to be matched. var_list : List[tvm.tirx.Var] A list of variables. Returns ------- coeff : List[Expr] `concat([min_value[i], max_value[i]] for i, v in enumerate(var_list))` An empty list if the match failed. """ return _ffi_api.DetectClipBound(expr, var_list)