# 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. """A database consists of multiple databases.""" from tvm_ffi import register_object from .. import _ffi_api from .database import Database @register_object("s_tir.meta_schedule.UnionDatabase") class UnionDatabase(Database): """A database composed of multiple databases, allowing users to guide IR rewriting using combined knowledge of those databases. To each query, it returns the best record among all the databases given. Examples -------- Examples below demonstrate the usecases of and difference between UnionDatabase and OrderDatabase. Assumption: * db1, db2 do not have tuning records for the target workload. * Each of db3, db4, db5 has tuning records r3, r4, r5 for target workload respectively. .. code-block:: python #### Case 1. `UnionDatabase`: merged_db = ms.database.UnionDatabase( db1, # no record db2, # no record db3, # has r3 db4 # has r4 ) # returns the better one between r3 and r4 merged_db.query_tuning_record(..., target_workload) ### Case 2. `OrderedUnionDatabase` merged_db = ms.database.OrderedUnionDatabase( db1, # no record db2, # no record db3, # has r3 db4 # has r4 ) # returns r3 merged_db.query_tuning_record(..., target_workload) ### Case 3. Mix-use scenario merged_db = ms.database.UnionDatabase( db1, # no record db2, # no record db3, # has r3 ms.database.OrderedUnionDatabase( # returns r4 db4, # has r4 db5, # has r5 ) ) # returns the better one between r3 and r4 merged_db.query_tuning_record(..., target_workload) ### Case 4. Another mix-use scenario merged_db = ms.database.UnionDatabase( db1, # no record db2, # no record db3, # has r3 ms.database.UnionDatabase( # returns best one between r4 and r5 db4, # has r4 db5, # has r5 ) ) # returns the best one among r3, r4 and r5 merged_db.query_tuning_record(..., target_workload) ### Case 5. Yet another mix-use scenario merged_db = ms.database.OrderedUnionDatabase( db1, # no record db2, # no record ms.database.UnionDatabase( # returns best one between r3 and r4 db3, # has r3 db4, # has r4 ) db5, # has r5 ) # returns the better one between r3 and r4 merged_db.query_tuning_record(..., target_workload) """ def __init__(self, *databases: Database) -> None: """Construct a merged database from multiple databases. Parameters ---------- *databases : Database The list of databases to combine. """ self.__init_handle_by_constructor__( _ffi_api.DatabaseUnionDatabase, # type: ignore # pylint: disable=no-member databases, )