# 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. # pylint: disable=no-else-return, unidiomatic-typecheck, invalid-name import tvm from tvm import relay from tvm.relay.op.annotation import compiler_begin, compiler_end def check_region(region_set, target, args, nodes, rets): region = region_set.get_region(args[0]) assert region assert target == region.target assert set(args) == set(region.args) assert set(nodes) == set(region.nodes) assert set(rets) == set(region.rets) def test_region_set_creator_diamond(): data = relay.var("data", shape=(10, 10)) cb_1 = compiler_begin(data, "test_target") O_1 = relay.abs(cb_1) ce_1 = compiler_end(O_1, "test_target") ce_2 = compiler_end(O_1, "test_target") cb_2 = compiler_begin(ce_1, "test_target") O_2 = relay.nn.relu(cb_2) ce_3 = compiler_end(O_2, "test_target") cb_d = compiler_begin(ce_2, "default") X = relay.tanh(cb_d) ce_d = compiler_end(X, "default") cb_3 = compiler_begin(ce_3, "test_target") cb_4 = compiler_begin(ce_d, "test_target") O_3 = relay.add(cb_3, cb_4) ce_4 = compiler_end(O_3, "test_target") diamond = relay.Function([data], ce_4) region_set = relay.analysis.AnnotatedRegionSet( diamond, relay.op.get("annotation.compiler_begin"), relay.op.get("annotation.compiler_end") ) assert len(region_set) == 4 check_region( region_set, "test_target", [cb_1], [cb_1, O_1, ce_1, ce_2], [ce_1, ce_2], ) check_region( region_set, "test_target", [cb_2], [cb_2, O_2, ce_3], [ce_3], ) check_region( region_set, "default", [cb_d], [cb_d, X, ce_d], [ce_d], ) check_region( region_set, "test_target", [cb_3, cb_4], [cb_3, cb_4, O_3, ce_4], [ce_4], ) def test_region_set_creator_merged(): data = relay.var("data", shape=(10, 10)) cb_1 = compiler_begin(data, "test_target") O_1 = relay.abs(cb_1) ce_2 = compiler_end(O_1, "test_target") O_2 = relay.nn.relu(O_1) ce_3 = compiler_end(O_2, "test_target") cb_d = compiler_begin(ce_2, "default") X = relay.tanh(cb_d) ce_d = compiler_end(X, "default") cb_3 = compiler_begin(ce_3, "test_target") cb_4 = compiler_begin(ce_d, "test_target") O_3 = relay.add(cb_3, cb_4) O_4 = relay.add(cb_3, cb_4) O_5 = relay.Tuple([O_3, O_4]) ce_4 = compiler_end(O_5, "test_target") merged = relay.Function([data], ce_4) region_set = relay.analysis.AnnotatedRegionSet( merged, relay.op.get("annotation.compiler_begin"), relay.op.get("annotation.compiler_end") ) assert len(region_set) == 3 check_region( region_set, "test_target", [cb_1], [cb_1, O_1, O_2, ce_2, ce_3], [ce_2, ce_3], ) check_region( region_set, "default", [cb_d], [cb_d, X, ce_d], [ce_d], ) check_region( region_set, "test_target", [cb_3, cb_4], [cb_3, cb_4, O_3, O_4, O_5, ce_4], [ce_4], ) if __name__ == "__main__": test_region_set_creator_diamond() test_region_set_creator_merged()