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Posted to commits@tvm.apache.org by GitBox <gi...@apache.org> on 2020/03/24 00:05:15 UTC

[GitHub] [incubator-tvm] jwfromm commented on a change in pull request #5030: [RELAY] Added a AnnotatedRegion utility class

jwfromm commented on a change in pull request #5030: [RELAY] Added a AnnotatedRegion utility class
URL: https://github.com/apache/incubator-tvm/pull/5030#discussion_r396831017
 
 

 ##########
 File path: tests/python/relay/test_annotated_regions.py
 ##########
 @@ -0,0 +1,121 @@
+# 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
+from tvm import relay
+from tvm.relay.op.annotation import compiler_begin, compiler_end
+
+
+def check_region(region_set, args, nodes, rets):
+    region = region_set.get_region(args[0])
+    assert region
+    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,
+        [cb_1],
+        [cb_1, O_1, ce_1, ce_2],
+        [ce_1, ce_2],
+    )
+    check_region(
+        region_set,
+        [cb_2],
+        [cb_2, O_2, ce_3],
+        [ce_3],
+    )
+    check_region(
+        region_set,
+        [cb_d],
+        [cb_d, X, ce_d],
+        [ce_d],
+    )
+    check_region(
+        region_set,
+        [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)
+    ce_4 = compiler_end(O_3, 'test_target')
+    merged = relay.Function([data], ce_4)
+
+    region_set = relay.analysis.AnnotatedRegionSet(merged,
 
 Review comment:
   Correct me if I'm wrong but it seems like this pass should take a compiler as argument (`test_target` for example) and return regions annotated to that same compiler. Right now it seems to just look for all subgraphs regardless of their compiler. Maybe clearly documenting the intended use of this pass would help clear up this issue.

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