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Posted to commits@tvm.apache.org by GitBox <gi...@apache.org> on 2021/10/28 18:36:03 UTC

[GitHub] [tvm] junrushao1994 commented on a change in pull request #9382: [MetaSchedule] Task Extraction

junrushao1994 commented on a change in pull request #9382:
URL: https://github.com/apache/tvm/pull/9382#discussion_r738652846



##########
File path: tests/python/unittest/test_meta_schedule_integration.py
##########
@@ -0,0 +1,111 @@
+# 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.
+import sys
+
+import pytest
+import tvm
+from tvm import meta_schedule as ms
+from tvm.meta_schedule.integration import IntegrationContext, TaskExtraction
+from tvm.meta_schedule.testing import get_network
+
+from tvm.script import tir as T
+
+# pylint: disable=invalid-name,no-member,line-too-long,too-many-nested-blocks,missing-docstring,unbalanced-tuple-unpacking
+
+
+@tvm.script.ir_module
+class MockModule:
+    @T.prim_func
+    def main(a: T.handle, b: T.handle) -> None:  # pylint: disable=no-self-argument
+        T.func_attr({"global_symbol": "main", "tir.noalias": True})
+        A = T.match_buffer(a, (16,), "float32")
+        B = T.match_buffer(b, (16,), "float32")
+        for i in T.serial(0, 16):
+            with T.block("matmul"):
+                vi = T.axis.remap("S", [i])
+                B[vi] = A[vi]
+
+
+# pylint: enable=invalid-name,no-member,line-too-long,too-many-nested-blocks,missing-docstring,unbalanced-tuple-unpacking
+
+
+def test_meta_schedule_integration_task_extraction_query():
+    mod, _, _, _ = get_network(
+        name="resnet-18",
+        batch_size=1,
+        layout="NHWC",
+        dtype="float32",
+    )
+    env = TaskExtraction()
+    env.query(task_name="mock-task", mod=mod, dispatched=[MockModule])
+    (task,) = env.tasks
+    assert task.task_name == "mock-task"
+    tvm.ir.assert_structural_equal(task.mod, mod)
+    (tir_mod,) = task.dispatched
+    tvm.ir.assert_structural_equal(tir_mod, MockModule)
+
+
+def test_meta_schedule_integration_current():
+    env = TaskExtraction()
+    with env:
+        assert IntegrationContext.current() == env
+
+
+def test_meta_schedule_integration_no_current():
+    assert IntegrationContext.current() is None
+
+
+def test_meta_schedule_integration_multiple_current():
+    env = TaskExtraction()
+    with env:
+        with pytest.raises(ValueError):
+            with env:
+                ...
+
+
+def test_meta_schedule_integration_entry_point():
+    mod, _, _, _ = get_network(
+        name="resnet-18",
+        batch_size=1,
+        layout="NHWC",
+        dtype="float32",
+    )
+    env = TaskExtraction()
+    env.query(task_name="mock-task", mod=mod, dispatched=[MockModule])
+    with env:
+        IntegrationContext.entry_point(task_name="mock-task", mod=mod, dispatched=[MockModule])

Review comment:
       task_name is going to be consistent with the task names assigned for each relay subgraph, like, `fused_nn_conv2d_relu`




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