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 + + [email protected]_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` -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected]
