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Posted to commits@tvm.apache.org by GitBox <gi...@apache.org> on 2022/07/27 19:49:03 UTC

[GitHub] [tvm] mehrdadh opened a new pull request, #12207: [microTVM] Refactor pytest fixtures

mehrdadh opened a new pull request, #12207:
URL: https://github.com/apache/tvm/pull/12207

   Refactoring pytest fixtures between multiple directories. Also, we can reuse the same fixtures in external repositories
   cc @guberti @gromero 


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[GitHub] [tvm] mehrdadh commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
mehrdadh commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r933629167


##########
python/tvm/micro/testing/evaluation.py:
##########
@@ -153,4 +163,4 @@ def evaluate_model_accuracy(session, aot_executor, input_data, true_labels, runs
     num_correct = sum(u == v for u, v in zip(true_labels, predicted_labels))
     average_time = sum(aot_runtimes) / len(aot_runtimes)
     accuracy = num_correct / len(predicted_labels)
-    return average_time, accuracy
+    return average_time, accuracy, predicted_labels

Review Comment:
   I made this change since we were using the predicted labels outside of this function for validity check in some tests. If you think it's out of the scope of this function, I can replicated the whole function in the other repo. thoughts?



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects("zephyr")) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def get_boards(platform: str) -> dict:

Review Comment:
   removed get_boards



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects("zephyr")) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def get_boards(platform: str) -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects(platform)) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",

Review Comment:
   added more details



##########
tests/micro/zephyr/test_zephyr.py:
##########
@@ -89,7 +89,7 @@ def _make_add_sess(temp_dir, model, zephyr_board, west_cmd, build_config, dtype=
 # The same test code can be executed on both the QEMU simulation and on real hardware.
 @tvm.testing.requires_micro
 @pytest.mark.skip_boards(["mps2_an521"])
-def test_add_uint(temp_dir, board, west_cmd, tvm_debug):
+def test_add_uint(workspace_dir, board, west_cmd, tvm_debug):

Review Comment:
   `workspace_dir` is a custom path directory where it is in the tvm workspace, so user can easily access them even when they are testing in docker. Also, we have `tvm-debug` which we can use to keep the project for debugging purposes. I think it's a useful tool for developers.



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""

Review Comment:
   removed get_boards



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:

Review Comment:
   that was left over, thanks for catching!



##########
tests/micro/arduino/conftest.py:
##########
@@ -15,35 +15,19 @@
 # specific language governing permissions and limitations
 # under the License.
 
-import pytest
+pytest_plugins = [
+    "tvm.micro.testing.pytest_plugin",
+]
 
-from test_utils import ARDUINO_BOARDS
+import pytest
 
 
 def pytest_addoption(parser):
-    parser.addoption(
-        "--arduino-board",
-        nargs="+",
-        required=True,
-        choices=ARDUINO_BOARDS.keys(),
-        help="Arduino board for tests.",
-    )
     parser.addoption(
         "--arduino-cli-cmd",

Review Comment:
   I think this way is more clear, specially when used in tvmc



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects("zephyr")) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def get_boards(platform: str) -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects(platform)) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_boards("zephyr").keys()) + list(get_boards("arduino").keys()),
+        help="microTVM boards for tests",
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(
+        "--tvm-debug",
+        action="store_true",
+        default=False,
+        help="If set true, it will keep the project directory for debugging.",
+    )
+
+
+@pytest.fixture(scope="module")
+def board(request):
+    return request.config.getoption("--board")
+
+
+@pytest.fixture(scope="module")

Review Comment:
   I think that makes sense. I changed them



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[GitHub] [tvm] mehrdadh commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
mehrdadh commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r934726020


##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_supported_boards("zephyr").keys())
+        + list(get_supported_boards("arduino").keys()),
+        help=(
+            "microTVM boards for tests. Board refers to instances"
+            "of microcontrollers/emulators defined in a platform."
+        ),
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(
+        "--tvm-debug",
+        action="store_true",
+        default=False,
+        help=(
+            "If set true, it will keep the project directory for debugging."
+            "Also, it will enable debug level logging in project generation."
+        ),
+    )
+
+
+@pytest.fixture(scope="session")
+def board(request):
+    return request.config.getoption("--board")
+
+
+@pytest.fixture(scope="session")
+def tvm_debug(request):
+    return request.config.getoption("--tvm-debug")
+
+
+def pytest_collection_modifyitems(config, items):
+    if config.getoption("--test-build-only"):
+        skip_hardware_tests = pytest.mark.skip(reason="--test-build-only was passed")
+        for item in items:
+            if "requires_hardware" in item.keywords:
+                item.add_marker(skip_hardware_tests)
+
+
+@pytest.fixture
+def workspace_dir(request, board, tvm_debug):
+    """Creates workspace directory for each test."""
+    parent_dir = pathlib.Path(os.path.dirname(request.module.__file__))
+    board_workspace = (
+        parent_dir / f"workspace_{board}" / datetime.datetime.now().strftime("%Y-%m-%dT%H-%M-%S")

Review Comment:
   these workspaces are created under `tests/micro/zephyr`, `tests/micro/arduino` or `tests/micro/common`. We could add .gitignore in tests/micro



##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_supported_boards("zephyr").keys())
+        + list(get_supported_boards("arduino").keys()),
+        help=(
+            "microTVM boards for tests. Board refers to instances"
+            "of microcontrollers/emulators defined in a platform."
+        ),
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(

Review Comment:
   done



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[GitHub] [tvm] guberti commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
guberti commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r933564689


##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""

Review Comment:
   We already have a function for this purpose - `get_supported_boards` in `tvm/python/tvm/micro/testing/utils.py`. Let's either move that or use it instead.



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects("zephyr")) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def get_boards(platform: str) -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects(platform)) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",

Review Comment:
   We should also document explicitly the difference between `platform`s and `board`s in our usage - it might not be obvious to others.



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:

Review Comment:
   Why are we treating `zephyr_boards` specially? I'd rather we use `get_boards("zephyr")` in all those cases.



##########
python/tvm/micro/testing/evaluation.py:
##########
@@ -153,4 +163,4 @@ def evaluate_model_accuracy(session, aot_executor, input_data, true_labels, runs
     num_correct = sum(u == v for u, v in zip(true_labels, predicted_labels))
     average_time = sum(aot_runtimes) / len(aot_runtimes)
     accuracy = num_correct / len(predicted_labels)
-    return average_time, accuracy
+    return average_time, accuracy, predicted_labels

Review Comment:
   Why are we changing this to return `predicted_labels`? There are a few cases where we'll want to override `evaluate_model_accuracy` (say, with the MLPerf Tiny model for anomaly detection) but there won't be a 1:1 correspondence of samples to predicted_labels (because anomaly detection uses an area of the curve metric). I'd prefer to keep it as is.



##########
python/tvm/micro/testing/evaluation.py:
##########
@@ -94,6 +95,15 @@ def create_aot_session(
     executor = tvm.relay.backend.Executor("aot")
     crt_runtime = tvm.relay.backend.Runtime("crt", {"system-lib": True})
 
+    if use_cmsis_nn:
+        with tvm.transform.PassContext(
+            config={
+                "tir.disable_vectorize": True,
+                "relay.ext.cmsisnn.options": {"mcpu": target.mcpu},
+            }
+        ):
+            mod = cmsisnn.partition_for_cmsisnn(mod, params, mcpu=target.mcpu)

Review Comment:
   Let's put this into the `ExitStack()` block below - remove likes 98-106 and insert:
   ```
   mod = cmsisnn.partition_for_cmsisnn(mod, params, mcpu=target.mcpu)
   ```
   in the `if use_cmsiss_nn` block



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects("zephyr")) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def get_boards(platform: str) -> dict:

Review Comment:
   See above comment. This should be removed, and `get_supported_boards` inside `tvm/python/tvm/micro/testing/utils.py` should be used instead.



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects("zephyr")) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def get_boards(platform: str) -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects(platform)) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_boards("zephyr").keys()) + list(get_boards("arduino").keys()),
+        help="microTVM boards for tests",
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(
+        "--tvm-debug",
+        action="store_true",
+        default=False,
+        help="If set true, it will keep the project directory for debugging.",
+    )
+
+
+@pytest.fixture(scope="module")
+def board(request):
+    return request.config.getoption("--board")
+
+
+@pytest.fixture(scope="module")

Review Comment:
   Also, any fixtures that are only based on command line arguments should be session scoped IMO. They can't change during the session, so I'd argue it is more appropriate.



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects("zephyr")) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def get_boards(platform: str) -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects(platform)) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",

Review Comment:
   Love this change! It has been a long time in the workds.



##########
tests/micro/arduino/test_arduino_workflow.py:
##########
@@ -36,23 +36,22 @@
 6. Use serial connection to ensure model behaves correctly
 """
 
-
 # Since these tests are sequential, we'll use the same project/workspace
 # directory for all tests in this file
 @pytest.fixture(scope="module")
-def workspace_dir(request, board):
+def workflow_workspace_dir(request, board):

Review Comment:
   Like this change!



##########
tests/micro/arduino/conftest.py:
##########
@@ -15,35 +15,19 @@
 # specific language governing permissions and limitations
 # under the License.
 
-import pytest
+pytest_plugins = [
+    "tvm.micro.testing.pytest_plugin",
+]
 
-from test_utils import ARDUINO_BOARDS
+import pytest
 
 
 def pytest_addoption(parser):
-    parser.addoption(
-        "--arduino-board",
-        nargs="+",
-        required=True,
-        choices=ARDUINO_BOARDS.keys(),
-        help="Arduino board for tests.",
-    )
     parser.addoption(
         "--arduino-cli-cmd",

Review Comment:
   Is it worth abstracting this parameter to "build tool path"? I could be convinced either way.



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,126 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import json
+import os
+import datetime
+import pytest
+
+import tvm
+from tvm.contrib.utils import tempdir
+
+
+def zephyr_boards() -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects("zephyr")) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def get_boards(platform: str) -> dict:
+    """Returns a dict mapping board to target model"""
+    with open(
+        pathlib.Path(tvm.micro.get_microtvm_template_projects(platform)) / "boards.json"
+    ) as f:
+        board_properties = json.load(f)
+
+    boards_model = {board: info["model"] for board, info in board_properties.items()}
+    return boards_model
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_boards("zephyr").keys()) + list(get_boards("arduino").keys()),
+        help="microTVM boards for tests",
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(
+        "--tvm-debug",
+        action="store_true",
+        default=False,
+        help="If set true, it will keep the project directory for debugging.",
+    )
+
+
+@pytest.fixture(scope="module")

Review Comment:
   I'd rather if all the microTVM fixtures lived in `tests/micro`, where they have existed previously. I don't think they can be reused very easily - if someone wanted to do additional testing elsewhere, they would't need `test-build-only` or similar fixtures.



##########
tests/micro/zephyr/test_zephyr.py:
##########
@@ -89,7 +89,7 @@ def _make_add_sess(temp_dir, model, zephyr_board, west_cmd, build_config, dtype=
 # The same test code can be executed on both the QEMU simulation and on real hardware.
 @tvm.testing.requires_micro
 @pytest.mark.skip_boards(["mps2_an521"])
-def test_add_uint(temp_dir, board, west_cmd, tvm_debug):
+def test_add_uint(workspace_dir, board, west_cmd, tvm_debug):

Review Comment:
   For this and all the other tests - why do we have to use `workspace_dir`? If it's going to be reused every time, it would probably be cleaner to use the Python builtin fixutre `temp_dir`?



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[GitHub] [tvm] areusch commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
areusch commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r935900966


##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",

Review Comment:
   oh i see, but what if you ran `pytest tests/micro` and ran both Arduino and Zephyr tests? or what if we refactored this later?



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[GitHub] [tvm] guberti commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
guberti commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r935167122


##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_supported_boards("zephyr").keys())
+        + list(get_supported_boards("arduino").keys()),
+        help=(
+            "microTVM boards for tests. Board refers to instances"
+            "of microcontrollers/emulators defined in a platform."
+        ),
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(

Review Comment:
   Big fan of this change!



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[GitHub] [tvm] mehrdadh commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
mehrdadh commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r936961362


##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",

Review Comment:
   I tested it, if you run `pytest tests/micro` it doesn't recognize `--board`. If we refactor it at the TVM level, yeah we should change it then. For now, I prefer `--board` to keep is simple. thoughts?



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[GitHub] [tvm] areusch commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
areusch commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r934705440


##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",

Review Comment:
   maybe we should namespace this since it could be shown in the test `--help` for pytests outside of microtvm. `--microtvm-board`? same with the ones below.



##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_supported_boards("zephyr").keys())
+        + list(get_supported_boards("arduino").keys()),
+        help=(
+            "microTVM boards for tests. Board refers to instances"
+            "of microcontrollers/emulators defined in a platform."
+        ),
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(
+        "--tvm-debug",
+        action="store_true",
+        default=False,
+        help=(
+            "If set true, it will keep the project directory for debugging."
+            "Also, it will enable debug level logging in project generation."
+        ),
+    )
+
+
+@pytest.fixture(scope="session")
+def board(request):
+    return request.config.getoption("--board")
+
+
+@pytest.fixture(scope="session")
+def tvm_debug(request):
+    return request.config.getoption("--tvm-debug")
+
+
+def pytest_collection_modifyitems(config, items):
+    if config.getoption("--test-build-only"):
+        skip_hardware_tests = pytest.mark.skip(reason="--test-build-only was passed")
+        for item in items:
+            if "requires_hardware" in item.keywords:
+                item.add_marker(skip_hardware_tests)
+
+
+@pytest.fixture
+def workspace_dir(request, board, tvm_debug):
+    """Creates workspace directory for each test."""
+    parent_dir = pathlib.Path(os.path.dirname(request.module.__file__))
+    board_workspace = (
+        parent_dir / f"workspace_{board}" / datetime.datetime.now().strftime("%Y-%m-%dT%H-%M-%S")

Review Comment:
   could we add these to .gitignore somehow? ideally all the build artifacts would go in `build/` somewhere, but it is a little bit tricky since `cmake` really owns that dir. at least it would be good to guard against checking in this dir to the codebase.



##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_supported_boards("zephyr").keys())
+        + list(get_supported_boards("arduino").keys()),
+        help=(
+            "microTVM boards for tests. Board refers to instances"
+            "of microcontrollers/emulators defined in a platform."
+        ),
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(

Review Comment:
   we should probably either change this to `--microtvm-debug` or move it upwards. could start with `--microtvm-debug` for now?



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[GitHub] [tvm] areusch merged pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
areusch merged PR #12207:
URL: https://github.com/apache/tvm/pull/12207


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[GitHub] [tvm] mehrdadh commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
mehrdadh commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r934727815


##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",

Review Comment:
   Do you mean it would show up in other tests in TVM? I don't think so since you have to include it specifically like this in the conftest.py:
   ```
   pytest_plugins = [
       "tvm.micro.testing.pytest_plugin",
   ]
   ```
   



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[GitHub] [tvm] guberti commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
guberti commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r933801203


##########
tests/micro/arduino/conftest.py:
##########
@@ -15,35 +15,19 @@
 # specific language governing permissions and limitations
 # under the License.
 
-import pytest
+pytest_plugins = [
+    "tvm.micro.testing.pytest_plugin",
+]
 
-from test_utils import ARDUINO_BOARDS
+import pytest
 
 
 def pytest_addoption(parser):
-    parser.addoption(
-        "--arduino-board",
-        nargs="+",
-        required=True,
-        choices=ARDUINO_BOARDS.keys(),
-        help="Arduino board for tests.",
-    )
     parser.addoption(
         "--arduino-cli-cmd",

Review Comment:
   yea you’re right, build tool is just too abstract.



##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,108 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_supported_boards("zephyr").keys())
+        + list(get_supported_boards("arduino").keys()),
+        help=(
+            "microTVM boards for tests. Board refers to instances"
+            "of microcontrollers/emulators defined in a platform."
+        ),
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(
+        "--tvm-debug",
+        action="store_true",
+        default=False,
+        help="If set true, it will keep the project directory for debugging.",
+    )
+
+
+@pytest.fixture(scope="session")
+def board(request):
+    return request.config.getoption("--board")
+
+
+@pytest.fixture(scope="session")
+def tvm_debug(request):

Review Comment:
   nit: I don't love the name `tvm_debug` if all this flag does is keep the project directory - IMO `--keep-project-dir` or `--preserve-project` makes more sense. If it does things besides this, we should document them in the `help` string.



##########
tests/micro/zephyr/test_zephyr.py:
##########
@@ -89,7 +89,7 @@ def _make_add_sess(temp_dir, model, zephyr_board, west_cmd, build_config, dtype=
 # The same test code can be executed on both the QEMU simulation and on real hardware.
 @tvm.testing.requires_micro
 @pytest.mark.skip_boards(["mps2_an521"])
-def test_add_uint(temp_dir, board, west_cmd, tvm_debug):
+def test_add_uint(workspace_dir, board, west_cmd, tvm_debug):

Review Comment:
   Huh, I’d forgotten that workspace_dir is kept when debug is passed. That sounds super useful - good call with this!



##########
python/tvm/micro/testing/evaluation.py:
##########
@@ -153,4 +163,4 @@ def evaluate_model_accuracy(session, aot_executor, input_data, true_labels, runs
     num_correct = sum(u == v for u, v in zip(true_labels, predicted_labels))
     average_time = sum(aot_runtimes) / len(aot_runtimes)
     accuracy = num_correct / len(predicted_labels)
-    return average_time, accuracy
+    return average_time, accuracy, predicted_labels

Review Comment:
   Ah, I'd forgotten we need the labels for some hardware in the loop tests. That seems fine - for anomaly detection and other AOC metrics using the same "template", we could use confidence values (or even just `None`) in place of `predicted_labels`. This LGTM now.



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[GitHub] [tvm] mehrdadh commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
mehrdadh commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r934646726


##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,108 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_supported_boards("zephyr").keys())
+        + list(get_supported_boards("arduino").keys()),
+        help=(
+            "microTVM boards for tests. Board refers to instances"
+            "of microcontrollers/emulators defined in a platform."
+        ),
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(
+        "--tvm-debug",
+        action="store_true",
+        default=False,
+        help="If set true, it will keep the project directory for debugging.",
+    )
+
+
+@pytest.fixture(scope="session")
+def board(request):
+    return request.config.getoption("--board")
+
+
+@pytest.fixture(scope="session")
+def tvm_debug(request):

Review Comment:
   let me correct myself, it also used in project generation config to show more logs in the build/test process. So I would change the description.



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[GitHub] [tvm] mehrdadh commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
mehrdadh commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r934640615


##########
python/tvm/micro/testing/pytest_plugin.py:
##########
@@ -0,0 +1,108 @@
+# 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=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",
+        required=True,
+        choices=list(get_supported_boards("zephyr").keys())
+        + list(get_supported_boards("arduino").keys()),
+        help=(
+            "microTVM boards for tests. Board refers to instances"
+            "of microcontrollers/emulators defined in a platform."
+        ),
+    )
+    parser.addoption(
+        "--test-build-only",
+        action="store_true",
+        help="Only run tests that don't require physical hardware.",
+    )
+    parser.addoption(
+        "--tvm-debug",
+        action="store_true",
+        default=False,
+        help="If set true, it will keep the project directory for debugging.",
+    )
+
+
+@pytest.fixture(scope="session")
+def board(request):
+    return request.config.getoption("--board")
+
+
+@pytest.fixture(scope="session")
+def tvm_debug(request):

Review Comment:
   it used to do other things, but not anymore. I will change the name.



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[GitHub] [tvm] areusch commented on a diff in pull request #12207: [microTVM] Refactor pytest fixtures

Posted by GitBox <gi...@apache.org>.
areusch commented on code in PR #12207:
URL: https://github.com/apache/tvm/pull/12207#discussion_r936982142


##########
python/tvm/micro/testing/pytest_plugin.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.
+
+# pylint: disable=invalid-name,redefined-outer-name
+""" microTVM testing fixtures used to deduce testing argument
+    values from testing parameters """
+
+import pathlib
+import os
+import datetime
+import pytest
+
+from tvm.contrib.utils import tempdir
+
+from .utils import get_supported_boards
+
+
+def pytest_addoption(parser):
+    """Adds more pytest arguments"""
+    parser.addoption(
+        "--board",

Review Comment:
   ok, fine for now.



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