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feat: Configure driver to support GPU tests (#138)
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Implement changes as speced in the KF113 spec:
* Split tests to `cpu` and `gpu`
* Add `--include-gpu-tests` flag to include the tests under the `gpu` directory.
* Pass this flag to the tests job (together with the filter one) to include the appropriate tests.

Closes #132
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orfeas-k authored Nov 28, 2024
1 parent 7d814c6 commit fe35a1b
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14 changes: 14 additions & 0 deletions README.md
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Expand Up @@ -24,6 +24,7 @@ found in the [Run the tests](#run-the-tests) section.
* [A subset of UATs](#run-a-subset-of-uats)
* [Kubeflow UATs](#run-kubeflow-uats)
* [MLflow UATs](#run-mlflow-uats)
* [Include NVIDIA GPU UATs](#include-nvidia-gpu-uats)
* [Behind proxy](#run-behind-proxy)
* [Prerequisites for KServe UATs](#prerequisites-for-kserve-uats)
* [From inside a notebook](#running-using-notebook)
Expand Down Expand Up @@ -170,6 +171,19 @@ tox -e mlflow-remote
tox -e mlflow-local
```

#### Include NVIDIA GPU UATs

By default, [GPU UATs](./tests/notebooks/gpu/) are not included in any of the `tox` environments since they require a cluster with a GPU. In order to include those, use the `--include-gpu-tests` flag, e.g.

```bash
# run all tests defined by tox environment `kubeflow` plus those under the 'gpu' directory
tox -e kubeflow-remote -- --include-gpu-tests
# run all tests containing 'kfp' in their name (both cpu and gpu ones)
tox -e uats-remote -- --include-gpu-tests --filter "kfp"
```

As shown in the example above, tests under the `gpu` directory follow the same filters with the rest of the tests.

### Run behind proxy

#### Prerequisites for KServe UATs
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10 changes: 10 additions & 0 deletions driver/conftest.py
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Expand Up @@ -7,8 +7,12 @@
def pytest_addoption(parser: Parser):
"""Add pytest options.
* Add a `--proxy` option that enables setting `http_proxy`, `https_proxy` and
`no_proxy` environment variables.
* Add a `--filter` option to (de)select test cases based on their name (see also
https://docs.pytest.org/en/7.4.x/reference/reference.html#command-line-flags)
* Add an `--include-gpu-tests` flag to include the tests under the `gpu` directory
in the executed tests.
"""
parser.addoption(
"--proxy",
Expand All @@ -29,3 +33,9 @@ def pytest_addoption(parser: Parser):
" any test that doesn't contain 'kserve' in its name. Essentially, the option simulates"
" the behaviour of running `pytest -k '<filter>'` directly on the test suite.",
)
parser.addoption(
"--include-gpu-tests",
action="store_true",
help="Defines whether to include the tests under the `gpu` directory in the executed tests."
"By default, it is set to False.",
)
15 changes: 13 additions & 2 deletions driver/test_kubeflow_workloads.py
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Expand Up @@ -65,6 +65,12 @@ def pytest_filter(request):
return f"-k '{filter}'" if filter else ""


@pytest.fixture(scope="session")
def include_gpu_tests(request):
"""Retrieve the `--include-gpu-tests` flag from Pytest invocation."""
return True if request.config.getoption("--include-gpu-tests") else False


@pytest.fixture(scope="session")
def tests_checked_out_commit(request):
"""Retrieve active git commit."""
Expand All @@ -73,9 +79,14 @@ def tests_checked_out_commit(request):


@pytest.fixture(scope="session")
def pytest_cmd(pytest_filter):
def pytest_cmd(pytest_filter, include_gpu_tests):
"""Format the Pytest command."""
return f"{PYTEST_CMD_BASE} {pytest_filter}" if pytest_filter else PYTEST_CMD_BASE
cmd = PYTEST_CMD_BASE
if pytest_filter:
cmd += f" {pytest_filter}"
if include_gpu_tests:
cmd += " --include-gpu-tests"
return cmd


@pytest.fixture(scope="module")
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7 changes: 7 additions & 0 deletions tests/README.md
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Expand Up @@ -36,3 +36,10 @@ pytest -k "kfp or katib"
# run any test that doesn't contain 'kserve' in its name
pytest -k "not kserve"
```

### NVIDIA GPU tests
By default, [GPU UATs](./notebooks/gpu/) are not included when running `pytest` since they require a cluster with a GPU. In order to include those, use the `--include-gpu-tests` flag, e.g.

```
pytest --include-gpu-tests
```
23 changes: 23 additions & 0 deletions tests/conftest.py
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@@ -0,0 +1,23 @@
# Copyright 2024 Canonical Ltd.
# See LICENSE file for licensing details.

import os

from _pytest.config.argparsing import Parser


def pytest_addoption(parser: Parser):
"""Add pytest options.
* Add an `--include-gpu-tests` flag to include the tests under the `gpu` directory
in the executed tests.
"""
parser.addoption(
"--include-gpu-tests",
action="store_true",
help="Defines whether to include tests under the `gpu` directory in the executed tests."
"By default, it is set to False.",
)


def pytest_configure(config):
os.environ["include_gpu_tests"] = str(config.getoption("--include-gpu-tests"))
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21 changes: 21 additions & 0 deletions tests/notebooks/gpu/placeholder/placeholder.ipynb
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@@ -0,0 +1,21 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(\"Placeholder test here\")\n",
"assert True"
]
}
],
"metadata": {
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
15 changes: 13 additions & 2 deletions tests/test_notebooks.py
Original file line number Diff line number Diff line change
Expand Up @@ -15,8 +15,12 @@
save_notebook,
)

EXAMPLES_DIR = "notebooks"
NOTEBOOKS = discover_notebooks(EXAMPLES_DIR)
EXAMPLES_DIR = {"cpu": "notebooks/cpu", "gpu": "notebooks/gpu"}
INCLUDE_GPU_TESTS = os.getenv("include_gpu_tests").lower() == "true"

NOTEBOOKS = discover_notebooks(EXAMPLES_DIR["cpu"])
if INCLUDE_GPU_TESTS:
NOTEBOOKS.update(discover_notebooks(EXAMPLES_DIR["gpu"]))

log = logging.getLogger(__name__)

Expand All @@ -40,6 +44,13 @@ def test_notebook(test_notebook):
)
ep.skip_cells_with_tag = "pytest-skip"

if not INCLUDE_GPU_TESTS:
log.info(
"Note that only CPU tests will be run. In order to run tests that use an NVIDIA GPU,"
"use the `--include-gpu-tests` flag e.g. `tox -e kubeflow-local -- --include-gpu-tests`."
" To learn more, use `--help` or refer to the repository's README file."
)

try:
log.info(f"Running {os.path.basename(test_notebook)}...")
output_notebook, _ = ep.preprocess(notebook, {"metadata": {"path": "./"}})
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3 changes: 2 additions & 1 deletion tests/utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -3,6 +3,7 @@

import os
import subprocess
from typing import Dict

import nbformat

Expand All @@ -17,7 +18,7 @@ def format_error_message(traceback: list):
return "".join(traceback[-2:])


def discover_notebooks(directory):
def discover_notebooks(directory) -> Dict[str, str]:
"""Return a dictionary of notebooks in the provided directory.
The dictionary contains a mapping between the notebook names (in alphabetical order) and the
Expand Down

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