Run pytest tests in isolated subprocesses
Project description
pytest-isolate
Isolate each test in a subprocess - pytest forked replacement, based on pytest-forked.
This pytest plugin was generated with Cookiecutter along with @hackebrot's cookiecutter-pytest-plugin template.
Features
- Run each test in an forked, isolated subprocess
- Captures stdout & stderr of crashing processes
- Add Timeout to a forked test
- Limit memory used by test
- Limit CPU time used by test
- Manage GPU resources with CUDA_VISIBLE_DEVICES, with support for fractional requests (1/2, 1/4, 1/8, 1/16)
- Plays nice with pytest-xdist
- Shows warnings, even with xdist!
- Create visual timeline of test execution (isolated or not)
Requirements
- pytest
Optional Dependencies
For GPU resource management:
- pynvml (optional, for automatic GPU detection)
Support
- Operating Systems: Linux (tested), macOS (not tested but should work). Windows is not supported, and will probably not work as we are based on process forking.
- Python Versions: 3.9, 3.10, 3.11, 3.12
Installation
You can install "pytest-isolate" via pip from PyPI
pip install pytest-isolate
For GPU resource management support:
pip install pytest-isolate[gpu]
Usage
pytest --isolate
To run every test in its own forked subprocess.
Or:
pytest --isolate-timeout 10 --isolate-mem-limit 1000000 --isolate-cpu-limit 10
To set a timeout to every test in addition to forking, and limit to 10 cpu seconds.
Or:
pytest --timeline
With possible combination of the above, to generate a timeline of test execution. The timeline can be viewed in chrome://tracing.
To disable the pulgin, you can use the --no-isolate option:
pytest --no-isolate
Note:
Since this plugin uses
fork, it will not work on operating systems withoutforksupport (e.g. Windows).
The flags --timeout or --forked will also be respected such that pytest-isolate is a drop-in replacement forked pytest forked and pytest timeout.
If pytest-forked or pytest-timeout are installed, then
they will take precedence. Uninstall them to use pytest-isolate.
Unlike pytest-timeout, timeout in pytest-isolate is implemented by forking the test to a separate subprocess, and setting timeout for that subprocess.
Using the isolate marker
You can use a mark to isolate or time limit the memory and/or cpu usage test:
@pytest.mark.isolate(timeout=10, mem_limit=10**6, cpu_limit=10)
def test_something():
pass
The isolate marker can also be used to request gpus for a test on a gpu machine:
# Request 2 GPUs for this test
@pytest.mark.isolate(resources={'gpu': 2})
def test_with_gpus():
# The test will have CUDA_VISIBLE_DEVICES set to the allocated GPU IDs
assert len(os.environ.get("CUDA_VISIBLE_DEVICES").split(",")) == 2
# Request 1/2 of a GPU for this test, up to 2 tests that request 1/2 of a GPU will be allocated the same GPU
@pytest.mark.isolate(resources={'gpu': 1/2})
def test_with_half_gpu():
# The test will have CUDA_VISIBLE_DEVICES set to the allocated GPU IDs
assert len(os.environ.get("CUDA_VISIBLE_DEVICES").split(",")) == 1
Configuration Options
The options can be set in an pytest configuration file, e.g:
[tool.pytest.ini_options]
isolate_timeout=10
isolate_mem_limit=1000000
isolate_cpu_limit=10
CUDA_VISIBLE_DEVICES Handling
If CUDA_VISIBLE_DEVICES is already set when pytest starts, the plugin will respect this setting and only allocate from the GPUs specified there. This works even without pynvml installed.
For example:
- If
CUDA_VISIBLE_DEVICES=0,1,2is set, tests will only use GPUs 0, 1, and 2. - If
CUDA_VISIBLE_DEVICES=is set (empty), no GPUs will be used.
Contributing
Contributions are very welcome. Tests can be run with tox, please ensure
the coverage at least stays the same before you submit a pull request.
License
Distributed under the terms of the MIT, pytest-isolate is free and open source software
Issues
If you encounter any problems, please file an issue along with a detailed description.
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