Fix amp tests #661
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Fix amp tests #661
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With opt_level="O1" (the default), AMP patches many torch functions, which breaks any tests that run afterwards. This patch introduces a pytest extension that lets tests be marked with @pytest.mark.spawn so that they are run in their own process using torch.multiprocessing.spawn so that the main python interpreter stays un-patched. Note that tests using DDP already run AMP in its own process, so they don't need this annotation.
Since AMP defaults to O1 now, DP tests no longer throw exceptions. Since AMP patches torch functions, CPU inference no longer works. Skip prediction step for AMP tests.
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Travis failure appears to be due to this unrelated issue: pytorch/vision#1718 |
Borda
approved these changes
Jan 4, 2020
| @@ -124,26 +128,6 @@ def test_amp_gpu_ddp_slurm_managed(tmpdir): | |||
| assert trainer.resolve_root_node_address('abc[23-24]') == 'abc23' | |||
| assert trainer.resolve_root_node_address('abc[23-24, 45-40, 40]') == 'abc23' | |||
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| # test model loading with a map_location | |||
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tests are failing on PIL, I found somewhere that adding |
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Supposedly torchvision will do a bug fix release early next week (0.4.2?) that will resolve the Pillow issue. The fix is already in torchvision master. I’m inclined to just wait for that and update our minimum torchvision version.
On Jan 4, 2020, at 9:40 AM, Jirka Borovec <[email protected]> wrote:
tests are failing on PIL, I found somewhere that adding Pollow>=4.2 solves the issue
* python-pillow/Pillow#4130<python-pillow/Pillow#4130>
* https://pillow.readthedocs.io/en/stable/releasenotes/7.0.0.html#pillow-version-constant
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torchvision v0.5.0 has been released with the fix:
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but |
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A few changes to fix AMP-related problems in our tests:
With
opt_level="O1"(the default), AMP patches many torch functions, which breaks any tests that run afterwards. This patch introduces a pytest extension that lets tests be marked with@pytest.mark.spawnso that they are run in their own process usingtorch.multiprocessing.spawnso that the main python interpreter stays un-patched.Since AMP defaults to O1 now, DP tests no longer throw exceptions. Remove the
pytest.raisesthat expects the exception.Since AMP patches torch functions, CPU inference no longer works.
Skip prediction step for AMP tests.
Note that there are still a couple of unrelated test failures that will be addressed in another PR.