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Trainer: auto default #16847

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merged 18 commits into from Feb 23, 2023
Merged

Trainer: auto default #16847

merged 18 commits into from Feb 23, 2023

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carmocca
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@carmocca carmocca commented Feb 23, 2023

What does this PR do?

Fixes #10606

Follow-up questions:

  • CUDA CI only runs the "min_cuda_gpus=N" tests. This helped greatly reduce the CI load in the past. Since we default to "auto" now, should we have CUDA CI run all tests?
  • The same question above applies to HPU, IPU, TPU, ...

cc @justusschock @awaelchli @Borda @carmocca

@carmocca carmocca added refactor breaking change Includes a breaking change trainer: argument pl Generic label for PyTorch Lightning package labels Feb 23, 2023
@carmocca carmocca added this to the 2.0 milestone Feb 23, 2023
@carmocca carmocca self-assigned this Feb 23, 2023
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github-actions bot commented Feb 23, 2023

⚡ Required checks status: All passing 🟢

Groups summary

🟢 pytorch_lightning: Tests workflow
Check ID Status
pl-cpu (macOS-11, lightning, 3.8, 1.11) success
pl-cpu (macOS-11, lightning, 3.9, 1.12) success
pl-cpu (macOS-11, lightning, 3.10, 1.13) success
pl-cpu (macOS-11, lightning, 3.8, 1.11, oldest) success
pl-cpu (ubuntu-20.04, lightning, 3.9, 1.11) success
pl-cpu (ubuntu-20.04, lightning, 3.10, 1.12) success
pl-cpu (ubuntu-20.04, lightning, 3.10, 1.13) success
pl-cpu (ubuntu-20.04, lightning, 3.8, 1.11, oldest) success
pl-cpu (windows-2022, lightning, 3.9, 1.11) success
pl-cpu (windows-2022, lightning, 3.10, 1.12) success
pl-cpu (windows-2022, lightning, 3.10, 1.13) success
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pl-cpu (macOS-11, pytorch, 3.8, 1.13) success
pl-cpu (ubuntu-20.04, pytorch, 3.8, 1.13) success
pl-cpu (windows-2022, pytorch, 3.8, 1.13) success

These checks are required after the changes to src/lightning/pytorch/trainer/connectors/accelerator_connector.py, src/lightning/pytorch/trainer/trainer.py, tests/tests_pytorch/accelerators/test_gpu.py, tests/tests_pytorch/accelerators/test_tpu.py, tests/tests_pytorch/callbacks/test_early_stopping.py, tests/tests_pytorch/callbacks/test_pruning.py, tests/tests_pytorch/callbacks/test_stochastic_weight_avg.py, tests/tests_pytorch/conftest.py, tests/tests_pytorch/models/test_amp.py, tests/tests_pytorch/strategies/test_ddp_spawn_strategy.py, tests/tests_pytorch/strategies/test_ddp_strategy.py, tests/tests_pytorch/strategies/test_deepspeed_strategy.py, tests/tests_pytorch/trainer/connectors/test_accelerator_connector.py, tests/tests_pytorch/trainer/logging_/test_train_loop_logging.py, tests/tests_pytorch/trainer/test_trainer.py.

🟢 pytorch_lightning: Azure GPU
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pytorch-lightning (GPUs) success

These checks are required after the changes to src/lightning/pytorch/trainer/connectors/accelerator_connector.py, src/lightning/pytorch/trainer/trainer.py, tests/tests_pytorch/accelerators/test_gpu.py, tests/tests_pytorch/accelerators/test_tpu.py, tests/tests_pytorch/callbacks/test_early_stopping.py, tests/tests_pytorch/callbacks/test_pruning.py, tests/tests_pytorch/callbacks/test_stochastic_weight_avg.py, tests/tests_pytorch/conftest.py, tests/tests_pytorch/models/test_amp.py, tests/tests_pytorch/strategies/test_ddp_spawn_strategy.py, tests/tests_pytorch/strategies/test_ddp_strategy.py, tests/tests_pytorch/strategies/test_deepspeed_strategy.py, tests/tests_pytorch/trainer/connectors/test_accelerator_connector.py, tests/tests_pytorch/trainer/logging_/test_train_loop_logging.py, tests/tests_pytorch/trainer/test_trainer.py.

🟢 pytorch_lightning: Azure HPU
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pytorch-lightning (HPUs) success

These checks are required after the changes to src/lightning/pytorch/trainer/connectors/accelerator_connector.py, src/lightning/pytorch/trainer/trainer.py, tests/tests_pytorch/accelerators/test_gpu.py, tests/tests_pytorch/accelerators/test_tpu.py, tests/tests_pytorch/callbacks/test_early_stopping.py, tests/tests_pytorch/callbacks/test_pruning.py, tests/tests_pytorch/callbacks/test_stochastic_weight_avg.py, tests/tests_pytorch/conftest.py, tests/tests_pytorch/models/test_amp.py, tests/tests_pytorch/strategies/test_ddp_spawn_strategy.py, tests/tests_pytorch/strategies/test_ddp_strategy.py, tests/tests_pytorch/strategies/test_deepspeed_strategy.py, tests/tests_pytorch/trainer/connectors/test_accelerator_connector.py, tests/tests_pytorch/trainer/logging_/test_train_loop_logging.py, tests/tests_pytorch/trainer/test_trainer.py.

🟢 pytorch_lightning: Azure IPU
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pytorch-lightning (IPUs) success

These checks are required after the changes to src/lightning/pytorch/trainer/connectors/accelerator_connector.py, src/lightning/pytorch/trainer/trainer.py, tests/tests_pytorch/accelerators/test_gpu.py, tests/tests_pytorch/accelerators/test_tpu.py, tests/tests_pytorch/callbacks/test_early_stopping.py, tests/tests_pytorch/callbacks/test_pruning.py, tests/tests_pytorch/callbacks/test_stochastic_weight_avg.py, tests/tests_pytorch/conftest.py, tests/tests_pytorch/models/test_amp.py, tests/tests_pytorch/strategies/test_ddp_spawn_strategy.py, tests/tests_pytorch/strategies/test_ddp_strategy.py, tests/tests_pytorch/strategies/test_deepspeed_strategy.py, tests/tests_pytorch/trainer/connectors/test_accelerator_connector.py, tests/tests_pytorch/trainer/logging_/test_train_loop_logging.py, tests/tests_pytorch/trainer/test_trainer.py.

🟢 pytorch_lightning: Docs
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These checks are required after the changes to src/lightning/pytorch/trainer/connectors/accelerator_connector.py, src/lightning/pytorch/trainer/trainer.py, docs/source-pytorch/accelerators/gpu_basic.rst, docs/source-pytorch/accelerators/hpu_basic.rst, docs/source-pytorch/accelerators/ipu_basic.rst, docs/source-pytorch/accelerators/tpu_basic.rst, docs/source-pytorch/common/trainer.rst.

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install-pkg (ubuntu-22.04, app, 3.8) success
install-pkg (ubuntu-22.04, app, 3.10) success
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install-pkg (windows-2022, fabric, 3.10) success
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install-pkg (windows-2022, notset, 3.10) success

These checks are required after the changes to src/lightning/pytorch/trainer/connectors/accelerator_connector.py, src/lightning/pytorch/trainer/trainer.py.

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Thank you for your contribution! 💜

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@github-actions github-actions bot added the ci Continuous Integration label Feb 23, 2023
@github-actions github-actions bot removed the ci Continuous Integration label Feb 23, 2023
@carmocca carmocca changed the title [WIP] Trainer: auto default Trainer: auto default Feb 23, 2023
@justusschock
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justusschock commented Feb 23, 2023

CUDA CI only runs the "min_cuda_gpus=N" tests. This helped greatly reduce the CI load in the past. Since we default to "auto" now, should we have CUDA CI run all tests?

I wouldn't do this. I think the current way would be preferred as other wise CUDA CI might become a bottleneck.

The same question above applies to HPU, IPU, TPU, ...

They are already fragile enough so I'd prefer to run as little tests as possible there.

@mergify mergify bot added the ready PRs ready to be merged label Feb 23, 2023
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I added one conenctor test that asserts "auto" under each accelerator availability. Just as the one in #16842

@carmocca carmocca merged commit 0130273 into master Feb 23, 2023
@carmocca carmocca deleted the feat/auto-default branch February 23, 2023 17:42
ddelange added a commit to ddelange/autogluon that referenced this pull request May 4, 2023
commit autogluon@dd96a19 forces a minimum version bump of pytorch-lightning to 2.0.0 ref Lightning-AI/pytorch-lightning#16847
yinweisu pushed a commit to autogluon/autogluon that referenced this pull request May 8, 2023
commit dd96a19 forces a minimum version bump of pytorch-lightning to 2.0.0 ref Lightning-AI/pytorch-lightning#16847
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[RFC] Future for accelerator and devices default values
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