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updated changelog
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src/lightning_app/CHANGELOG.md

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The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
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## [unreleased] - 202Y-MM-DD
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## [1.8.1] - 2022-11-10
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### Added
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- Added the `start` method to the work ([#15523](https://github.com/Lightning-AI/lightning/pull/15523))
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- Added a `MultiNode` Component to run with distributed computation with any frameworks ([#15524](https://github.com/Lightning-AI/lightning/pull/15524))
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- Expose `RunWorkExecutor` to the work and provides default ones for the `MultiNode` Component ([#15561](https://github.com/Lightning-AI/lightning/pull/15561))
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- Added a `start_with_flow` flag to the `LightningWork` which can be disabled to prevent the work from starting at the same time as the flow ([#15591](https://github.com/Lightning-AI/lightning/pull/15591))
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- Added support for running Lightning App with VSCode IDE debugger ([#15590](https://github.com/Lightning-AI/lightning/pull/15590))
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- Added `bi-directional` delta updates between the flow and the works ([#15582](https://github.com/Lightning-AI/lightning/pull/15582))
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- Added `--setup` flag to `lightning run app` CLI command allowing for dependency installation via app comments ([#15577](https://github.com/Lightning-AI/lightning/pull/15577))
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- Auto-upgrade / detect environment mis-match from the CLI ([#15434](https://github.com/Lightning-AI/lightning/pull/15434))
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- Added Serve component ([#15609](https://github.com/Lightning-AI/lightning/pull/15609))
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- Changed the `flow.flows` to be recursive wont to align the behavior with the `flow.works` ([#15466](https://github.com/Lightning-AI/lightning/pull/15466))
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- The `params` argument in `TracerPythonScript.run` no longer prepends `--` automatically to parameters ([#15518](https://github.com/Lightning-AI/lightning/pull/15518))
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### Deprecated
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### Removed
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- Only check versions / env when not in the cloud ([#15504](https://github.com/Lightning-AI/lightning/pull/15504))
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- Periodically sync database to the drive ([#15441](https://github.com/Lightning-AI/lightning/pull/15441))
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- Slightly safer multi node ([#15538](https://github.com/Lightning-AI/lightning/pull/15538))
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- Reuse existing commands when running connect more than once ([#15471](https://github.com/Lightning-AI/lightning/pull/15471))
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### Fixed
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- Fixed writing app name and id in connect.txt file for the command CLI ([#15443](https://github.com/Lightning-AI/lightning/pull/15443))
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- Fixed missing root flow among the flows of the app ([#15531](https://github.com/Lightning-AI/lightning/pull/15531))
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- Fixed bug with Multi Node Component and add some examples ([#15557](https://github.com/Lightning-AI/lightning/pull/15557))
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- Fixed a bug where payload would take a very long time locally ([#15557](https://github.com/Lightning-AI/lightning/pull/15557))
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- Fixed an issue with the `lightning` CLI taking a long time to error out when the cloud is not reachable ([#15412](https://github.com/Lightning-AI/lightning/pull/15412))
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src/lightning_lite/CHANGELOG.md

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The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
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## [unreleased] - 202Y-MM-DD
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### Deprecated
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## [1.8.1] - 2022-11-10
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### Fixed
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- Fix an issue with the SLURM `srun` detection causing permission errors ([#15485](https://github.com/Lightning-AI/lightning/issues/15485))
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- Fixed the import of `lightning_lite` causing a warning 'Redirects are currently not supported in Windows or MacOs' ([#15610](https://github.com/PyTorchLightning/pytorch-lightning/issues/15610))
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src/pytorch_lightning/CHANGELOG.md

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The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
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## [unreleased] - 202Y-MM-DD
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### Deprecated
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- Deprecated `pytorch_lightning.utilities.distributed.rank_zero_only` in favor of `pytorch_lightning.utilities.rank_zero_only` ([#15536](https://github.com/Lightning-AI/lightning/pull/15536))
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## [1.8.1] - 2022-11-10
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- Fixed `TensorBoardLogger` not validating the input array type when logging the model graph ([#15323](https://github.com/Lightning-AI/lightning/pull/15323))
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- Fixed an attribute error in `ColossalAIStrategy` at import time when `torch.distributed` is not available ([#15535](https://github.com/Lightning-AI/lightning/pull/15535))
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- Fixed an issue when calling `fs.listdir` with file URI instead of path in `CheckpointConnector` ([#15413](https://github.com/Lightning-AI/lightning/pull/15413))
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- Fixed an issue with the `BaseFinetuning` callback not setting the `track_running_stats` attribute for batch normaliztion layers ([#15063](https://github.com/Lightning-AI/lightning/pull/15063))
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- Fixed an issue with `WandbLogger(log_model=True|'all)` raising an error and not being able to serialize tensors in the metadata ([#15544](https://github.com/Lightning-AI/lightning/pull/15544))
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- Fixed the gradient unscaling logic when using `Trainer(precision=16)` and fused optimizers such as `Adam(..., fused=True)` ([#15544](https://github.com/Lightning-AI/lightning/pull/15544))
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- Fixed model state transfer in multiprocessing launcher when running multi-node ([#15567](https://github.com/Lightning-AI/lightning/pull/15567))
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- Fixed manual optimization raising `AttributeError` with Bagua Strategy ([#12534](https://github.com/PyTorchLightning/pytorch-lightning/issues/12534))
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- Fixed the import of `pytorch_lightning` causing a warning 'Redirects are currently not supported in Windows or MacOs' ([#15610](https://github.com/PyTorchLightning/pytorch-lightning/issues/15610))
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