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build(deps): update pytorch-lightning requirement from <2.1.0,>=1.4 to >=1.4,<2.3.0 in /_requirements

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Updates the requirements on [pytorch-lightning](https://github.com/Lightning-AI/lightning) to permit the latest version. Release notes Sourced from pytorch-lightning's releases. Minor release correction Full Changelog: https://github.com/Lightning-AI/pytorch-lightning/compare/2.2.0...2.2.0.post0 Commits e1e8770 releasing 2.2.0.post0 1f3614d Rename Lightning Fabric...

dependabot[bot]

build(deps): bump actions/cache from 3 to 4

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Bumps [actions/cache](https://github.com/actions/cache) from 3 to 4. Release notes Sourced from actions/cache's releases. v4.0.0 What's Changed Update action to node20 by @​takost in actions/cache#1284 feat: save-always flag by @​to-s in actions/cache#1242...

dependabot[bot]

Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 4. Release notes Sourced from codecov/codecov-action's releases. v4.0.0 v4 of the Codecov Action uses the CLI as the underlying upload. The CLI has helped to...

dependabot[bot]

build(deps): update torch requirement from <2.1.0,>=1.8.1 to >=1.8.1,<2.3.0 in /_requirements

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Updates the requirements on [torch](https://github.com/pytorch/pytorch) to permit the latest version. Release notes Sourced from torch's releases. PyTorch 2.2: FlashAttention-v2, AOTInductor PyTorch 2.2 Release Notes Highlights Backwards Incompatible Changes Deprecations New...

dependabot[bot]

build(deps): update torchmetrics requirement from <1.3,>=0.7 to >=0.7,<1.4 in /_requirements

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Updates the requirements on [torchmetrics](https://github.com/Lightning-AI/torchmetrics) to permit the latest version. Release notes Sourced from torchmetrics's releases. Minor package patch Full Changelog: https://github.com/Lightning-AI/torchmetrics/compare/v1.3.0...v1.3.0.post0 Commits 1a2f406 correction release 1.3.0.post 6399c1b pkg: prune...

dependabot[bot]

Repeated calls to generator and discriminator's forward in GAN tutorial

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### 📚 Documentation In the [training_step of the GAN(L.LightningModule)](https://lightning.ai/docs/pytorch/2.1.0/notebooks/lightning_examples/basic-gan.html#:~:text=def%20training_step(self%2C%20batch)%3A) the generator and discriminator forward are called several times on the same input. Obviously this slows down the training because more...

jhauret

reorder the import statement to fit the explanation flow

alephpi

docs: switch links from PDF to abstract

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## Before submitting - [x] Was this **discussed/approved** via a Github issue? (no need for typos and docs improvements) - [x] Did you make sure to **update the docs**? -...

Borda

Bump actions/upload-artifact from 3 to 4

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Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 3 to 4. Release notes Sourced from actions/upload-artifact's releases. v4.0.0 What's Changed The release of upload-artifact@v4 and download-artifact@v4 are major changes to the backend architecture of Artifacts....

dependabot[bot]

Fine-Tuning Scheduler Tutorial Update for Lightning/PyTorch 2.2.0

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Validated the Fine-Tuning Scheduler (FTS) tutorial for FTS/Lightning/PyTorch `2.2.0` (as of the final PyTorch RC and the [recent `2.2.0` Lightning commit](https://github.com/Lightning-AI/lightning/tree/c989a97aa196431ecb70e1a0f8c839cdeaba9300)). The only minor change in this PR is to...

speediedan