lightning-flash

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Add support for soft targets

3

## What does this PR do? Fixes # (issue) ## Before submitting - [x] Was this **discussed/approved** via a Github issue? (no need for typos and docs improvements) - [x]...

ethanwharris

refactor/fix default_uncollate

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## What does this PR do? I found there is a problem if the meta-data included size as a tuple which is an argument for upscaling predictions as images after...

Borda

Remove `sd2` sound extensions from supported audio extensions

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## What does this PR do? CI is failing, because `SoundFile` (for `sd2` extension) doesn't accept fsspec objects. Following raises an error: ```python with fsspec.open(file_path) as _file: sound_file = SoundFile(_file)...

krshrimali

Add finetuning strategies for DeepSpeed

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## What does this PR do? This PR provides some workarounds to use DeepSpeed in finetuning. In fact, DeepSpeed cannot work with pytorch-lightning completely because its parameter loading and storing...

ar90n

Refactor: use PIL as default image format

2

## What does this PR do? follow-up to #1313 as the Tensor formating is not very friendly to other general augmentation packages ## Before submitting - [x] Was this **discussed/approved**...

Borda

## 🐛 Bug I'm using poetry for dependency management which results in incompatible behavior when `lightning-flash[image]` is installed. The `image` extra depends on `segmentation-models-pytorch` [without a version specifier](https://github.com/Lightning-AI/lightning-flash/blob/master/requirements/datatype_image.txt#L7). However it...

ligaz

[RFC] Deprecate the `unfreeze_milestones` finetuning strategy?

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## Motivation The `unfreeze_milestones` finetuning strategy is confusing: - how is the layer number interpretted? Does this include e.g. batch norm and non-linearity layers? Not documented - what's the use...

ethanwharris

Add GraphRegressor task

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## 🚀 Feature Add the graph regression task support ### Motivation I have been working on graph neural networks for some time now. I want to use lightning flash for...

Irlirion

Move notebooks to lightning-tutorials

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## 🚀 Feature better and faster testing of attached notebooks ### Motivation ### Pitch ### Alternatives ### Additional context https://blog.kovalevskyi.com/continues-integration-for-your-jupyter-notebooks-on-github-with-gcp-f72af5b08bcd

Borda

refactoring Img Segm augmentation with `albumentations`

3

## What does this PR do? Fixes # (issue) ## Before submitting - [x] Was this **discussed/approved** via a Github issue? (no need for typos and docs improvements) - [x]...

Borda