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enable customize activation functions in clip vision encoder

## [Codecov](https://app.codecov.io/gh/pytorch/torchtune/pull/1385?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) Report All modified and coverable lines are covered by tests :white_check_mark: > Project coverage is 72.81%. Comparing base [(`9e65fa9`)](https://app.codecov.io/gh/pytorch/torchtune/commit/9e65fa9ae67ce09e953cb68b5093d42cb6b31310?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) to head [(`e4a9cb5`)](https://app.codecov.io/gh/pytorch/torchtune/commit/e4a9cb5ce56f6de255fda8a4b35c0511845a99cf?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch). Additional details and impacted files ```diff...

Flamingo Model Components

## [Codecov](https://app.codecov.io/gh/pytorch/torchtune/pull/1357?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) Report Attention: Patch coverage is `34.16149%` with `106 lines` in your changes missing coverage. Please review. > Project coverage is 27.59%. Comparing base [(`5155c4a`)](https://app.codecov.io/gh/pytorch/torchtune/commit/5155c4a584143b4e46151d02c7ad2db1f576e356?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) to head [(`20aa7f8`)](https://app.codecov.io/gh/pytorch/torchtune/commit/20aa7f8dfb5cb72ef58b8912cf807dea1559417f?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch). >...

Add LR Scheduler to single device full finetune

## [Codecov](https://app.codecov.io/gh/pytorch/torchtune/pull/1350?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) Report Attention: Patch coverage is `10.81081%` with `33 lines` in your changes missing coverage. Please review. > Project coverage is 25.71%. Comparing base [(`7cf656b`)](https://app.codecov.io/gh/pytorch/torchtune/commit/7cf656be530dfebbcc785d57d20543b3344e3352?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) to head [(`69f4ca6`)](https://app.codecov.io/gh/pytorch/torchtune/commit/69f4ca6f6db1c98c6877cc75bcc16e261a6ffd98?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch). >...

[RFC][DOCS] Recipe [DOCS] ([DOC]umentation)

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[regression test] make nightlies and stable independent from each other

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Integrate flex attention

## [Codecov](https://app.codecov.io/gh/pytorch/torchtune/pull/1193?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) Report Attention: Patch coverage is `75.34247%` with `54 lines` in your changes missing coverage. Please review. > Project coverage is 71.21%. Comparing base [(`eb92658`)](https://app.codecov.io/gh/pytorch/torchtune/commit/eb92658a360d7a7d4ce1c93bbcf99c99a2e0943b?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) to head [(`4f1eaa4`)](https://app.codecov.io/gh/pytorch/torchtune/commit/4f1eaa472d1f4621d1e07e1fa575fb7877dfa96e?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch). >...

Update torch checks for preprocess

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Fix KV cache

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Adds max_seq_len to recipes and updates unit tests

## [Codecov](https://app.codecov.io/gh/pytorch/torchtune/pull/1363?dropdown=coverage&src=pr&el=h1&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) Report All modified and coverable lines are covered by tests :white_check_mark: > Project coverage is 70.06%. Comparing base [(`8bb3a6f`)](https://app.codecov.io/gh/pytorch/torchtune/commit/8bb3a6f0d3f82e529f6b943dea6bd01357652588?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch) to head [(`f5da0ef`)](https://app.codecov.io/gh/pytorch/torchtune/commit/f5da0ef32ae2a8fdd591e5a9d61034378e38c8e8?dropdown=coverage&el=desc&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=pytorch). > Report is 23 commits behind...

[RFC] Fusion Models

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