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* add optional dependency for preview to environment.yml

* Add additional sections, first optimizers, MacOS WIP

* drafting + refactoring new docs

* some changes

* run pre-commit hooks

* add mention of pre-commit to contributing

* fix

* test autodoc

* new additions

* add subtilte

* add some content

* add more methods

* fix

* further docs updates

* Update _toctree.yml

* fix link

* run pre-commit hooks

* refactor + further docs

* Update README.md with new docs link
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* list of blog posts
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* list of blog posts
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* accept change suggestion
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* accept suggestion
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* accept suggestion
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* Update docs/source/integrations.mdx
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* index instead of intro

* fixup README, add docs link

* add instructions for creating docstrings

* final polish (except integrations)

* fill out integrations section

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Co-authored-by: younesbelkada <younesbelkada@gmail.com>
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* Fix `max_memory` example on README

- The new `max_memory` syntax expects a dictionary
- This change also accounts for multiple devices

* Fix model name in `from_pretrained` on README

Bump CUDA 12.2.0 to 12.2.1, fix setup support for Cuda 12.1 (#703), Sort compute capabilities sets to select max

* Add support for CUDA 12.1

* Update README to include CUDA 12.1 version

* Add support for >= 12x
Co-authored-by: Jeongseok Kang <jskang@lablup.com>

* Temporary version of bitsandbytes PR 527: Sort compute capabilities sets to select max

* Modify PR 506 to support C++20

* Add Cuda 12.2

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Co-authored-by: PriNova <info@prinova.de>
Co-authored-by: PriNova <31413214+PriNova@users.noreply.github.com>
Co-authored-by: Jeongseok Kang <jskang@lablup.com>

Changed misleading Hardware requirements from "2018 or older" to "2018 or newer"

Also minor punctuation fixes.