Blog post on bitsandbytes integration on Hugging Face (#463)

* first commit

* add new thumbnails

* add more content

* add new gif

* Update _blog.yml

* rename files

* Apply suggestions from code review

Co-authored-by: Stas Bekman <[email protected]>

* Apply suggestions from code review

* change content a bit

- add more details and adapt from stas suggestions

* re-write text: part 1

* few modifs

- add credits
- add image
- modify a bit the content

* modify a bit

* add more content

* add image

* paraphrase a bit

* add more content

* add more content

* some improvements

* add thumbnail

* add more text + fix table

* fix table

* fix tables

* add stas as author

* add a last sentence

* edit some more

* few modifs

* modify thumbail

* add thumbnail

* add removed comment

* add photos

* add more infos

* Apply suggestions from code review

Co-authored-by: Steven Liu <[email protected]>

* Apply suggestions from code review

Co-authored-by: Steven Liu <[email protected]>

* Add files via upload

* add steven to the credits!

* edits

* edits

* edits

* edits

* add script

* change to std err

* refactor a bit the tables

* add Tim's comments

* remove separators

* explain why it is slow

* Update hf-bitsandbytes-integration.md

Co-authored-by: Stas Bekman <[email protected]>

* Add links to paper

* delete dummy file

* add correct link to paper

* add more explanation on speed

* update figure

* replace authors by we

* add freezed image

* remove old table

* Update hf-bitsandbytes-integration.md

Some slight edits.

* Apply suggestions from code review

* Apply suggestions from code review

Co-authored-by: Stas Bekman <[email protected]>
Co-authored-by: Stas Bekman <[email protected]>
Co-authored-by: Steven Liu <[email protected]>
Co-authored-by: Tim Dettmers <[email protected]>

Author: 4 people

_blog.yml

@@ -1120,7 +1120,6 @@
     - guide
 
 
-    
 - local: skops
   title: Introducing Skops
   author: merve
@@ -1132,3 +1131,13 @@
     - announcement
     - guide
 
+
+- local: hf-bitsandbytes-integration
+  title: "A Gentle Introduction to 8-bit Matrix Multiplication for transformers at scale using transformers, accelerate and bitsandbytes"
+  author: ybelkada
+  thumbnail: /blog/assets/96_hf_bitsandbytes_integration/thumbnail_blue.png
+  date: August 17, 2022
+  tags:
+    - nlp
+    - llm
+    - quantization