GitLab

* Start of int8 refactor: remove col32/col_ampere/col_turing transforms in new igemmlt implementation

* Fix unintended change

* New naive mm_dequant kernel for row-major; cleanup

* fix

* int8 refactor: initial sparse decomp, cleanup

* Int8 refactoring: remove separate NO_CUBLASLT build; more cleanup

* int8: inference optimizations, some cleanup

* int8: more tests passing, cleanup

* int8 - more cleanup, most tests passing

* int8: specify CUDA stream for int8 ops

* perf: reduce overhead from getting cudaStream ptr

* Mark some functions for deprecation.

* int8 sparse decomp: small perf improvement

* update setup.py

* Update bitsandbytes/autograd/_functions.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update bitsandbytes/functional.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update bitsandbytes/functional.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update bitsandbytes/research/autograd/_functions.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* int8 - perf improvement for sparse decomposition inference; deprecate get_tensor_stream() in favor of new private fn

* int8 cleanup

* Ignore ruff rule ISC001 (incompatible with formatter)

* add comment

* int8 more cleanup

* Update bitsandbytes/functional.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* int8: rename / deprecate old fn signatures

* Update bitsandbytes/functional.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* type annotation

* format update

* Update bitsandbytes/research/autograd/_functions.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* cleanup

* Add comment to explain division optimization

* more cleanup

* Update bitsandbytes/functional.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update bitsandbytes/functional.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update bitsandbytes/functional.py
Co-authored-by: Aarni Koskela <akx@iki.fi>

* cleanup

* Type annotations, cleanup

* remove unused kernels; improved type annotations

* small perf optimization for single-GPU systems

* small perf optimization for single-GPU systems

* update docstrings

* Improve docs and tests

* Update docstring

* Update test

* add benchmarking script

* test cleanup: add deprecated marker, move benchmarks out

* Add int8 dequant function; misc improvements

* int8 matmul fallback for inner dims not divisible by 4

* improve register usage of kInt8VectorQuant - especially for A100/H100

* disable fail-fast for package build

* maxwell compat

* ptxas verbose

* docs update

* doc update

* backward fix

* Bugfix sparse decomp

* Int8 fix for PEFT OLoRA init

* Fix test for deprecated spmm_coo

* test improvement

* doc update

* typo

* doc cleanup

* docs

* add inference benchmark script

* Add benchmarks, doc update

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Co-authored-by: Aarni Koskela <akx@iki.fi>

* Change 8bit optimizer blocksize 2048->256; additional bf16 support
* Update tolerances for 8bit optimizer tests

* Add AdEMAMix optimizer

* Add PagedAdEMAMix32bit, AdEMAMix32bit

* Add PagedAdEMAMix32bit, AdEMAMix32bit

* AdEMAMix: add support for alpha/beta3 scheduling

* Update paged AdEMAMix

* Done

* fix format

* fix format

* fix format

* fix format

* Address format error and fix default arg bug

* Refine stream argument passing mechanism

* Fix bug

* Delete unused code

* Make native code portable and add GitHub workflow for building

* Removed deprecated Python versions

* Update python-package.yml
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update python-package.yml
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update python-package.yml
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update python-package.yml
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update python-package.yml
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update python-package.yml
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update python-package.yml
Co-authored-by: Aarni Koskela <akx@iki.fi>

* Update python-package.yml

* Do not test on Python 3.13 until released

* Update python-package.yml

* Update python-package.yml

* Update python-package.yml

* Update python-package.yml

* Refactor build stage

* Fixed breaking actions change

* Slim down Windows cuda

* Create dependabot.yml

* Bespoke local dev requirements.txt

* Enable VS integration

* Group Dependabot updates

* Cleanup

* Update python-package.yml

* Reinstate file that was wrongly merged

* Fixed regression caused by new version of download-artifact

* Update python-package.yml

* Update python-package.yml

* Fix matrix

* Update python-package.yml

* Merge

* Pipeline

* Fixed conflict

* Fixed conflict

* Update CMakeLists.txt

* Fixed merge error

* cleanup

* cleanup

* Find CUDA

* Fix

* Fixing merge error from latest merge from main

* Fix setup.py

* Fixed typo in artifact name

* Remove linker flags

* Build nocublaslt versions

* Fixed formatting

* Fixed VS Code format on save

* Ran format on save from VScode

* Re-saved the json files using the new settings

* Re-saved CMakeLists.txt to get formatting right

* Add path filter

* Formatting

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Co-authored-by: Aarni Koskela <akx@iki.fi>