unsloth/pyproject.toml
Daniel Han 8cd65ba494 Gemma 3, bug fixes (#2014)
* Update rl.py

* Update rl.py

* Update rl.py

* Update rl.py

* Update rl.py

* Update rl_replacements.py

* Update rl.py

* Update rl.py

* Update rl.py

* Update rl.py

* fix an import error (#1767)

* fix an import error

* Delete .gitignore

* Update loader.py

* Update save.py

---------

Co-authored-by: Daniel Han <danielhanchen@gmail.com>

* SamplingParams

* Convert mask to float (#1762)

* [Windows Support] Add latest `xformers` wheels to pyproject.toml (#1753)

* Add latest xformers

* Add a couple of lines to docs

* vLLMSamplingParams

* Update __init__.py

* default num_chunks == -1

* Versioning

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update _utils.py

* Update rl_replacements.py

* Update rl_replacements.py

* Update pyproject.toml

* Update pyproject.toml

* Export Model to ollama.com  (#1648)

* Ollama Export Model to ollama.com

Signed-off-by: Jyotin Goel <b22ai063@iitj.ac.in>

* Check for model_name

Signed-off-by: Jyotin Goel <b22ai063@iitj.ac.in>

* subprocess use instead of requests | added check for ollama server

Signed-off-by: Jyotin Goel <b22ai063@iitj.ac.in>

* create_ollama_model

Signed-off-by: Jyotin Goel <b22ai063@iitj.ac.in>

* create_ollama_model | fix

Signed-off-by: Jyotin Goel <b22ai063@iitj.ac.in>

* Push to Ollama

Signed-off-by: Jyotin Goel <b22ai063@iitj.ac.in>

---------

Signed-off-by: Jyotin Goel <b22ai063@iitj.ac.in>

* Update cross_entropy_loss.py

* torch_cuda_device

* Update utils.py

* Update utils.py

* Update utils.py

* device

* device

* Update loader.py

* Update llama.py

* Update README.md

* Update llama.py

* Update llama.py

* Update _utils.py

* Update utils.py

* Update utils.py

* Update utils.py

* Update utils.py

* Update utils.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update utils.py

* Update utils.py

* Update utils.py

* Update utils.py

* __version__

* Update rl.py

* Bug fixes

* Bug fixes

* Update llama.py

* Update _utils.py

* _wrap_fast_inference

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update _utils.py

* SFT dataset prepare

* Update pyproject.toml

* Update rl_replacements.py

* Update rl_replacements.py

* Update rl_replacements.py

* Update rl.py

* Update llama.py

* Update llama.py

* Update utils.py

* bug fix

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update __init__.py

* Update _utils.py

* Update _utils.py

* Update _utils.py

* Update _utils.py

* Update _utils.py

* Update rl.py

* Update rl.py

* Update rl.py

* Update _utils.py

* Update __init__.py

* Update _utils.py

* Version

* versioning

* Update _utils.py

* Update llama.py

* Update llama.py

* Bug fixes

* FastModel

* __doc__

* Update vision.py

* Update loader.py

* Update loader.py

* Update loader.py

* version

* move use_modelscope to _utils (#1938)

* move use_modelscope to _utils

* Update _utils.py

* Update loader.py

---------

Co-authored-by: Daniel Han <danielhanchen@gmail.com>

* Don't use revision when loading model_config and is_peft=True (#1949)

* More syntax warnings (#1944)

* move use_modelscope to _utils

* fix

* Update _utils.py

* Update loader.py

---------

Co-authored-by: Daniel Han <danielhanchen@gmail.com>

* Update loader.py

* Full finetuning and other fixes

* UNSLOTH_ENABLE_FULL_FINETUNING

* Update loader.py

* Update loader.py

* Update loader.py

* Update vision.py

* Update vision.py

* full finetuning

* Update loader.py

* Update loader.py

* Update loader.py

* Update _utils.py

* max_seq_length

* Update rl.py

* Update rl.py

* Update rl.py

* Update pyproject.toml

* AutoModelForImageTextToText

* Update mapper.py

* Update pyproject.toml

* Update _utils.py

* Update _utils.py

* Update _utils.py

* Batch samples

* Update loader.py

* Update loader.py

* Update loader.py

* Update loader.py

* Update _utils.py

* Update loader.py

* Update vision.py

* Update loader.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update mapper.py

* Update vision.py

* Temporary patches

* Update loader.py

* model names

* Gemma 3 chat template

* Bug fixes

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update llama.py

* Update llama.py

* Update rl.py

* Update chat_templates.py

* Update chat_templates.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update loader.py

* Update vision.py

* Update vision.py

* Revert

* Update _utils.py

* forced precision

* Autocast

* Update vision.py

* Update vision.py

* Update rl.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update rl.py

* vLLM fixes

* constexpr

* Update vision.py

* Update vision.py

* Update vision.py

* Update rl.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update llama.py

* Update _utils.py

* Update _utils.py

* Update _utils.py

* Update _utils.py

* Update save.py

* New models

* Triton windows update (#1976)

* Update pyproject.toml

* Update README.md

* Update RMS LayerNorm implementation, and list compr. change in chat templates (#1974)

* Update RMS LayerNorm implementation with optimizations and testing suite

* perf: optimize list comprehension in get_ollama_eos_tokens

* Update Zoo

* Update llama.py

* Update llama.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update vision.py

* Update rl_replacements.py

* Update vision.py

* grpo fix

* Update rl_replacements.py

* Update vision.py

* Update rl_replacements.py

* Update vision.py

* Update mapper.py

* Update vision.py

* Update vision.py

* Update loader.py

---------

Signed-off-by: Jyotin Goel <b22ai063@iitj.ac.in>
Co-authored-by: Nino Risteski <95188570+NinoRisteski@users.noreply.github.com>
Co-authored-by: Edd <68678137+Erland366@users.noreply.github.com>
Co-authored-by: Ben <6579034+versipellis@users.noreply.github.com>
Co-authored-by: Jyotin Goel <120490013+gjyotin305@users.noreply.github.com>
Co-authored-by: Kareem <81531392+KareemMusleh@users.noreply.github.com>
Co-authored-by: Wilson Wu <140025193+wiwu2390@users.noreply.github.com>
Co-authored-by: Akshay Behl <126911424+Captain-T2004@users.noreply.github.com>
2025-03-14 06:42:44 -07:00

514 lines
25 KiB
TOML

[build-system]
requires = ["setuptools", "setuptools-scm"]
build-backend = "setuptools.build_meta"
[project]
name = "unsloth"
dynamic = ["version"]
description = "2-5X faster LLM finetuning"
readme = "README.md"
requires-python = ">=3.9,<3.13"
license = {file = "LICENSE"}
keywords = ["ai", "llm",]
authors = [
{email = "info@unsloth.ai"},
{name = "Unsloth AI team"},
]
maintainers = [
{name = "Daniel Han", email = "danielhanchen@gmail.com"},
{name = "Michael Han", email = "info@unsloth.ai"},
]
classifiers = [
"Programming Language :: Python",
]
[tool.setuptools.dynamic]
version = {attr = "unsloth.models._utils.__version__"}
[tool.setuptools]
include-package-data = false
[tool.setuptools.packages.find]
exclude = ["images*"]
[project.optional-dependencies]
triton = [
"triton-windows ; platform_system == 'Windows'",
]
huggingface = [
"unsloth_zoo>=2025.3.11",
"packaging",
"tyro",
"transformers>=4.46.1,!=4.47.0",
"datasets>=2.16.0",
"sentencepiece>=0.2.0",
"tqdm",
"psutil",
"wheel>=0.42.0",
"numpy",
"accelerate>=0.34.1",
"trl>=0.7.9,!=0.9.0,!=0.9.1,!=0.9.2,!=0.9.3,!=0.15.0,<=0.15.2",
"peft>=0.7.1,!=0.11.0",
"protobuf<4.0.0",
"huggingface_hub",
"hf_transfer",
"unsloth[triton]",
]
windows=[
"unsloth[huggingface]",
"bitsandbytes>=0.41.1 ; platform_system == 'Windows'",
"xformers>=0.0.22.post7 ; platform_system == 'Windows'",
]
cu118only = [
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.22.post7%2Bcu118-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.22.post7%2Bcu118-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.22.post7%2Bcu118-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
]
cu121only = [
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.22.post7-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.22.post7-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.22.post7-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
]
cu118onlytorch211 = [
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.23%2Bcu118-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.23%2Bcu118-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.23%2Bcu118-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
]
cu121onlytorch211 = [
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.23-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.23-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.23-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
]
cu118onlytorch212 = [
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.23.post1%2Bcu118-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.23.post1%2Bcu118-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.23.post1%2Bcu118-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
]
cu121onlytorch212 = [
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.23.post1-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.23.post1-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.23.post1-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
]
cu118onlytorch220 = [
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.24%2Bcu118-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.24%2Bcu118-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.24%2Bcu118-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
]
cu121onlytorch220 = [
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.24-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.24-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.24-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
]
cu118onlytorch230 = [
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.27%2Bcu118-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.27%2Bcu118-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.27%2Bcu118-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.27%2Bcu118-cp312-cp312-manylinux2014_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
]
cu121onlytorch230 = [
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.27-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.27-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.27-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.27-cp312-cp312-manylinux2014_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
]
cu118onlytorch240 = [
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.27.post2%2Bcu118-cp39-cp39-manylinux2014_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.27.post2%2Bcu118-cp310-cp310-manylinux2014_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.27.post2%2Bcu118-cp311-cp311-manylinux2014_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.27.post2%2Bcu118-cp312-cp312-manylinux2014_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
]
cu121onlytorch240 = [
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.28.post1-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.28.post1-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.28.post1-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.28.post1-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
]
cu124onlytorch240 = [
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post1-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post1-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post1-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post1-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post1-cp39-cp39-win_amd64.whl ; python_version=='3.9' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post1-cp310-cp310-win_amd64.whl ; python_version=='3.10' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post1-cp311-cp311-win_amd64.whl ; python_version=='3.11' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post1-cp312-cp312-win_amd64.whl ; python_version=='3.12' and platform_system == 'Windows'",
]
cu118onlytorch250 = [
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.28.post2-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.28.post2-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.28.post2-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.28.post2-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
]
cu121onlytorch250 = [
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.28.post2-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.28.post2-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.28.post2-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.28.post2-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
]
cu124onlytorch250 = [
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post2-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post2-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post2-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post2-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post2-cp39-cp39-win_amd64.whl ; python_version=='3.9' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post2-cp310-cp310-win_amd64.whl ; python_version=='3.10' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post2-cp311-cp311-win_amd64.whl ; python_version=='3.11' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.28.post2-cp312-cp312-win_amd64.whl ; python_version=='3.12' and platform_system == 'Windows'",
]
cu118onlytorch251 = [
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.29.post1-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.29.post1-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.29.post1-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.29.post1-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
]
cu121onlytorch251 = [
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.29.post1-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.29.post1-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.29.post1-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu121/xformers-0.0.29.post1-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
]
cu124onlytorch251 = [
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post1-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post1-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post1-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post1-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post1-cp39-cp39-win_amd64.whl ; python_version=='3.9' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post1-cp310-cp310-win_amd64.whl ; python_version=='3.10' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post1-cp311-cp311-win_amd64.whl ; python_version=='3.11' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post1-cp312-cp312-win_amd64.whl ; python_version=='3.12' and platform_system == 'Windows'",
]
cu118onlytorch260 = [
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.29.post3-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.29.post3-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.29.post3-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu118/xformers-0.0.29.post3-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
]
cu124onlytorch260 = [
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post3-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post3-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post3-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post3-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post3-cp39-cp39-win_amd64.whl ; python_version=='3.9' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post3-cp310-cp310-win_amd64.whl ; python_version=='3.10' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post3-cp311-cp311-win_amd64.whl ; python_version=='3.11' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu124/xformers-0.0.29.post3-cp312-cp312-win_amd64.whl ; python_version=='3.12' and platform_system == 'Windows'",
]
cu126onlytorch260 = [
"xformers @ https://download.pytorch.org/whl/cu126/xformers-0.0.29.post3-cp39-cp39-manylinux_2_28_x86_64.whl ; python_version=='3.9' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu126/xformers-0.0.29.post3-cp310-cp310-manylinux_2_28_x86_64.whl ; python_version=='3.10' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu126/xformers-0.0.29.post3-cp311-cp311-manylinux_2_28_x86_64.whl ; python_version=='3.11' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu126/xformers-0.0.29.post3-cp312-cp312-manylinux_2_28_x86_64.whl ; python_version=='3.12' and platform_system == 'Linux'",
"xformers @ https://download.pytorch.org/whl/cu126/xformers-0.0.29.post3-cp39-cp39-win_amd64.whl ; python_version=='3.9' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu126/xformers-0.0.29.post3-cp310-cp310-win_amd64.whl ; python_version=='3.10' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu126/xformers-0.0.29.post3-cp311-cp311-win_amd64.whl ; python_version=='3.11' and platform_system == 'Windows'",
"xformers @ https://download.pytorch.org/whl/cu126/xformers-0.0.29.post3-cp312-cp312-win_amd64.whl ; python_version=='3.12' and platform_system == 'Windows'",
]
cu118 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118only]",
]
cu121 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121only]",
]
cu118-torch211 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch211]",
]
cu121-torch211 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch211]",
]
cu118-torch212 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch212]",
]
cu121-torch212 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch212]",
]
cu118-torch220 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch220]",
]
cu121-torch220 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch220]",
]
cu118-torch230 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch230]",
]
cu121-torch230 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch230]",
]
cu118-torch240 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch240]",
]
cu121-torch240 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch240]",
]
cu124-torch240 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu124onlytorch240]",
]
cu118-torch250 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch250]",
]
cu121-torch250 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch250]",
]
cu124-torch250 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu124onlytorch250]",
]
cu118-torch251 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch251]",
]
cu121-torch251 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch251]",
]
cu124-torch251 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu124onlytorch251]",
]
cu118-torch260 = [
"unsloth[huggingface]",
"bitsandbytes>=0.45.1",
"unsloth[cu118onlytorch260]",
]
cu124-torch260 = [
"unsloth[huggingface]",
"bitsandbytes>=0.45.1",
"unsloth[cu124onlytorch260]",
]
cu126-torch260 = [
"unsloth[huggingface]",
"bitsandbytes>=0.45.1",
"unsloth[cu126onlytorch260]",
]
kaggle = [
"unsloth[huggingface]",
]
kaggle-new = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
]
conda = [
"unsloth[huggingface]",
]
colab-torch211 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch211]",
]
colab-ampere-torch211 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch211]",
"packaging",
"ninja",
"flash-attn>=2.6.3",
]
colab-torch220 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch220]",
]
colab-ampere-torch220 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch220]",
"packaging",
"ninja",
"flash-attn>=2.6.3",
]
colab-new = [
"unsloth_zoo>=2025.3.9",
"packaging",
"tyro",
"transformers>=4.46.1,!=4.47.0",
"datasets>=2.16.0",
"sentencepiece>=0.2.0",
"tqdm",
"psutil",
"wheel>=0.42.0",
"numpy",
"protobuf<4.0.0",
"huggingface_hub",
"hf_transfer",
"bitsandbytes>=0.43.3",
"unsloth[triton]",
]
colab-no-deps = [
"accelerate>=0.34.1",
"trl>=0.7.9,!=0.9.0,!=0.9.1,!=0.9.2,!=0.9.3,!=0.15.0,<=0.15.2",
"peft>=0.7.1",
"xformers",
"bitsandbytes>=0.46.1",
"protobuf<4.0.0",
]
colab = [
"unsloth[cu121]",
]
flashattention = [
"packaging ; platform_system == 'Linux'",
"ninja ; platform_system == 'Linux'",
"flash-attn>=2.6.3 ; platform_system == 'Linux'",
]
colab-ampere = [
"unsloth[colab-ampere-torch220]",
"unsloth[flashattention]",
]
cu118-ampere = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118only]",
"unsloth[flashattention]",
]
cu121-ampere = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121only]",
"unsloth[flashattention]",
]
cu118-ampere-torch211 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch211]",
"unsloth[flashattention]",
]
cu121-ampere-torch211 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch211]",
"unsloth[flashattention]",
]
cu118-ampere-torch220 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch220]",
"unsloth[flashattention]",
]
cu121-ampere-torch220 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch220]",
"unsloth[flashattention]",
]
cu118-ampere-torch230 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch230]",
"unsloth[flashattention]",
]
cu121-ampere-torch230 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch230]",
"unsloth[flashattention]",
]
cu118-ampere-torch240 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch240]",
"unsloth[flashattention]",
]
cu121-ampere-torch240 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch240]",
"unsloth[flashattention]",
]
cu124-ampere-torch240 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu124onlytorch240]",
"unsloth[flashattention]",
]
cu118-ampere-torch250 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch250]",
"unsloth[flashattention]",
]
cu121-ampere-torch250 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch250]",
"unsloth[flashattention]",
]
cu124-ampere-torch250 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu124onlytorch250]",
"unsloth[flashattention]",
]
cu118-ampere-torch251 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu118onlytorch251]",
"unsloth[flashattention]",
]
cu121-ampere-torch251 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu121onlytorch251]",
"unsloth[flashattention]",
]
cu124-ampere-torch251 = [
"unsloth[huggingface]",
"bitsandbytes>=0.43.3",
"unsloth[cu124onlytorch251]",
"unsloth[flashattention]",
]
cu118-ampere-torch260 = [
"unsloth[huggingface]",
"bitsandbytes>=0.45.1",
"unsloth[cu118onlytorch260]",
"unsloth[flashattention]",
]
cu124-ampere-torch260 = [
"unsloth[huggingface]",
"bitsandbytes>=0.45.1",
"unsloth[cu124onlytorch260]",
"unsloth[flashattention]",
]
cu126-ampere-torch260 = [
"unsloth[huggingface]",
"bitsandbytes>=0.45.1",
"unsloth[cu126onlytorch260]",
"unsloth[flashattention]",
]
[project.urls]
homepage = "http://www.unsloth.ai"
documentation = "https://github.com/unslothai/unsloth"
repository = "https://github.com/unslothai/unsloth"