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sci-ml/unsloth

Fine-tune and run large language models efficiently

Screenshots

  • unsloth-2026.8.22
    ~amd64
    studio python_single_target_python3_12 python_single_target_python3_13 python_single_target_python3_14

    View      Download      Browse     License: Apache-2.0 studio? ( AGPL-3 OFL-1.1 )   
    Overlay: stuff
  • unsloth-2026.8.21
    ~amd64
    studio python_single_target_python3_12 python_single_target_python3_13 python_single_target_python3_14

    View      Download      Browse     License: Apache-2.0 studio? ( AGPL-3 OFL-1.1 )   
    Overlay: stuff
  • unsloth-2026.8.19
    ~amd64
    studio python_single_target_python3_12 python_single_target_python3_13 python_single_target_python3_14

    View      Download      Browse     License: Apache-2.0 studio? ( AGPL-3 OFL-1.1 )   
    Overlay: stuff
  • unsloth-2026.7.2
    ~amd64
    python_targets_python3_12 python_targets_python3_13 python_targets_python3_14

    View      Download      Browse     License: Apache-2.0 AGPL-3+   
    Overlay: hossie

Runtime Dependencies

unsloth-2026.8.22




>=dev-python/unsloth-zoo-2026.8.16[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/accelerate-0.34.1[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/bitsandbytes-0.45.5[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/datasets-3.4.1[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<sci-ml/datasets-4.4[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



sci-ml/diffusers[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/huggingface_hub-0.34[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/peft-0.18[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/pytorch-2.4[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<sci-ml/pytorch-2.12[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/transformers-4.51.3[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<=sci-ml/transformers-5.5.0-r0[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/trl-0.18.2[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<=sci-ml/trl-0.24.0-r0[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



sci-ml/torchvision[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/xformers-0.0.27_p2[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]

python_single_target_python3_12?
      ( dev-python/click[python_targets_python3_12
            (-)
      ] dev-python/hf-transfer[python_targets_python3_12
            (-)
      ] dev-python/nest-asyncio[python_targets_python3_12
            (-)
      ] dev-python/numpy[python_targets_python3_12
            (-)
      ] dev-python/packaging[python_targets_python3_12
            (-)
      ] dev-python/protobuf[python_targets_python3_12
            (-)
      ] dev-python/psutil[python_targets_python3_12
            (-)
      ] dev-python/pydantic[python_targets_python3_12
            (-)
      ] dev-python/pyyaml[python_targets_python3_12
            (-)
      ] dev-python/rich[python_targets_python3_12
            (-)
      ] >=dev-python/structlog-24.1[python_targets_python3_12
            (-)
      ] dev-python/tqdm[python_targets_python3_12
            (-)
      ] >=virtual/triton-3[python_targets_python3_12
            (-)
      ] >=dev-python/typer-0.12[python_targets_python3_12
            (-)
      ] dev-python/tyro[python_targets_python3_12
            (-)
      ] >=dev-python/wheel-0.42[python_targets_python3_12
            (-)
      ] >=sci-ml/sentencepiece-0.2[python_targets_python3_12
            (-)
      ] )

python_single_target_python3_13?
      ( dev-python/click[python_targets_python3_13
            (-)
      ] dev-python/hf-transfer[python_targets_python3_13
            (-)
      ] dev-python/nest-asyncio[python_targets_python3_13
            (-)
      ] dev-python/numpy[python_targets_python3_13
            (-)
      ] dev-python/packaging[python_targets_python3_13
            (-)
      ] dev-python/protobuf[python_targets_python3_13
            (-)
      ] dev-python/psutil[python_targets_python3_13
            (-)
      ] dev-python/pydantic[python_targets_python3_13
            (-)
      ] dev-python/pyyaml[python_targets_python3_13
            (-)
      ] dev-python/rich[python_targets_python3_13
            (-)
      ] >=dev-python/structlog-24.1[python_targets_python3_13
            (-)
      ] dev-python/tqdm[python_targets_python3_13
            (-)
      ] >=virtual/triton-3[python_targets_python3_13
            (-)
      ] >=dev-python/typer-0.12[python_targets_python3_13
            (-)
      ] dev-python/tyro[python_targets_python3_13
            (-)
      ] >=dev-python/wheel-0.42[python_targets_python3_13
            (-)
      ] >=sci-ml/sentencepiece-0.2[python_targets_python3_13
            (-)
      ] )

python_single_target_python3_14?
      ( dev-python/click[python_targets_python3_14
            (-)
      ] dev-python/hf-transfer[python_targets_python3_14
            (-)
      ] dev-python/nest-asyncio[python_targets_python3_14
            (-)
      ] dev-python/numpy[python_targets_python3_14
            (-)
      ] dev-python/packaging[python_targets_python3_14
            (-)
      ] dev-python/protobuf[python_targets_python3_14
            (-)
      ] dev-python/psutil[python_targets_python3_14
            (-)
      ] dev-python/pydantic[python_targets_python3_14
            (-)
      ] dev-python/pyyaml[python_targets_python3_14
            (-)
      ] dev-python/rich[python_targets_python3_14
            (-)
      ] >=dev-python/structlog-24.1[python_targets_python3_14
            (-)
      ] dev-python/tqdm[python_targets_python3_14
            (-)
      ] >=virtual/triton-3[python_targets_python3_14
            (-)
      ] >=dev-python/typer-0.12[python_targets_python3_14
            (-)
      ] dev-python/tyro[python_targets_python3_14
            (-)
      ] >=dev-python/wheel-0.42[python_targets_python3_14
            (-)
      ] >=sci-ml/sentencepiece-0.2[python_targets_python3_14
            (-)
      ] )

studio?
      ( python_single_target_python3_12?
            ( dev-python/fastapi[python_targets_python3_12
                  (-)
            ] dev-python/uvicorn[python_targets_python3_12
                  (-)
            ] dev-python/matplotlib[python_targets_python3_12
                  (-)
            ] dev-python/pandas[python_targets_python3_12
                  (-)
            ] dev-python/pyjwt[python_targets_python3_12
                  (-)
            ] dev-python/urllib3[python_targets_python3_12
                  (-)
            ] dev-python/cryptography[python_targets_python3_12
                  (-)
            ] dev-python/boto3[python_targets_python3_12
                  (-)
            ] dev-python/httpx[python_targets_python3_12
                  (-)
            ] dev-python/av[python_targets_python3_12
                  (-)
            ] dev-python/gguf[python_targets_python3_12
                  (-)
            ] dev-python/python-docx[python_targets_python3_12
                  (-)
            ] dev-python/diceware[python_targets_python3_12
                  (-)
            ] dev-python/ddgs[python_targets_python3_12
                  (-)
            ] dev-python/fastmcp[python_targets_python3_12
                  (-)
            ] dev-python/pymupdf4llm[python_targets_python3_12
                  (-)
            ] dev-python/PyMuPDF[python_targets_python3_12
                  (-)
            ] dev-python/sqlite-vec-bin[python_targets_python3_12
                  (-)
            ] )
       python_single_target_python3_13?
            ( dev-python/fastapi[python_targets_python3_13
                  (-)
            ] dev-python/uvicorn[python_targets_python3_13
                  (-)
            ] dev-python/matplotlib[python_targets_python3_13
                  (-)
            ] dev-python/pandas[python_targets_python3_13
                  (-)
            ] dev-python/pyjwt[python_targets_python3_13
                  (-)
            ] dev-python/urllib3[python_targets_python3_13
                  (-)
            ] dev-python/cryptography[python_targets_python3_13
                  (-)
            ] dev-python/boto3[python_targets_python3_13
                  (-)
            ] dev-python/httpx[python_targets_python3_13
                  (-)
            ] dev-python/av[python_targets_python3_13
                  (-)
            ] dev-python/gguf[python_targets_python3_13
                  (-)
            ] dev-python/python-docx[python_targets_python3_13
                  (-)
            ] dev-python/diceware[python_targets_python3_13
                  (-)
            ] dev-python/ddgs[python_targets_python3_13
                  (-)
            ] dev-python/fastmcp[python_targets_python3_13
                  (-)
            ] dev-python/pymupdf4llm[python_targets_python3_13
                  (-)
            ] dev-python/PyMuPDF[python_targets_python3_13
                  (-)
            ] dev-python/sqlite-vec-bin[python_targets_python3_13
                  (-)
            ] )
       python_single_target_python3_14?
            ( dev-python/fastapi[python_targets_python3_14
                  (-)
            ] dev-python/uvicorn[python_targets_python3_14
                  (-)
            ] dev-python/matplotlib[python_targets_python3_14
                  (-)
            ] dev-python/pandas[python_targets_python3_14
                  (-)
            ] dev-python/pyjwt[python_targets_python3_14
                  (-)
            ] dev-python/urllib3[python_targets_python3_14
                  (-)
            ] dev-python/cryptography[python_targets_python3_14
                  (-)
            ] dev-python/boto3[python_targets_python3_14
                  (-)
            ] dev-python/httpx[python_targets_python3_14
                  (-)
            ] dev-python/av[python_targets_python3_14
                  (-)
            ] dev-python/gguf[python_targets_python3_14
                  (-)
            ] dev-python/python-docx[python_targets_python3_14
                  (-)
            ] dev-python/diceware[python_targets_python3_14
                  (-)
            ] dev-python/ddgs[python_targets_python3_14
                  (-)
            ] dev-python/fastmcp[python_targets_python3_14
                  (-)
            ] dev-python/pymupdf4llm[python_targets_python3_14
                  (-)
            ] dev-python/PyMuPDF[python_targets_python3_14
                  (-)
            ] dev-python/sqlite-vec-bin[python_targets_python3_14
                  (-)
            ] )
       )

python_single_target_python3_12?
      ( dev-lang/python:3.12 )

python_single_target_python3_13?
      ( dev-lang/python:3.13 )

python_single_target_python3_14?
      ( dev-lang/python:3.14 )

unsloth-2026.8.21




>=dev-python/unsloth-zoo-2026.8.15[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/accelerate-0.34.1[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/bitsandbytes-0.45.5[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/datasets-3.4.1[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<sci-ml/datasets-4.4[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



sci-ml/diffusers[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/huggingface_hub-0.34[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/peft-0.18[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/pytorch-2.4[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<sci-ml/pytorch-2.12[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/transformers-4.51.3[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<=sci-ml/transformers-5.5.0-r0[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/trl-0.18.2[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<=sci-ml/trl-0.24.0-r0[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



sci-ml/torchvision[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/xformers-0.0.27_p2[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]

python_single_target_python3_12?
      ( dev-python/click[python_targets_python3_12
            (-)
      ] dev-python/hf-transfer[python_targets_python3_12
            (-)
      ] dev-python/nest-asyncio[python_targets_python3_12
            (-)
      ] dev-python/numpy[python_targets_python3_12
            (-)
      ] dev-python/packaging[python_targets_python3_12
            (-)
      ] dev-python/protobuf[python_targets_python3_12
            (-)
      ] dev-python/psutil[python_targets_python3_12
            (-)
      ] dev-python/pydantic[python_targets_python3_12
            (-)
      ] dev-python/pyyaml[python_targets_python3_12
            (-)
      ] dev-python/rich[python_targets_python3_12
            (-)
      ] >=dev-python/structlog-24.1[python_targets_python3_12
            (-)
      ] dev-python/tqdm[python_targets_python3_12
            (-)
      ] >=virtual/triton-3[python_targets_python3_12
            (-)
      ] >=dev-python/typer-0.12[python_targets_python3_12
            (-)
      ] dev-python/tyro[python_targets_python3_12
            (-)
      ] >=dev-python/wheel-0.42[python_targets_python3_12
            (-)
      ] >=sci-ml/sentencepiece-0.2[python_targets_python3_12
            (-)
      ] )

python_single_target_python3_13?
      ( dev-python/click[python_targets_python3_13
            (-)
      ] dev-python/hf-transfer[python_targets_python3_13
            (-)
      ] dev-python/nest-asyncio[python_targets_python3_13
            (-)
      ] dev-python/numpy[python_targets_python3_13
            (-)
      ] dev-python/packaging[python_targets_python3_13
            (-)
      ] dev-python/protobuf[python_targets_python3_13
            (-)
      ] dev-python/psutil[python_targets_python3_13
            (-)
      ] dev-python/pydantic[python_targets_python3_13
            (-)
      ] dev-python/pyyaml[python_targets_python3_13
            (-)
      ] dev-python/rich[python_targets_python3_13
            (-)
      ] >=dev-python/structlog-24.1[python_targets_python3_13
            (-)
      ] dev-python/tqdm[python_targets_python3_13
            (-)
      ] >=virtual/triton-3[python_targets_python3_13
            (-)
      ] >=dev-python/typer-0.12[python_targets_python3_13
            (-)
      ] dev-python/tyro[python_targets_python3_13
            (-)
      ] >=dev-python/wheel-0.42[python_targets_python3_13
            (-)
      ] >=sci-ml/sentencepiece-0.2[python_targets_python3_13
            (-)
      ] )

python_single_target_python3_14?
      ( dev-python/click[python_targets_python3_14
            (-)
      ] dev-python/hf-transfer[python_targets_python3_14
            (-)
      ] dev-python/nest-asyncio[python_targets_python3_14
            (-)
      ] dev-python/numpy[python_targets_python3_14
            (-)
      ] dev-python/packaging[python_targets_python3_14
            (-)
      ] dev-python/protobuf[python_targets_python3_14
            (-)
      ] dev-python/psutil[python_targets_python3_14
            (-)
      ] dev-python/pydantic[python_targets_python3_14
            (-)
      ] dev-python/pyyaml[python_targets_python3_14
            (-)
      ] dev-python/rich[python_targets_python3_14
            (-)
      ] >=dev-python/structlog-24.1[python_targets_python3_14
            (-)
      ] dev-python/tqdm[python_targets_python3_14
            (-)
      ] >=virtual/triton-3[python_targets_python3_14
            (-)
      ] >=dev-python/typer-0.12[python_targets_python3_14
            (-)
      ] dev-python/tyro[python_targets_python3_14
            (-)
      ] >=dev-python/wheel-0.42[python_targets_python3_14
            (-)
      ] >=sci-ml/sentencepiece-0.2[python_targets_python3_14
            (-)
      ] )

studio?
      ( python_single_target_python3_12?
            ( dev-python/fastapi[python_targets_python3_12
                  (-)
            ] dev-python/uvicorn[python_targets_python3_12
                  (-)
            ] dev-python/matplotlib[python_targets_python3_12
                  (-)
            ] dev-python/pandas[python_targets_python3_12
                  (-)
            ] dev-python/pyjwt[python_targets_python3_12
                  (-)
            ] dev-python/urllib3[python_targets_python3_12
                  (-)
            ] dev-python/cryptography[python_targets_python3_12
                  (-)
            ] dev-python/boto3[python_targets_python3_12
                  (-)
            ] dev-python/httpx[python_targets_python3_12
                  (-)
            ] dev-python/av[python_targets_python3_12
                  (-)
            ] dev-python/gguf[python_targets_python3_12
                  (-)
            ] dev-python/python-docx[python_targets_python3_12
                  (-)
            ] dev-python/diceware[python_targets_python3_12
                  (-)
            ] dev-python/ddgs[python_targets_python3_12
                  (-)
            ] dev-python/fastmcp[python_targets_python3_12
                  (-)
            ] dev-python/pymupdf4llm[python_targets_python3_12
                  (-)
            ] dev-python/PyMuPDF[python_targets_python3_12
                  (-)
            ] dev-python/sqlite-vec-bin[python_targets_python3_12
                  (-)
            ] )
       python_single_target_python3_13?
            ( dev-python/fastapi[python_targets_python3_13
                  (-)
            ] dev-python/uvicorn[python_targets_python3_13
                  (-)
            ] dev-python/matplotlib[python_targets_python3_13
                  (-)
            ] dev-python/pandas[python_targets_python3_13
                  (-)
            ] dev-python/pyjwt[python_targets_python3_13
                  (-)
            ] dev-python/urllib3[python_targets_python3_13
                  (-)
            ] dev-python/cryptography[python_targets_python3_13
                  (-)
            ] dev-python/boto3[python_targets_python3_13
                  (-)
            ] dev-python/httpx[python_targets_python3_13
                  (-)
            ] dev-python/av[python_targets_python3_13
                  (-)
            ] dev-python/gguf[python_targets_python3_13
                  (-)
            ] dev-python/python-docx[python_targets_python3_13
                  (-)
            ] dev-python/diceware[python_targets_python3_13
                  (-)
            ] dev-python/ddgs[python_targets_python3_13
                  (-)
            ] dev-python/fastmcp[python_targets_python3_13
                  (-)
            ] dev-python/pymupdf4llm[python_targets_python3_13
                  (-)
            ] dev-python/PyMuPDF[python_targets_python3_13
                  (-)
            ] dev-python/sqlite-vec-bin[python_targets_python3_13
                  (-)
            ] )
       python_single_target_python3_14?
            ( dev-python/fastapi[python_targets_python3_14
                  (-)
            ] dev-python/uvicorn[python_targets_python3_14
                  (-)
            ] dev-python/matplotlib[python_targets_python3_14
                  (-)
            ] dev-python/pandas[python_targets_python3_14
                  (-)
            ] dev-python/pyjwt[python_targets_python3_14
                  (-)
            ] dev-python/urllib3[python_targets_python3_14
                  (-)
            ] dev-python/cryptography[python_targets_python3_14
                  (-)
            ] dev-python/boto3[python_targets_python3_14
                  (-)
            ] dev-python/httpx[python_targets_python3_14
                  (-)
            ] dev-python/av[python_targets_python3_14
                  (-)
            ] dev-python/gguf[python_targets_python3_14
                  (-)
            ] dev-python/python-docx[python_targets_python3_14
                  (-)
            ] dev-python/diceware[python_targets_python3_14
                  (-)
            ] dev-python/ddgs[python_targets_python3_14
                  (-)
            ] dev-python/fastmcp[python_targets_python3_14
                  (-)
            ] dev-python/pymupdf4llm[python_targets_python3_14
                  (-)
            ] dev-python/PyMuPDF[python_targets_python3_14
                  (-)
            ] dev-python/sqlite-vec-bin[python_targets_python3_14
                  (-)
            ] )
       )

python_single_target_python3_12?
      ( dev-lang/python:3.12 )

python_single_target_python3_13?
      ( dev-lang/python:3.13 )

python_single_target_python3_14?
      ( dev-lang/python:3.14 )

unsloth-2026.8.19




>=dev-python/unsloth-zoo-2026.8.13[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/accelerate-0.34.1[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/bitsandbytes-0.45.5[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/datasets-3.4.1[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<sci-ml/datasets-4.4[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



sci-ml/diffusers[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/huggingface_hub-0.34[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/peft-0.18[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/pytorch-2.4[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<sci-ml/pytorch-2.12[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/transformers-4.51.3[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<=sci-ml/transformers-5.5.0-r0[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/trl-0.18.2[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



<=sci-ml/trl-0.24.0-r0[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



sci-ml/torchvision[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]



>=sci-ml/xformers-0.0.27_p2[python_single_target_python3_12
      (-)
?
,python_single_target_python3_13
      (-)
?
,python_single_target_python3_14
      (-)
?
]

python_single_target_python3_12?
      ( dev-python/click[python_targets_python3_12
            (-)
      ] dev-python/hf-transfer[python_targets_python3_12
            (-)
      ] dev-python/nest-asyncio[python_targets_python3_12
            (-)
      ] dev-python/numpy[python_targets_python3_12
            (-)
      ] dev-python/packaging[python_targets_python3_12
            (-)
      ] dev-python/protobuf[python_targets_python3_12
            (-)
      ] dev-python/psutil[python_targets_python3_12
            (-)
      ] dev-python/pydantic[python_targets_python3_12
            (-)
      ] dev-python/pyyaml[python_targets_python3_12
            (-)
      ] dev-python/rich[python_targets_python3_12
            (-)
      ] >=dev-python/structlog-24.1[python_targets_python3_12
            (-)
      ] dev-python/tqdm[python_targets_python3_12
            (-)
      ] >=virtual/triton-3[python_targets_python3_12
            (-)
      ] >=dev-python/typer-0.12[python_targets_python3_12
            (-)
      ] dev-python/tyro[python_targets_python3_12
            (-)
      ] >=dev-python/wheel-0.42[python_targets_python3_12
            (-)
      ] >=sci-ml/sentencepiece-0.2[python_targets_python3_12
            (-)
      ] )

python_single_target_python3_13?
      ( dev-python/click[python_targets_python3_13
            (-)
      ] dev-python/hf-transfer[python_targets_python3_13
            (-)
      ] dev-python/nest-asyncio[python_targets_python3_13
            (-)
      ] dev-python/numpy[python_targets_python3_13
            (-)
      ] dev-python/packaging[python_targets_python3_13
            (-)
      ] dev-python/protobuf[python_targets_python3_13
            (-)
      ] dev-python/psutil[python_targets_python3_13
            (-)
      ] dev-python/pydantic[python_targets_python3_13
            (-)
      ] dev-python/pyyaml[python_targets_python3_13
            (-)
      ] dev-python/rich[python_targets_python3_13
            (-)
      ] >=dev-python/structlog-24.1[python_targets_python3_13
            (-)
      ] dev-python/tqdm[python_targets_python3_13
            (-)
      ] >=virtual/triton-3[python_targets_python3_13
            (-)
      ] >=dev-python/typer-0.12[python_targets_python3_13
            (-)
      ] dev-python/tyro[python_targets_python3_13
            (-)
      ] >=dev-python/wheel-0.42[python_targets_python3_13
            (-)
      ] >=sci-ml/sentencepiece-0.2[python_targets_python3_13
            (-)
      ] )

python_single_target_python3_14?
      ( dev-python/click[python_targets_python3_14
            (-)
      ] dev-python/hf-transfer[python_targets_python3_14
            (-)
      ] dev-python/nest-asyncio[python_targets_python3_14
            (-)
      ] dev-python/numpy[python_targets_python3_14
            (-)
      ] dev-python/packaging[python_targets_python3_14
            (-)
      ] dev-python/protobuf[python_targets_python3_14
            (-)
      ] dev-python/psutil[python_targets_python3_14
            (-)
      ] dev-python/pydantic[python_targets_python3_14
            (-)
      ] dev-python/pyyaml[python_targets_python3_14
            (-)
      ] dev-python/rich[python_targets_python3_14
            (-)
      ] >=dev-python/structlog-24.1[python_targets_python3_14
            (-)
      ] dev-python/tqdm[python_targets_python3_14
            (-)
      ] >=virtual/triton-3[python_targets_python3_14
            (-)
      ] >=dev-python/typer-0.12[python_targets_python3_14
            (-)
      ] dev-python/tyro[python_targets_python3_14
            (-)
      ] >=dev-python/wheel-0.42[python_targets_python3_14
            (-)
      ] >=sci-ml/sentencepiece-0.2[python_targets_python3_14
            (-)
      ] )

studio?
      ( python_single_target_python3_12?
            ( dev-python/fastapi[python_targets_python3_12
                  (-)
            ] dev-python/uvicorn[python_targets_python3_12
                  (-)
            ] dev-python/matplotlib[python_targets_python3_12
                  (-)
            ] dev-python/pandas[python_targets_python3_12
                  (-)
            ] dev-python/pyjwt[python_targets_python3_12
                  (-)
            ] dev-python/urllib3[python_targets_python3_12
                  (-)
            ] dev-python/cryptography[python_targets_python3_12
                  (-)
            ] dev-python/boto3[python_targets_python3_12
                  (-)
            ] dev-python/httpx[python_targets_python3_12
                  (-)
            ] dev-python/av[python_targets_python3_12
                  (-)
            ] dev-python/gguf[python_targets_python3_12
                  (-)
            ] dev-python/python-docx[python_targets_python3_12
                  (-)
            ] dev-python/diceware[python_targets_python3_12
                  (-)
            ] dev-python/ddgs[python_targets_python3_12
                  (-)
            ] dev-python/fastmcp[python_targets_python3_12
                  (-)
            ] dev-python/pymupdf4llm[python_targets_python3_12
                  (-)
            ] dev-python/PyMuPDF[python_targets_python3_12
                  (-)
            ] dev-python/sqlite-vec-bin[python_targets_python3_12
                  (-)
            ] )
       python_single_target_python3_13?
            ( dev-python/fastapi[python_targets_python3_13
                  (-)
            ] dev-python/uvicorn[python_targets_python3_13
                  (-)
            ] dev-python/matplotlib[python_targets_python3_13
                  (-)
            ] dev-python/pandas[python_targets_python3_13
                  (-)
            ] dev-python/pyjwt[python_targets_python3_13
                  (-)
            ] dev-python/urllib3[python_targets_python3_13
                  (-)
            ] dev-python/cryptography[python_targets_python3_13
                  (-)
            ] dev-python/boto3[python_targets_python3_13
                  (-)
            ] dev-python/httpx[python_targets_python3_13
                  (-)
            ] dev-python/av[python_targets_python3_13
                  (-)
            ] dev-python/gguf[python_targets_python3_13
                  (-)
            ] dev-python/python-docx[python_targets_python3_13
                  (-)
            ] dev-python/diceware[python_targets_python3_13
                  (-)
            ] dev-python/ddgs[python_targets_python3_13
                  (-)
            ] dev-python/fastmcp[python_targets_python3_13
                  (-)
            ] dev-python/pymupdf4llm[python_targets_python3_13
                  (-)
            ] dev-python/PyMuPDF[python_targets_python3_13
                  (-)
            ] dev-python/sqlite-vec-bin[python_targets_python3_13
                  (-)
            ] )
       python_single_target_python3_14?
            ( dev-python/fastapi[python_targets_python3_14
                  (-)
            ] dev-python/uvicorn[python_targets_python3_14
                  (-)
            ] dev-python/matplotlib[python_targets_python3_14
                  (-)
            ] dev-python/pandas[python_targets_python3_14
                  (-)
            ] dev-python/pyjwt[python_targets_python3_14
                  (-)
            ] dev-python/urllib3[python_targets_python3_14
                  (-)
            ] dev-python/cryptography[python_targets_python3_14
                  (-)
            ] dev-python/boto3[python_targets_python3_14
                  (-)
            ] dev-python/httpx[python_targets_python3_14
                  (-)
            ] dev-python/av[python_targets_python3_14
                  (-)
            ] dev-python/gguf[python_targets_python3_14
                  (-)
            ] dev-python/python-docx[python_targets_python3_14
                  (-)
            ] dev-python/diceware[python_targets_python3_14
                  (-)
            ] dev-python/ddgs[python_targets_python3_14
                  (-)
            ] dev-python/fastmcp[python_targets_python3_14
                  (-)
            ] dev-python/pymupdf4llm[python_targets_python3_14
                  (-)
            ] dev-python/PyMuPDF[python_targets_python3_14
                  (-)
            ] dev-python/sqlite-vec-bin[python_targets_python3_14
                  (-)
            ] )
       )

python_single_target_python3_12?
      ( dev-lang/python:3.12 )

python_single_target_python3_13?
      ( dev-lang/python:3.13 )

python_single_target_python3_14?
      ( dev-lang/python:3.14 )

unsloth-2026.7.2




dev-python/nest-asyncio[python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]



dev-python/pydantic[python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]



dev-python/pyyaml[python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]



dev-python/rich[python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]



dev-python/typer[python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]
dev-python/uv
net-misc/curl

python_targets_python3_12?
      ( dev-lang/python:3.12 )

python_targets_python3_13?
      ( dev-lang/python:3.13 )

python_targets_python3_14?
      ( dev-lang/python:3.14 )