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dev-python/flashrag-dev

A library for efficient Retrieval-Augmented Generation research

Screenshots

  • flashrag-dev-0.3.0_pre20251126
    ~amd64 ~x86
    core generator multimodal retriever python_targets_python3_11 python_targets_python3_12 python_targets_python3_13 python_targets_python3_14

    View      Download      Browse     License: MIT   
    Overlay: pypi
  • flashrag-dev-0.1.2
    ~amd64 ~x86
    core full python_targets_python3_11 python_targets_python3_12 python_targets_python3_13 python_targets_python3_14

    View      Download      Browse     License: MIT   
    Overlay: pypi

Runtime Dependencies

flashrag-dev-0.3.0_pre20251126





dev-python/datasets[python_targets_python3_11
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,python_targets_python3_12
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,python_targets_python3_13
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,python_targets_python3_14
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]




dev-python/base58[python_targets_python3_11
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,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/nltk[python_targets_python3_11
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,python_targets_python3_12
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,python_targets_python3_13
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,python_targets_python3_14
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]




dev-python/numpy[python_targets_python3_11
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,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/langid[python_targets_python3_11
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,python_targets_python3_12
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?
,python_targets_python3_13
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,python_targets_python3_14
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?
]




dev-python/openai[python_targets_python3_11
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,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/peft[python_targets_python3_11
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,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/pyyaml[python_targets_python3_11
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,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/rank-bm25[python_targets_python3_11
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?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/rouge[python_targets_python3_11
      (-)
?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/spacy[python_targets_python3_11
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,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/tiktoken[python_targets_python3_11
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?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/torch[python_targets_python3_11
      (-)
?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/tqdm[python_targets_python3_11
      (-)
?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/transformers[python_targets_python3_11
      (-)
?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/bm25s[python_targets_python3_11
      (-)
?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/fschat[python_targets_python3_11
      (-)
?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/streamlit[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/chonkie[python_targets_python3_11
      (-)
?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/gradio[python_targets_python3_11
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?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/rouge-chinese[python_targets_python3_11
      (-)
?
,python_targets_python3_12
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?
,python_targets_python3_13
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?
,python_targets_python3_14
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?
]




dev-python/jieba[python_targets_python3_11
      (-)
?
,python_targets_python3_12
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?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
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?
]

core?
      ( dev-python/datasets[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/base58[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/nltk[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/numpy[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/langid[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/openai[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/peft[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/pyyaml[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/rank-bm25[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/rouge[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/spacy[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/tiktoken[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/torch[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/tqdm[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/transformers[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/bm25s[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/fschat[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/streamlit[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/chonkie[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/gradio[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/rouge-chinese[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/jieba[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

retriever?
      ( dev-python/pyserini[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

retriever?
      ( dev-python/sentence-transformers[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

generator?
      ( dev-python/vllm[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

multimodal?
      ( dev-python/timm[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

multimodal?
      ( dev-python/torchvision[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

multimodal?
      ( dev-python/pillow[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

python_targets_python3_11?
      ( dev-lang/python:3.11 )

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 )

flashrag-dev-0.1.2





dev-python/datasets[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/base58[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/nltk[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/numpy[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/openai[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/peft[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/pyyaml[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/rank-bm25[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/rouge[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/spacy[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/tiktoken[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/torch[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/tqdm[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/transformers[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/bm25s[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/fschat[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]




dev-python/streamlit[python_targets_python3_11
      (-)
?
,python_targets_python3_12
      (-)
?
,python_targets_python3_13
      (-)
?
,python_targets_python3_14
      (-)
?
]

core?
      ( dev-python/datasets[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/base58[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/nltk[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/numpy[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/openai[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/peft[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/pyyaml[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/rank-bm25[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/rouge[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/spacy[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/tiktoken[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/torch[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/tqdm[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/transformers[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/bm25s[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/fschat[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

core?
      ( dev-python/streamlit[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/datasets[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/base58[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/nltk[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/numpy[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/openai[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/peft[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/pyyaml[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/rank-bm25[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/rouge[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/spacy[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/tiktoken[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/torch[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/tqdm[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/transformers[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/bm25s[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

full?
      ( dev-python/fschat[python_targets_python3_11
            (-)
      ?
,python_targets_python3_12
            (-)
      ?
,python_targets_python3_13
            (-)
      ?
,python_targets_python3_14
            (-)
      ?
] )

python_targets_python3_11?
      ( dev-lang/python:3.11 )

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 )