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    ˜Štj:  ã            	       ór   — d dl mZmZmZ d dlmZ 	 d	dee         dee         deee                  defd„Z	dS )
é    )ÚListÚOptionalÚTuple)ÚSparseVectorNÚindicesÚvaluesÚlabelsÚreturnc                 ó¬  — | st          g g d¬¦  «        S |�gt          t          | ||¦  «        d„ ¬¦  «        }t          |Ž \  }}}t          t          |¦  «        t          |¦  «        t          |¦  «        ¬¦  «        S t          t          | |¦  «        d„ ¬¦  «        }t          |Ž \  }}t          t          |¦  «        t          |¦  «        d¬¦  «        S )aG  Normalize and create a SparseVector by sorting indices and values together.

    This function takes raw indices and values (which may be unsorted or have duplicates)
    and returns a properly constructed SparseVector with sorted indices.

    Args:
        indices: List of dimension indices (may be unsorted)
        values: List of values corresponding to each index
        labels: Optional list of string labels corresponding to each index

    Returns:
        SparseVector with indices sorted in ascending order

    Raises:
        ValueError: If indices and values have different lengths
        ValueError: If there are duplicate indices (after sorting)
        ValueError: If indices are negative
        ValueError: If values are not numeric
        ValueError: If labels is provided and has different length than indices
    N)r   r   r	   c                 ó   — | d         S ©Nr   © ©Úxs    úc/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/chromadb/utils/sparse_embedding_utils.pyú<lambda>z)normalize_sparse_vector.<locals>.<lambda>#   s
   € ÈAÈaÌD€ ó    )Úkeyc                 ó   — | d         S r   r   r   s    r   r   z)normalize_sparse_vector.<locals>.<lambda>+   s
   € À!ÀAÄ$€ r   )r   ÚsortedÚzipÚlist)r   r   r	   Úsorted_triplesÚsorted_indicesÚsorted_valuesÚsorted_labelsÚsorted_pairss           r   Únormalize_sparse_vectorr      sò   € ð2 ð @Ý B¨r¸$Ð?Ñ?Ô?Ð?ð ÐÝ¥ G¨V°VÑ <Ô <À.À.ÐQÑQÔQˆÝ7:¸NÐ7KÑ4ˆ˜ }ÝÝ˜Ñ(Ô(Ý˜Ñ&Ô&Ý˜Ñ&Ô&ð
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