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N)parse)_get_threadpool_controllerP )wasm32wasm64)sparrayTFc||kSN)Xs Q/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/sklearn/utils/fixes.py_object_dtype_isnanr5s 6Mctj||d}tt dkr|t j|}|S)NT)axiskeepdimsz1.10.999)scipystatsmode sp_version parse_versionnpravel)arrs r_moder:sJ ;  AD4  8 8D]:.... <8D>>D Krz1.12.0z1.15.0c d|vr|d|d<d|vrd|d<tjjj||fi|S)Nrtoltolatollegacy)poprsparselinalgcg)Abkwargss r_sparse_linalg_cgr*SsV V  "JJv..F5M   %F6N|"%a55f555rz1.11.0c||}||}|L|}|}||fSN)r)minmaxtoarrayrrrthe_minthe_maxs r_sparse_min_maxr3`so%%T%""%%T%""  oo''--//Goo''--//Grc||}||}|L|}|}||fSr,)nanminnanmaxr/rr0s r_sparse_nan_min_maxr7jso(((%%(((%%  oo''--//Goo''--//Grctjtj|j}t ||j|j|jf|j}||j|j|}||fS)N)shape) r flatnonzerodiffindptrtypedataindicesr9reduceat)rufunc major_indexvalues r _minor_reducerDwsonRWQX%6%677 DGGQVQY1 A A Aqvqx '<==E!!rc j|j|}|dkrtd|jd|z }|dkr|n|}|t ||\}}t j|j||k}|||d||<|dk} t j | |}t j | |}|dkrMtj |t j t||ff|jd|f} nLtj ||t j t|ff|j|df} | S)Nr&zero-size array to reduction operation)dtyper9)r9 ValueErrortocsctocsrsum_duplicatesrDrr;r<compressrr$ coo_arrayzeroslenrHr/r) rr min_or_maxNMmatrBrCnot_fullmaskress r_min_or_max_axisrXs GDM 66EFF F GAH 199aggiii!'')) *3 ;; U73:&&{3a7$*U8_a88hzk$ 44  D%(( 199,((#e**--{;<g!f)CC ,((bhs5zz&:&:;<g!f)C {{}}""$$$rc|d|jvrtd|jd}|jdkr|S||j}|jtj |jkr |||}|S|dkr|dz }|dks|dkrt|||Std)NrrFrGz.invalid axis, use 0 for rows, or 1 for columns) r9rIrHr=nnzreducer>rrprodrX)rrrQzeroms r_sparse_min_or_maxr`s <AG|| !IJJJ7<<??Duzz !!!&,,..11Au((((JtQ''H !88 AID AII4199#AtZ88 8MNN Nrcnt||tjt||tjfSr )r`rminimummaximumrrs rr3r3s. q$ 3 3 q$ 3 3  rcnt||tjt||tjfSr )r`rfminfmaxrds rr7r7s. q$ 0 0 q$ 0 0  rz1.25.0)ComplexWarningVisibleDeprecationWarningcFt|jj}t|tdkr!|tj}nt|tdkrinddi}t|tdkrU|jdd5|tjjd i|}dddn #1swxYwYn+|tjjd i|}|S) Nz2.2)rC3copyFz3.0zfuture.no_silent_downcastingTr )r __version__ base_versionfillnarnanoption_context infer_objects)pdframe pd_versioninfer_objects_kwargss r pd_fillnarwsfr~..;JZ  =#7#777 26 ** ++}S/A/AAABBPU   $ $}U';'; ; ;""#A4HH Y Y@ 26 22@XXCWXX Y Y Y Y Y Y Y Y Y Y Y Y Y Y Y=ELLrvL..<TT?STTE Ls2,C**C.1C.c|dkr|dvr|dkrt|j|jft|j|jdd}|j|d|_|j|d|_d Stt|j }|j|d|_|j|d|_d Sd Sd S) aPreserve indices dtype for SciPy < 1.12 when converting from DIA to CSR/CSC. For SciPy < 1.12, DIA arrays indices are upcasted to `np.int64` that is inconsistent with DIA matrices. We downcast the indices dtype to `np.int32` to be consistent with DIA matrices. The converted indices arrays are affected back inplace to the sparse container. Parameters ---------- sparse_container : sparse container Sparse container to be checked. requested_sparse_format : str or bool The type of format of `sparse_container`. Notes ----- See https://github.com/scipy/scipy/issues/19245 for more details. dia_array)csrcoorzrGT)arraysmaxvalcheck_contentsFrl)r}N) _smallest_admissible_index_dtyper<r?r.r[r9astyperowcol)sparse_containeroriginal_container_formatrequested_sparse_format index_dtypes r_preserve_dia_indices_dtypersF,!K//4KP55 #e + +:(/1A1IJ+/1A1G1JKK#K (8'?'F'F%(G((  $'7&=&D&D%'E''  # # #;+122K$4#7#>#>{QV#>#W#W  #3#7#>#>{QV#>#W#W  +0/55rr ctjtjtjj}tjtjtjj}|L|tjtjjkrt d|d||kr tjSt|tjr|f}|D]}t|tjs tdt|dtj |j tj st d|j dtj|j tjs^|stjcS|jdkr|}|}||ks||krtjcStjS) a}Based on input (integer) arrays `a`, determine a suitable index data type that can hold the data in the arrays. This function returns `np.int64` if it either required by `maxval` or based on the largest precision of the dtype of the arrays passed as argument, or by their contents (when `check_contents is True`). If none of the condition requires `np.int64` then this function returns `np.int32`. 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Check the shape of `A` to determine if it is safe to cast its index arrays to dtype `idx_dtype`. If any dimension in shape is larger than fits in the dtype, casting is unsafe so raise ``ValueError``. If safe, cast the index arrays to `idx_dtype` and return the result without changing the input `A`. The caller can assign results to `A` attributes if desired or use the recast index arrays directly. Unless downcasting is needed, the original index arrays are returned. You can test e.g. ``A.indptr is new_indptr`` to see if downcasting occurred. 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