§ ¥˜ºh ãóf—dZddlZddlZddlmZddlmZddlm Z ddl m Z Gd„d e¦«Z dS) zY Feature agglomeration. Base classes and functions for performing feature agglomeration. éN)Úissparseé)ÚTransformerMixin)Úmetadata_routing)Úcheck_is_fittedcó2—eZdZdZdejiZd„Zdd„ZdS)ÚAgglomerationTransformzH A class for feature agglomeration via the transform interface. ÚXredcóʇ‡‡—t‰¦«‰ ‰d¬¦«Š‰jtjkret ‰¦«sVtj‰j¦«Š‰jd}tj ˆˆˆfd„t|¦«D¦«¦«}n?ˆˆfd„tj ‰j¦«D¦«}tj |¦«j }|S)aì Transform a new matrix using the built clustering. Parameters ---------- X : array-like of shape (n_samples, n_features) or (n_samples, n_samples) A M by N array of M observations in N dimensions or a length M array of M one-dimensional observations. Returns ------- Y : ndarray of shape (n_samples, n_clusters) or (n_clusters,) The pooled values for each feature cluster. F)Úresetrc ó^•—g|])}tj‰j‰|dd…f¦«‰z ‘Œ*S)N)ÚnpÚbincountÚlabels_)Ú.0ÚiÚXÚselfÚsizes €€€ún/var/www/html/services/rag-service/venv/lib/python3.11/site-packages/sklearn/cluster/_feature_agglomeration.pyú z4AgglomerationTransform.transform..7s8ø€ÐUÐUÐU¸q•”˜Tœ\¨1¨Q°°°¨T¬7Ñ3Ô3°dÑ:ÐUÐUÐUócód•—g|],}‰ ‰dd…‰j|kfd¬¦«‘Œ-S)Né)Úaxis)Ú pooling_funcr)rÚlrrs €€rrz4AgglomerationTransform.transform..:sQø€ðððàð×!Ò! ! A A A t¤|°qÒ'8Ð$8Ô"9ÀÐ!ÑBÔBðððr) rÚ_validate_datarrÚmeanrrrÚshapeÚarrayÚrangeÚuniqueÚT)rrÚ n_samplesÚnXrs`` @rÚ transformz AgglomerationTransform.transformsëøøø€õ ˜ÑÔÐà × Ò  ¨Ð Ñ /Ô /ˆØ Ô ¥¤Ò 'Ð 'µ¸± ´ Ð 'Ý”;˜tœ|Ñ,Ô,ˆDØœ œ ˆIå”ØUÐUÐUÐUÐUÐUÅEÈ)ÑDTÔDTÐUÑUÔUñôˆBˆBððððð圠4¤<Ñ0Ô0ðñôˆBõ”˜"‘””ˆB؈ rNcóø—|€|€td¦«‚||td¦«‚|tjdt¦«|}t |¦«t j|jd¬¦«\}}|d|fS)aE Inverse the transformation and return a vector of size `n_features`. Parameters ---------- Xt : array-like of shape (n_samples, n_clusters) or (n_clusters,) The values to be assigned to each cluster of samples. Xred : deprecated Use `Xt` instead. .. deprecated:: 1.3 Returns ------- X : ndarray of shape (n_samples, n_features) or (n_features,) A vector of size `n_samples` with the values of `Xred` assigned to each of the cluster of samples. Nz(Missing required positional argument: Xtz)Please provide only `Xt`, and not `Xred`.zNInput argument `Xred` was renamed to `Xt` in v1.3 and will be removed in v1.5.T)Úreturn_inverse.) Ú TypeErrorÚ ValueErrorÚwarningsÚwarnÚ FutureWarningrrr#r)rÚXtr ÚunilÚinverses rÚinverse_transformz(AgglomerationTransform.inverse_transformAs—€ð( ˆ:˜$˜,ÝÐFÑGÔGÐ Gà Ð   ÝÐHÑIÔIÐ Ià Ð Ý ŒMð(õñ  ô ð ðˆBå˜ÑÔÐåœ  $¤,¸tÐDÑDÔD‰ ˆˆgØ#w,ÔÐr)NN) Ú__name__Ú __module__Ú __qualname__Ú__doc__rÚUNUSEDÚ<_AgglomerationTransform__metadata_request__inverse_transformr'r2©rrr r sS€€€€€ððð.4Ð5EÔ5LÐ,MÐ)ð ð ð ðD' ð' ð' ð' ð' ð' rr ) r6r,ÚnumpyrÚ scipy.sparserÚbaserÚutilsrÚutils.validationrr r9rrúr?s­ðððð€€€àÐÐÐØ!Ð!Ð!Ð!Ð!Ð!à#Ð#Ð#Ð#Ð#Ð#Ø$Ð$Ð$Ð$Ð$Ð$Ø.Ð.Ð.Ð.Ð.Ð.ð S ðS ðS ðS ðS Ð-ñS ôS ðS ðS ðS r