Dj~FddlZddlZddlmZGddZdZdZdZy)N)dedentcNeZdZdZiZiZdZdZdZdZ dZ d dZ e dZ y ) ResultsWrapperz Class which wraps a statsmodels estimation Results class and steps in to reattach metadata to results (if available) c4||_|j|_yN)_results__doc__)selfresultss \C:\Crop_Prediction\Backend\crop-ai-system\venv\Lib\site-packages\statsmodels/base/wrapper.py__init__zResultsWrapper.__init__s  cRt|jDcgc]}|c}Scc}wr)dirr)r xs r __dir__zResultsWrapper.__dir__st}}-.a...s $crfd} |d} ||S#t$rYwxYw#t$rYnwxYwt|}|jj}jj |}|r,t |tr|j||dg|dd}|S|r|j||}|S)Nc0tj|Sr)object__getattribute__)namer s r z1ResultsWrapper.__getattribute__..s6224>rrr)how) AttributeErrorgetattrmodeldata _wrap_attrsget isinstancetuple wrap_output)r attrr r objrrs` r rzResultsWrapper.__getattribute__s> *oG t9         gt$}}!!""4( :c5)"$""3A9QR9C ""3C"0C s( %% 44c|jSr)__dict__)r s r __getstate__zResultsWrapper.__getstate__,s }}rc:|jj|yr)r'update)r dict_s r __setstate__zResultsWrapper.__setstate__0s U#rcFddlm}|r|j|||y)a Save a pickle of this instance. Parameters ---------- fname : {str, handle} Either a filename or a valid file handle. remove_data : bool If False (default), then the instance is pickled without changes. If True, then all arrays with length nobs are set to None before pickling. See the remove_data method. In some cases not all arrays will be set to None. r) save_pickleN)statsmodels.iolib.smpickler. remove_data)r fnamer0r.s r savezResultsWrapper.save4s  ;     D% rcddlm}||S)a Load a pickled results instance .. warning:: Loading pickled models is not secure against erroneous or maliciously constructed data. Never unpickle data received from an untrusted or unauthenticated source. Parameters ---------- fname : {str, handle} A string filename or a file handle. Returns ------- Results The unpickled results instance. r) load_pickle)r/r4)clsr1r4s r loadzResultsWrapper.loadIs* ;5!!rN)F)__name__ __module__ __qualname__r r _wrap_methodsr rrr(r,r2 classmethodr6rr rrsEKM'/.$!*""rrc:i}|D]}|j||Sr)r*)dictsresultds r union_dictsrAbs' F  a Mrctjfd}tj}t |}|j rt |j nd}dj|d||_|S)Nc tj|d}|jj}r5t t r%|j |g|i|ddd}|Sr|j |g|i|}S)Nrrr)rrrrr!r"r#)r argskwargsr rr%funcrs r wrapperzmake_wrapper..wrapperjs))$ ;}}!! :c5)""4#A$#A&#A3q63qr7SC ""4#A$#A&#A3GC r ) functoolswrapsinspect signaturestrr rr7)rFrrGsig formatteddocs`` r make_wrapperrRisp__T   D !CCI%,__& !"C4==/)Bser\s*Y"Y"x(&r