Ofi SSKrSSKrSSKJr SSKrSqS SjrSrSr Sr Sr Sr \ S :Xa\ "5 \ "5 gg!\a N4f=f) N) find_binaryc"[SUS/S/SS9qg)NtadmTADMzhttp://tadm.sf.net)env_vars binary_namesurl)r _tadm_bin)bins 4/usr/lib/python3/dist-packages/nltk/classify/tadm.py config_tadmr svhfXCWIc 2UR5nUHupES[U5-nURU5 UHWnURXG5nS[ XW:H5[U5SR SU554-n URU 5 MY M g)a  Generate an input file for ``tadm`` based on the given corpus of classified tokens. :type train_toks: list(tuple(dict, str)) :param train_toks: Training data, represented as a list of pairs, the first member of which is a feature dictionary, and the second of which is a classification label. :type encoding: TadmEventMaxentFeatureEncoding :param encoding: A feature encoding, used to convert featuresets into feature vectors. :type stream: stream :param stream: The stream to which the ``tadm`` input file should be written. z%d z %d %d %s  c3,# UH nSU-v M g7f)z%d %dN).0us r "write_tadm_file..9s0a1asN)labelslenwriteencodeintjoin) train_toksencodingstreamr featuresetlabel length_line known_labelvlines r write_tadm_filer&s(__ F' s6{*  [!!K 8AE()A0a00#D LL "(rc/nUH+nUR[UR555 M- [R"US5$)z Given the stdout output generated by ``tadm`` when training a model, return a ``numpy`` array containing the corresponding weight vector. d)appendfloatstripnumpyarray) paramfileweightsr%s r parse_tadm_weightsr0>s; GuTZZ\*+ ;;w $$rcD[U[5(a [S5e[c [ 5 [/U-n[ R "U[RS9nUR5up4URS:wa [5 [U5 [S5eg)z4 Call the ``tadm`` binary with the given arguments. z args should be a list of stringsN)stdoutrztadm command failed!) isinstancestr TypeErrorr r subprocessPopensysr2 communicate returncodeprintOSError)argscmdpr2stderrs r call_tadmrAJs$:;;  + CSZZ0A}}V ||q  f ,--rc@SSKJn SSKJn U"UR5ng)Nr)TadmMaxentClassifier) names_demo)nltk.classify.maxentrCnltk.classify.utilrDtrain)rCrD classifiers r rDrD_s9-0667Jrc<SSKnSSKJn SSSS.S4SSSS.S4SSSSS .S4/nURU5n[ X#UR 5 [ 5 [UR55H"n[ S URU5U4-5 M$ [ 5 g) Nr)TadmEventMaxentFeatureEncoding)f0f1f3A)rLf2f4B)rLrPrNrQz %s --> %d) r8rErJrGr&r2r;rangelengthdescribe)r8rJtokensris r encoding_demorYfsC! $c*! $c*!1 -s3F .33F;HFcjj1 G 8??$ % kX..q11556& Gr__main__)N)r6r8nltk.internalsrr, ImportErrorr r r&r0rArDrY__name__rrr r^sl &   D %.*8 $ zOLS  sAA A