Of2?SSKrSSKrSSKrSSKrSSKrSSKJr SSKJrJ r J r SSK J r SSK Jr SSKJr SrSrS r"S S \ 5r\S :XaSSKr\R."5 gg) N)ZipFilePathPointer)find_dir find_filefind_jars_within_path)ParserI)DependencyGraph)taggedsents_to_conllc:SSKJn U"/SQ5nUR$)Nr) RegexpTagger))z\.$.)z\,$,)z\?$?)z\($()z\)$))z\[$[)z\]$])z^-?[0-9]+(\.[0-9]+)?$CD)z(The|the|A|a|An|an)$DT)z&(He|he|She|she|It|it|I|me|Me|You|you)$PRP)z(His|his|Her|her|Its|its)$PRP$)z(my|Your|your|Yours|yours)$r)z (on|On|in|In|at|At|since|Since)$IN)z (for|For|ago|Ago|before|Before)$r)z(till|Till|until|Until)$r)z(by|By|beside|Beside)$r)z(under|Under|below|Below)$r)z(over|Over|above|Above)$r)z (across|Across|through|Through)$r)z(into|Into|towards|Towards)$r)z(onto|Onto|from|From)$r)z.*able$JJ)z.*ness$NN)z.*ly$RB)z.*s$NNS)z.*ing$VBG)z.*ed$VBD)z.*r)nltk.tagr tag)r _taggers 1/usr/lib/python3/dist-packages/nltk/parse/malt.pymalt_regex_taggerr"s!% G@ ;;c[RRU5(aUnO [USS9n/SQn[ [ U55nUVs1sH%n[RR U5SiM' nn1SknURU5(de[[SU55(de[U5$s snf)z= A module to find MaltParser .jar file and its dependencies. ) MALT_PARSER)env_vars)r'r'> log4j.jar libsvm.jarliblinear-1.8.jarcTURS5=(a URS5$)Nz maltparser-z.jar) startswithendswith)is r!!find_maltparser..Msm4KF9KKr#) ospathexistsrsetrsplitissubsetanyfilterlist)parser_dirname _malt_dirmalt_dependencies _malt_jarsjar_jarss r!find_maltparserrA=s ww~~n%%" ^6FG $*956J.8 9jsRWW]]3  "jE 9H  % %e , ,, , KUS      :s,CclUcg[RRU5(aU$[USSS9$)z0 A module to find pre-trained MaltParser model. malt_temp.mco) MALT_MODELF)r&verbose)r2r3r4r)model_filenames r!find_malt_modelrGRs5  ' '/5QQr#cp\rSrSrSrS SjrS SjrS SjrSSjr\ SSj5r SS jr SS jr S r g) MaltParser^a A class for dependency parsing with MaltParser. The input is the paths to: - (optionally) a maltparser directory - (optionally) the path to a pre-trained MaltParser .mco model file - (optionally) the tagger to use for POS tagging before parsing - (optionally) additional Java arguments Example: >>> from nltk.parse import malt >>> # With MALT_PARSER and MALT_MODEL environment set. >>> mp = malt.MaltParser(model_filename='engmalt.linear-1.7.mco') # doctest: +SKIP >>> mp.parse_one('I shot an elephant in my pajamas .'.split()).tree() # doctest: +SKIP (shot I (elephant an) (in (pajamas my)) .) >>> # Without MALT_PARSER and MALT_MODEL environment. >>> mp = malt.MaltParser('/home/user/maltparser-1.9.2/', '/home/user/engmalt.linear-1.7.mco') # doctest: +SKIP >>> mp.parse_one('I shot an elephant in my pajamas .'.split()).tree() # doctest: +SKIP (shot I (elephant an) (in (pajamas my)) .) Nc[U5UlUbUO/Ul[U5UlURS:gUl[ R"5UlUbX0l g[5Ul g)aP An interface for parsing with the Malt Parser. :param parser_dirname: The path to the maltparser directory that contains the maltparser-1.x.jar :type parser_dirname: str :param model_filename: The name of the pre-trained model with .mco file extension. If provided, training will not be required. (see http://www.maltparser.org/mco/mco.html and see http://www.patful.com/chalk/node/185) :type model_filename: str :param tagger: The tagger used to POS tag the raw string before formatting to CONLL format. It should behave like `nltk.pos_tag` :type tagger: function :param additional_java_args: This is the additional Java arguments that one can use when calling Maltparser, usually this is the heapsize limits, e.g. `additional_java_args=['-Xmx1024m']` (see https://goo.gl/mpDBvQ) :type additional_java_args: list NrC) rA malt_jarsadditional_java_argsrGmodel_trainedtempfile gettempdir working_dirr"tagger)selfr;rFrSrMs r!__init__MaltParser.__init__rsh:)8%9$D " !%^4  o5 #..0 & 2f 8I8K r#c ## UR(d [S5e[R"SURSSS9n[R"SURSSS9n[ U5HnUR [U55 M UR5 URURURSS9n[R"5n[R"[RRUR 5S 5 UR#Xr5n [R"U5 U S :wa[S S R%U5U 4-5e['UR5n U R)5RS 5Hn [+[-XS 9/5v M SSS5 SSS5 SSS5 [R."WR5 [R."WR5 g! N=f!,(df  Nf=f!,(df  No=f!,(df  Nx=f7f)a{ Use MaltParser to parse multiple POS tagged sentences. Takes multiple sentences where each sentence is a list of (word, tag) tuples. The sentences must have already been tokenized and tagged. :param sentences: Input sentences to parse :type sentence: list(list(tuple(str, str))) :return: iter(iter(``DependencyGraph``)) the dependency graph representation of each sentence z0Parser has not been trained. Call train() first.zmalt_input.conll.wFprefixdirmodedeletezmalt_output.conll.parser\rz0MaltParser parsing (%s) failed with exit code %d z top_relation_labelN)rO ExceptionrPNamedTemporaryFilerRr writestrclosegenerate_malt_commandnamer2getcwdchdirr3r6rN_executejoinopenreaditerrremove) rT sentencesrErb input_file output_filelinecmd _current_pathretinfiletree_strs r!parse_tagged_sentsMaltParser.parse_tagged_sentss}}NO O  ( (&D,<,<3u ,,+$$  0;D$$SY/<  "00OO[%5%5G1!# HHRWW]]4::6q9:mmC1'!8#"%(XXc]C$89 +**+v$*KKM$7$7$? $3(0%&!"%@,E b *//" +""#3,+E  si>I "H9"A7H(AHA!H(;# UHnTRU5v M g7f)N)rS).0sentencerTs r! )MaltParser.parse_sents..sL)hDKK11)s!ra)r{)rTrrrErbtagged_sentencess` r! parse_sentsMaltParser.parse_sentss/M)L&& :L'  r#cS/nX@R- n[RRS5(aSOSnUSUR UR 5/- nUS/- n[ RRUR5(a2US[ RRUR5S/- nOUSUR/- nUS U/- nUS :XaUS U/- nUS U/- nU$) z This function generates the maltparser command use at the terminal. :param inputfilename: path to the input file :type inputfilename: str :param outputfilename: path to the output file :type outputfilename: str javawin;:z-cpzorg.maltparser.Maltz-cz-ir^z-oz-m) rMsysplatformr-rmrLr2r3r4rNr6)rT inputfilenameoutputfilenamer\rvclasspaths_separators r!rh MaltParser.generate_malt_commandsh (((&)ll&=&=e&D&Ds#  % %dnn 5   %&& 77>>$** % % D"''-- 3B78 8C D$**% %C m$$ 7? D.) )C d| r#c~U(aSO[Rn[R"XUS9nUR5$)N)stdoutstderr) subprocessPIPEPopenwait)rvrEoutputps r!rlMaltParser._executes, joo   S ?vvxr#cR[R"SURSSS9nSRSU55nUR [ U55 SSS5 UR WRUS9 [R"UR5 g!,(df  NI=f) z Train MaltParser from a list of ``DependencyGraph`` objects :param depgraphs: list of ``DependencyGraph`` objects for training input data :type depgraphs: DependencyGraph malt_train.conll.rXFrY c3B# UHoRS5v M g7f) N)to_conll)rdgs r!r#MaltParser.train.. s!FIb++b//IsNrE) rPrdrRrmrerftrain_from_filerir2rq)rT depgraphsrErs input_strs r!trainMaltParser.trains ( (&D,<,<3u  !FI!FFI   S^ ,  Z__g> *//"  s 3B B&c[U[5(a[R"SURSSS9nUR 5nUR 5nUR[U55 SSS5 URURUS9sSSS5 $URUSS9nURXb5nUS :wa[S S RU5U4-5eS Ulg!,(df  N=f!,(df  Nm=f) zw Train MaltParser from a file :param conll_file: str for the filename of the training input data :type conll_file: str rrXFrYNrlearnr_rz1MaltParser training (%s) failed with exit code %dr`T) isinstancerrPrdrRrnrorerfrrirhrlrcrmrO)rT conll_filerErsconll_input_file conll_strrvrxs r!rMaltParser.train_from_file's j"4 5 5,,*0@0@sSX__&*: 0 5 5 7I$$S^4'++JOOW+M (('(BmmC) !8 XXc]C01  '&s#C=+C,3!C=, C: 6C== D )rOrMrLrNrSrR)r'NNN)Fnull)NN)F)__name__ __module__ __qualname____firstlineno____doc__rUr{rrh staticmethodrlrr__static_attributes__r#r!rIrI^sL*! 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