
    j
                        d dl Z d dlZd dlZd dlZd dlZd dlmZ d dlmZ	 d dl
mZ  ej        ddd          Z ej        d          Ze                    e                    d                      ej        dd	g
          Z ej        dd          Z e            Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Z e!dk    rd dl"Z" e"j#                    Z$e$%                    dd           e$&                                Z'eeeeeeefZ( ee'j)                  Z* e+e*          Z,e(D ]PZ- e e*e-          Z.e.e,z  dz  Z/ e0              e0e-j!                    e0d1                    e/                     OdS dS )    N)	Tokenizer)PathenF)languageclean	char_spansentencizeren_core_web_smner)disabletokenize)lang
processorsc                 P    t          j        |                               d          S )N
)	blingfiretext_to_sentencessplittexts    d/lsinfo/ai/hellotax_ai/base_platform/venv/lib/python3.11/site-packages/benchmarks/genia_benchmark.pyblingfire_tokenizer      s!    &t,,224888    c                 *    t          j        |           S N)nltksent_tokenizer   s    r   nltk_tokenizer      s    d###r   c                 N    t                               |           }d |D             S )Nc                 6    g | ]}|                                 S  )strip).0ss     r   
<listcomp>z"pysbd_tokenize.<locals>.<listcomp>   s     (((!AGGII(((r   )pysbd_segmentersegment)r   segmentss     r   pysbd_tokenizer)      s)    &&t,,H((x((((r   c                 >    d t          |           j        D             S )Nc                 B    g | ]}|j                             d           S r   r   r"   r#   sents     r   r%   z"spacy_tokenize.<locals>.<listcomp>!   s&    >>>dDIOOD!!>>>r   )nlpsentsr   s    r   spacy_tokenizer2       s    >>c$iio>>>>r   c                 >    d t          |           j        D             S )Nc                 B    g | ]}|j                             d           S r,   r-   r.   s     r   r%   z&spacy_dep_tokenize.<locals>.<listcomp>$   s&    BBBdDIOOD!!BBBr   )nlp_depr1   r   s    r   spacy_dep_tokenizer6   #   s    BBgdmm.ABBBBr   c                 >    d t          |           j        D             S )Nc                     g | ]	}|j         
S r!   r   )r#   es     r   r%   z#stanza_tokenize.<locals>.<listcomp>'   s    777qAF777r   )
stanza_nlp	sentencesr   s    r   stanza_tokenizer<   &   s!    77Jt,,67777r   c              #   z   K   | D ]5}d                     d |D                                                       V  6d S )N c              3   4   K   | ]}t          |          V  d S r   )str)r#   tokens     r   	<genexpr>z!make_sentences.<locals>.<genexpr>+   s(      77Uc%jj777777r   )joinr"   )segmented_tokenssentences     r   make_sentencesrF   )   sY      $ @ @gg77h77777==??????@ @r   c                     t                               |           }t          j        t          |                    }d t	          |          D             }|S )Nc                     g | ]}|S r!   r!   r.   s     r   r%   z#syntok_tokenize.<locals>.<listcomp>0   s    888888r   )syntok_tokenizerr   syntok_segmenteriterrF   )r   tokensresultr(   s       r   syntok_tokenizerN   -   sK    ##D))F#DLL11F88!7!7888HOr   c                    t          |                               d          }t          |          }g }t          |d          D ]~\  }}t	          |          5 }|                                                                }d d d            n# 1 swxY w Y   |                    d          }|                    ||f           |S )Nz**/*.txt   )startr   )	r   globlist	enumerateopenreadr"   r   append)genia_raw_dirtxtfilesall_docsindtxtfilef	geniatextexpecteds           r   load_genia_corpusr`   3   s    M""''
33HH~~HH!(!444 / /W']] 	)a((I	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	)??4((H-....Os   'BB	B	c                 F    d}| D ]\  }} ||          }||k    r|dz  }|S )Nr   rP   r!   )docstokenize_funccorrectr   r_   r(   s         r   	benchmarkre   ?   sD    G   x =&&xaKGNr   __main__z--geniaz,Path to the directory containing genia data.)helpd   zGENIA abstract acc: {:0.2f}%)2r   r   pysbdspacystanzasyntok.tokenizerr   syntok.segmenter	segmenterrJ   pathlibr   	Segmenterr&   blankr0   add_pipecreate_pipeloadr5   Pipeliner:   rI   r   r   r)   r2   r6   r<   rF   rN   r`   re   __name__argparseArgumentParserparseradd_argument
parse_argsargs	librariesgeniarb   lentotalrc   rd   percent_scoreprintformatr!   r   r   <module>r      s           & & & & & & + + + + + +      !%/4uNNNek$ S__]++ , , ,
%*%w
7
7
7V_$:>>>
9;; 9 9 9$ $ $) ) )? ? ?C C C8 8 8@ @ @  
 
 
   zOOO$X$&&F
?    
 D 	
I TZ((DCIIE" D D)D-00+m$%%%,33MBBCCCC7 ,D Dr   