
    i&
                     r   d dl Z d dlmZ d dlmZ d dlmZ dZ e       j                  e      d   Z	ddd	d
difddd
d	difgZ
ddd	d	d
difddd
d	d	difgZe j                  j                  dde
dde	dfdedde	dfde
dddddfdedddddfde
ddddddddd d!	fdedddddd"ddd#d!	fg      d$        Zy)%    N)English)Example)Configz
[model]
@architectures = "spacy-legacy.HashEmbedCNN.v1"
pretrained_vectors = null
width = 96
depth = 4
embed_size = 2000
window_size = 1
maxout_pieces = 3
subword_features = true
modelzI'm so happy.catsg      ?g        )POSITIVENEGATIVEzI'm so angryzI'm angry and confused)ANGRYCONFUSEDHAPPYzI'm confused but happyzname,train_data,textcat_configtextcatzspacy-legacy.TextCatCNN.v1T)@architecturesexclusive_classestok2vectextcat_multilabelFzspacy-legacy.TextCatBOW.v1   )r   r   
ngram_sizeno_output_layer   zspacy-legacy.TextCatEnsemble.v1             g?)	r   width
embed_sizer   r   window_size
conv_depthpretrained_vectorsdropout   g?c                    d|i}t               }|j                  | |      }g }|D ]q  \  }}|j                  t        j                  |j                  |      |             |j                  d      j                         D ]  \  }	}
|j                  |	        s |j                         }t        d      D ]  }i }|j                  |||        y )Nr   )configr      )sgdlosses)r   add_pipeappendr   	from_dictmake_docgetitems	add_label
initializerangeupdate)name
train_datatextcat_configpipe_confignlpr   train_examplestextannotationslabelvalue	optimizerir%   s                 y/var/www/vps2.regionflexible.com/Desarrollo/venv/lib/python3.12/site-packages/spacy_legacy/tests/pipeline/test_textcat.pytest_textcatr=      s     N+K
)Cll4l4GN' %kg//T0BKPQ'OOF399; 	%LE5e$	%%  I1X A

>y
@A    )pytestspacy.lang.enr   spacy.trainingr   	thinc.apir   default_tok2vec_configfrom_strDEFAULT_TOK2VEC_MODELTRAIN_DATA_SINGLE_LABELTRAIN_DATA_MULTI_LABELmarkparametrizer=    r>   r<   <module>rK      s    ! " 
  ))*@A'J  vCSABCf3C@AB  #3QT(UVW#3QT(UVW  $	+@\sw  EZ  .[  	\	5Jf  ~C  Pe  8f  	g	+@\sx  HI  ^b  .c  	d	5Jf  ~B  QR  gk  8l  	m	+@aln}  W[  ij  yz  HI  _d  or  .s  	t	5Jkvx  HJ  af  tu  DE  ST  jo  z}  8~  	
A
Ar>   