`j ddlZddlZddlmZddlmZmZmZmZddl Z ddl m Z ddl m Z ddlmZddlmZd d lmZmZmZmZmZmZmZej6d d d d eddd d edddddeddddedddddedd d!d"fd#e j8d$ed%eed&eed'ed(ef d)Z d-de j@d*d$ee!efd%eee!efd(ed+ee!effd,Zy).N)Path)AnyDictOptionalUnion)msg)util)init_nlp)train)ArgOptapp import_codeparse_config_overrides setup_gpushow_validation_errorr T)allow_extra_argsignore_unknown_options)context_settings.zPath to config file)helpexists allow_dashz--outputz --output-pathz-oz-Output directory to store trained pipeline in)rz--codez-czNPath to Python file with additional code (registered functions) to be importedFz --verbosez-Vz-VVz/Display more information for debugging purposesz--gpu-idz-gzGPU ID or -1 for CPUctx config_path output_path code_pathverboseuse_gpuc|r-tjjtjt |j }t|t||||y)a Train or update a spaCy pipeline. Requires data in spaCy's binary format. To convert data from other formats, use the `spacy convert` command. The config file includes all settings and hyperparameters used during training. To override settings in the config, e.g. settings that point to local paths or that you want to experiment with, you can override them as command line options. For instance, --training.batch_size 128 overrides the value of "batch_size" in the block "[training]". The --code argument lets you pass in a Python file that's imported before training. It can be used to register custom functions and architectures that can then be referenced in the config. DOCS: https://spacy.io/api/cli#train r! overridesN) r loggersetLevelloggingDEBUGrargsrr )rrrrr r!r$s Y/home/spazio/kingdom_calls/work5/transenv/lib/python3.12/site-packages/spacy/cli/train.py train_clir+sB\ W]]+&sxx0I  +{GyIr#r$cVtj|}tj|}|rt|dk7r(|jst j d|d|st j dnR|js*|jdt jd|t j d |t|t|5tj||d }dddt jd t|d 5t|}dddt jdt jdt||tj tj"y#1swYxYw#1swYlxYw)N-zConfig file not foundr )exitszNo output directory providedT)parentszCreated output directory: zSaving to output directory: F)r$ interpolatezInitializing pipeline) hint_fill)r!zInitialized pipelinezTraining pipeline)r!stdoutstderr)r ensure_pathstrrrfailinfomkdirgoodrr load_configdividerr train_nlpsysr3r4)rrr!r$confignlps r*r r LsL"";/K"";/K 3{+s2;;M;M;O (+Q?  /0!!#   d  + HH1+? @ / }=> g { +W!!+PUVWKK'( {e <0vw/0HH #$KK#$ c; 3::VWW00s#F&FFF()N)"r'r>pathlibrtypingrrrrtyperwasabirr training.initializer training.loopr r=_utilrrrrrrrcommandContextboolintr+SimpleFrozenDictr6r,r*rOs -- *.  4SWX  '#&  < #!$  ] !    > r:t2HI5/J /J/J $ /J~/J&'/J45/J/Jh/3W 5 5 5 7 WsDy!W%T *+W W CH~ Wr,