o i @s`ddlZddlZddlZddlZddlmZddlmZmZm Z m Z ddl Z ddl Z ddl Z ddlmZmZddlmZddlmZdd lmZmZmZmZmZed ejd d d ed ddeddd d dedddddfde jdedeedefddZd&dedeededdfdd Z dede eddfd d!Z!d"e eefd#edeefd$d%Z"dS)'N)Path)IteratorOptionalSequenceUnion)Printermsg)Language) load_model)NAMEArgOptapp debug_cliprofileT)hidden.zTrained pipeline to load)helpz&Location of input file. '-' for stdin.)rexists allow_dash'z --n-textsz-nz+Maximum number of texts to use if availablectxmodelinputsn_textscCs*|jjjtkr tdt|||ddS)a\ Profile which functions take the most time in a spaCy pipeline. Input should be formatted as one JSON object per line with a key "text". It can either be provided as a JSONL file, or be read from sys.sytdin. If no input file is specified, the IMDB dataset is loaded via Thinc. DOCS: https://spacy.io/api/cli#debug-profile zThe profile command is now available via the 'debug profile' subcommand. You can run python -m spacy debug --help for an overview of the other available debugging commands.)rrN)parentcommandnamer rwarnr)rrrrr E/home/ubuntu/.local/lib/python3.10/site-packages/spacy/cli/profile.py profile_clis r"returnc Cs<|durt|t}tt||}|durYzddl}Wnty+tjdddYnwtd|j |dd\}}t |\}}Wdn1sKwYt d|dtd |d  t |}Wdn1sqwYt d |d td ttdtd}td|ddS)NrzwThis command, when run without an input file, requires the ml_datasets library to be installed: pip install ml_datasetsr exitsz'Loading IMDB dataset via ml_datasets...) train_limit dev_limitzLoaded IMDB dataset and using z exampleszLoading pipeline 'z'...zLoaded pipeline ''zparse_texts(nlp, texts)z Profile.profz Profile statstime) _read_inputsrlist itertoolsislice ml_datasets ImportErrorfailloadingimdbzipinfor goodcProfilerunctxglobalslocalspstatsStatsdivider strip_dirs sort_stats print_stats) rrrtextsr. imdb_train_nlpsr r r!r-s2        rCr@cCs"|jtj|ddddD]}q dS)N)disable) batch_size)pipetqdm)rCr@docr r r! parse_textsIsrKlocrccs|dkr|dtj}dd|D}n#t|}|r!|s)|jd|dd|d|jd |}|D]}t |}|d }|Vq:dS) N-zReading input from sys.stdincss|]}|dVqdS)utf8N)encode).0liner r r! Rsz_read_inputs..zNot a valid input data filer r$zUsing data from text) r4sysstdinrris_filer0partsopensrsly json_loads)rLrfile_ input_pathrQdatarTr r r!r*Ns  r*)Nr)#r6r,r:rUpathlibrtypingrrrrrZrItyperwasabirrlanguager utilr _utilr rrrrrContextstrintr"rrKr*r r r r!s<      &