o Ni@sDdZddlZddlZddlZddlZddlZddlZddlmZm Z ddl m Z ddl m Z ddl m Z ddlmZddlZddlZdZe jZe ddd e d ejd d d dZeded eddfddZdde eedeefddZ dde eed eddfddZddZe dkre !d ge "edSdS)z)Script which generates datasets figures. N)ListOptional)app)flags)logging datasetszEComma separated list of datasets to generates. None for all datasets.dst_dir visualizationz#Destination dir to save the images.cstfdd}|S)z0Logs the exceptions from a `ThreadPoolExecutor`.c sFz|i|WSty"t}td|d|d|w)NzException occured for z, z: ) Exception traceback format_excrerror)argskwargserr_strfnt/home/ubuntu/.local/lib/python3.10/site-packages/tensorflow_datasets/scripts/documentation/generate_visualization.py decorated8s z!_log_exception..decorated) functoolswraps)rrrrr_log_exception5sr full_namereturncCsz|ddd}tj||}tjj|r!t d|ddSt d|d| d\}}}t |d |}t |j j}|sQt d |d dSd |vrXd } n|d } |j| dd} tjj|sqtjj|z t | |j } Wntyt d|dYdSwt} tj| |} | | tjj| |Wdn1swYt| dS)zSave the generated figures for the dataset in dst_dir. Args: full_name: Name of the dataset to build `dataset`, `dataset/config`. dst_dir: Destination where the dataset will be saved (as `dataset-config-version`) /-z.pngzSkiping visualization for z (already exists)NzGenerating visualization for z...:z Dataset `z` not generated.trainrF)split shuffle_filesz)Visualisation not supported for dataset ``)replaceospathjointfiogfileexistsrinfo rpartitiontfdsbuilderlistsplitskeys as_datasetmakedirs show_examplesr tempfileTemporaryDirectorysavefigcopypltclose)rr dst_filenamedst_path builder_name_versionr. split_namesr dsfiguretmp_dirtmp_pathrrr_generate_single_visualizationDs<    rEcCs6|dur tjjjddSttjdd|D}|S)zList all builder names `ds/version` and `ds/config/version` to generate. Args: datasets: List of datasets from which get the builder names. Returns: builder_names: The builder names. NT)current_version_onlycSsg|] }tjj|qSr)r-core registeredsingle_full_names).0r=rrr s z#_get_full_names..)r-rGrHlist_full_namesr/ itertoolschain from_iterable)r builder_namesrrr_get_full_namesrs  rQcCsht|}tjt|d}tdt|dtt }| ||WddS1s-wYdS)zGenerate Visualization for datasets. Args: datasets: List of all `dataset` names to generate. If None, visualization for all available datasets will be generated. dst_dir: Directory where saving the images. r zGenerate figures for z buildersN) rQrpartialrErr+lenmultiprocessingPoolWORKER_COUNT_DATASETSmap)rr full_names generate_fntpoolrrrgenerate_visualizations  "r\cCs(tjr tjdnd}t|tjddS)z Main script.,NrR)FLAGSrr r\r )r>rrrrmainsr___main__)N)#__doc__rrMrUr$r5r typingrrabslrrrmatplotlib.pyplotpyplotr9 tensorflowr'tensorflow_datasetsr-rWr^ DEFINE_stringrGgcs_pathrstrrErQr\r___name__mark_flags_as_requiredrunrrrrsR      -