|-jhddlZddlmZmZddlmZddlmZddlm Z m Z m Z ddl Tddl mZd d lmZd ed d fdZGdd eeZdS)N)ABCabstractmethod)Path)AttrDict)check_supported_deviceset_env_for_deviceupdate_device_num)*)AutoRegisterABCMetaClass) build_modelconfigreturn BaseEvaluatorc|jj} n#t$rYnwxYwt||S)zbuild model evaluator Args: config (AttrDict): PaddleX pipeline config, which is loaded from pipeline yaml file. Returns: BaseEvaluator: the evaluator, which is subclass of BaseEvaluator. )GlobalmodelModuleNotFoundErrorrget)r model_names ^/var/www/html/banglarbhumi/venv/lib/python3.11/site-packages/paddlex/modules/base/evaluator.pybuild_evaluatorrsR$J         Z ( ( 0 00s ceZdZdZdZfdZdZdedefdZ defdZ dd Z dd e de fd Zed ZedZxZS)rzBase Model EvaluatorTcrt|j|_|j|_||jj}|jddr|jdd}t|jj |\|_ |_ dS)zInitialize the instance. Args: config (AttrDict): PaddleX pipeline config, which is loaded from pipeline yaml file. basic_config_pathN) config_path) super__init__r global_configEvaluate eval_configget_config_path weight_pathrrr pdx_config pdx_model)selfrr __class__s rrzBaseEvaluator.__init__4s #]!?**4+;+GHH     3T : : J*../BDIIK*5   $++ + + 'ct|jdz }|s|jjdz }|std|d|dd}|S)z get config path Args: weight_path (str): The path to the weight Returns: config_path (str): The path to the config config.yamlzThe config file (`z`) related to weight file (`z)`) does not exist. Using default instead.N)rparentexistswarning)r'r$rs rr#zBaseEvaluator.get_config_pathFs;''.> !!## D%,3mCK!!##  E[EEkEEE   Kr)metricsrct|tsdS|D])}||}t|ttfsdS*dS)zcheck evaluation metrics Args: metrics (dict): evaluation output metrics Returns: bool: whether the format of evaluation metrics is legal FT) isinstancedictfloatint)r'r/metricvals r check_returnzBaseEvaluator.check_return]sZ'4(( 5  F&/CcE3<00 uu tr)c ||jjdi|}|jdksJd|jd|j}||sJd|dd|iS)z\execute model evaluating Returns: dict: the evaluation metrics rz Encountered an unexpected error(z ) in evaling!zThe return value(z!) of Evaluator.eval() is illegal!r/) update_configr&evaluateget_eval_kwargs returncoder/r7)r'evaluate_resultr/s rr;zBaseEvaluator.evaluatens 1$.1KKD4H4H4J4JKK  &! + + + o.H    , + +")     J J Iw I I I J J 7##r)Nc|*tj|jjd}|j|dS)zdump the config Args: config_file_path (str, optional): the path to save dumped config. Defaults to None, means that save in `Global.output` as `config.yaml`. Nr+)ospathjoinr outputr%dump)r'config_file_paths r dump_configzBaseEvaluator.dump_configsC  #!w||D,>,E}UU  -.....r)using_device_numberct|jj|jjt |jj|rt |jj|n |jj}|dd}|S)a#get device setting from config Args: using_device_number (int, optional): specify device number to use. Defaults to None, means that base on config setting. Returns: str: device setting, such as: `gpu:0,1`, `npu:0,1`, `cpu`. dcugpu)rr devicerr r replace)r'rGdevice_settings r get_devicezBaseEvaluator.get_devices t18$:L:RSSS4-4555# + d079L M M M#*  (//u==r)ct)zupdate evaluation configNotImplementedErrorr's rr:zBaseEvaluator.update_config "!r)ct)z4get key-value arguments of model evaluation functionrPrRs rr<zBaseEvaluator.get_eval_kwargsrSr))N)__name__ __module__ __qualname____doc___BaseEvaluator__is_baserr#r2boolr7r;rFr4strrNrr:r< __classcell__)r(s@rrr/sI     $.DT"$$$$$$( / / / /cS*""^"""^"""""r)) metaclass)r@abcrrpathlibr utils.configr utils.devicerr r utils.logging utils.miscr rrrr9r)rrds ########$$$$$$ 222222$$$$$$1H11111"{"{"{"{"{"C#;{"{"{"{"{"{"r)