o 5tiM@sddlZddlZddlmZddlmZddlmZmZm Z m Z ddl m Z m Z mZmZddlmZddlmZdd lmZdd lmZeeZeGd d d Zd dZGdddZdS)N) dataclass)Path)CallableDictOptionalUnion)DatasetDownloadConfig DownloadMode load_dataset)Version) evaluator)evaluation_module_factory) get_loggerc@sveZdZUeed<dZeeeefed<dZ eeed<dZ eeed<dZ ee ed<dZ eeed<dd ZdS) SubTask task_typeNdatasubsetsplitdata_preprocessor args_for_taskcCst|jturtdt|jt|jttfvr$tdt|j|jr8t|jtur8tdt|j|jrLt|jturLtdt|j|jr\t |js\td|j|j rpt|j t urrtdt|j dSdS)Nz$'task_type' must be type 'str', got zI'data' must be an already-instantiated Dataset object or type 'str', got z!'subset' must be type 'str', got z 'split' must be type 'str', got z-'data_preprocessor' must be a Callable', got z)'args_for_task' must be type 'dict', got ) typerstr ValueErrorrrrrrcallablerdictselfrV/home/ubuntu/.local/lib/python3.10/site-packages/evaluate/evaluation_suite/__init__.py __post_init__szSubTask.__post_init__)__name__ __module__ __qualname__r__annotations__rrrrrrrrrrr!rrrr rs  rcCsPt|}d}|jD]\}}t|tr%|jdkr%t|r q |}|Sq |S)zCImport a module at module_path and return the EvaluationSuite classNSuite) importlib import_module__dict__items isinstancerr"inspect isabstract) module_pathmodulemodule_main_clsnameobjrrr import_main_class,s  r3c @seZdZdZddZe   ddedeedee ee fdee fd d Z d d Z d dZde ededdfdeeeffddZdS)EvaluationSuitea This class instantiates an evaluation suite made up of multiple tasks, where each task consists of a dataset and an associated metric, and runs evaluation on a model or pipeline. Evaluation suites can be a Python script found either locally or uploaded as a Space on the Hugging Face Hub. Usage: ```python from evaluate import EvaluationSuite suite = EvaluationSuite.load("evaluate/evaluation-suite-ci") results = suite.run("lvwerra/distilbert-imdb") ``` cCs ||_dS)N)r1)rr1rrr __init__Hs zEvaluationSuite.__init__Npath download_moderevisiondownload_configcCs@t|ptj}t|d|||d}t|j}t|j}||}|S)N) module_typer8r9r7)r REUSE_DATASET_IF_EXISTSrrstemr3r.)r6r7r8r9evaluation_moduler1evaluation_clsevaluation_instancerrr loadKs   zEvaluationSuite.loadcCs(dd|jD|_d|jd|jdS)NcSsg|]}t|qSr)r).0taskrrr ]sz,EvaluationSuite.__repr__..zEvaluationSuite name: "z ", Tasks: ))suitetasksr1rrrr __repr__\szEvaluationSuite.__repr__cCs|jstddS)Nz\No evaluation tasks found. The EvaluationSuite must include at least one SubTask definition.)rErrrrr assert_suite_nonempty`s z%EvaluationSuite.assert_suite_nonemptymodel_or_pipelinePipelinePreTrainedModelTFPreTrainedModelreturnc Cs|g}|jD]]}|j}|jr"t|j|j|jd}||j|_t|j }|j }||d<|j|d<|j|d<|j|d<|j d i|}|jrO|d|jn||d<|jdur]t |jnd|d<| |q |S) N)r1rrIrrr/ task_namerr)rHrErrr rrmaprrrcomputerappend) rrI results_allrBrOdstask_evaluatorrresultsrrr runfs$      zEvaluationSuite.run)NNN)r"r#r$__doc__r5 staticmethodrrr rr r r@rGrHrrfloatrWrrrr r4;s.   r4)r'r, dataclassesrpathlibrtypingrrrrdatasetsrr r r datasets.utils.versionr rloadingr utils.loggingrr"loggerrr3r4rrrr s