o /if@sddlmZddlZddlZddlZddlZddlmZddl Z ej r/ddl m Z ddlmZdZeddd,d d Zeddd-ddZd.ddZd/ddZddZd0d!d"Zdddd#d$d1d*d+ZdS)2) annotationsN) lru_cache)Metric) Evolution RAGAS_DEBUG)maxsizereturnstrcCs2d}td|}tj|d}tjtd|S)zget cache locationz~/.cacheXDG_CACHE_HOMEragasRAGAS_CACHE_HOME)osgetenvpathjoin expanduser)DEFAULT_XDG_CACHE_HOME xdg_cachedefault_ragas_cacherD/var/www/html/corbot_env/lib/python3.10/site-packages/ragas/utils.py get_cache_dirs rboolcCs"tjttddkrdSdS)NFtrueT)renvironget DEBUG_ENV_VARr lowerrrrrget_debug_modesrvalues t.List[float]close_tofloat num_placesintcs2d|tfdd|D}|tt|kS)N c3s |] }tt|VqdS)N)r%round).0v multiplierrr 'sz(check_if_sum_is_close..)sumr%r')r r"r$totalrr*rcheck_if_sum_is_close#sr/modulelevelcCsRt|}|j|dt}|tjtd}||||d|_dS)N)r1z$[%(name)s.%(levelname)s] %(message)sF) logging getLoggersetLevel StreamHandlerDEBUG Formatter setFormatter addHandler propagate)r0r1patched_loggerhandler formatterrrr patch_logger+s       r>cCs"zt|WStyYdSw)NF)npisnan TypeError)xrrris_nan<s   rCfeaturet.Union[Metric, Evolution]t.Optional[str]cs>ddlmfddt|D}t|dkr|dSdS)NrPromptcs g|] \}}t|r|jqSr) isinstancelanguage)r(_valuerGrr Fs z(get_feature_language..)ragas.llms.promptrHvarsitemslen)rDlanguagsrrGrget_feature_languageCs   rSF)removal alternativeaddendumpendingsincerTrUrVrWcsdfdd }|S)a Decorator to mark functions or classes as deprecated. Args: since: str The release at which this API became deprecated. removal: str, optional The expected removal version. Cannot be used with pending=True. Must be specified with pending=False. alternative: str, optional The alternative API or function to be used instead of the deprecated function. addendum: str, optional Additional text appended directly to the final message. pending: bool Whether the deprecation version is already scheduled or not. Cannot be used with removal. Examples -------- .. code-block:: python @deprecated("0.1", removal="0.2", alternative="some_new_function") def some_old_function(): print("This is an old function.") func t.Callablecsfdd}|S)Ncsrrtddjdd}s#r|dd7}ntd|d7}r1|d d 7}r:|d 7}tj|d td |i|S)Nz5A pending deprecation cannot have a scheduled removalz The function z was deprecated in ,z and will be removed in the z release.z8A non-pending deprecation must have a scheduled removal.z) and will be removed in a future release.z Use z instead. ) stacklevelcategory) ValueError__name__warningswarnDeprecationWarning)argskwargsmessage)rVrUrYrWrTrXrr emit_warningus$z3deprecated..deprecate..emit_warningr)rYrhrVrUrWrTrX)rYr deprecatetszdeprecated..deprecateN)rYrZr)rXrTrUrVrWrjrrir deprecatedNs&rk)r r )r r)r r!r"r#r$r%r r)r0r r1r%)rDrEr rF) rXr rTrFrUrFrVrFrWr) __future__rr2rtypingtrb functoolsrnumpyr? TYPE_CHECKINGragas.metrics.baserragas.testset.evolutionsrrrrr/r>rCrSrkrrrrs0