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trulens-dataset-curation

by truera

Create and curate evaluation datasets with ground truth for TruLens

Installation

Pick a client and clone the repository into its skills directory.

Installation

Quick info

Author
truera
Category
Data Science
GitHub repo

About this skill

Create and curate evaluation datasets with ground truth for TruLens

How to use

  1. Zainstaluj wymagane biblioteki poleceniem pip install trulens pandas. 2. Zaimportuj TruSession z modułu trulens.core i zainicjuj sesję: session = TruSession(). 3. Przygotuj dane w formacie pandas DataFrame z kolumnami: query (wymagana — pytanie lub zapytanie), query_id (opcjonalna — unikalny identyfikator), expected_response (opcjonalna — oczekiwana odpowiedź) oraz expected_chunks (opcjonalna — oczekiwane fragmenty kontekstu pobrane z bazy). 4. Strukturyzuj dane tak, aby każdy wiersz reprezentował jedno pytanie testowe z odpowiadającymi mu danymi referencyjnymi. 5. Przekaż przygotowany DataFrame do TruLens w celu porównania rzeczywistych wyników aplikacji z wartościami referencyjnymi. 6. Wykorzystaj wyniki ewaluacji do śledzenia zmian wydajności między wersjami aplikacji i współpracy z zespołem nad poprawą jakości.

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