{ho >ddlmZmZmZmZddlmZGddeZy)) BaseModelFieldmodel_validatorValidationInfo) Generatorc eZdZUdZedZeeed<e dde ddfd Z dd ed ed e de ee e fd d ffdZd ede ee e fd d ffdZy ) CitationMixina Helpful mixing that can use `validation_context={"context": context}` in `from_response` to find the span of the substring_phrase in the context. ## Usage ```python from pydantic import BaseModel, Field from instructor import CitationMixin class User(BaseModel): name: str = Field(description="The name of the person") age: int = Field(description="The age of the person") role: str = Field(description="The role of the person") context = "Betty was a student. Jason was a student. Jason is 20 years old" user = openai.ChatCompletion.create( model="gpt-3.5-turbo", messages=[ { "role": "user", "content": "Extract jason from {context}", }, response_model=User, validation_context={"context": context}, ] ) for quote in user.substring_quotes: assert quote in context print(user.model_dump()) ``` ## Result ``` { "name": "Jason Liu", "age": 20, "role": "student", "substring_quotes": [ "Jason was a student", "Jason is 20 years old", ] } ``` zYList of unique and specific substrings of the quote that was used to answer the question.) descriptionsubstring_quotesafter)modeinforeturnc|j|S|jjdd}t|j|}|Dcgc] }||d|dc}|_|Scc}w)z For each substring_phrase, find the span of the substring_phrase in the context. If the span is not found, remove the substring_phrase from the list. Ncontextr)rgetlist get_spansr )selfr text_chunksspansspans X/var/www/html/hubwallet-dev/venv/lib/python3.12/site-packages/instructor/dsl/citation.pyvalidate_sourceszCitationMixin.validate_sources<sm << Kll&&y$7 T^^K01LQ RDT!WtAw!? R !Ss A%quotererrsNc#Kddl}|}|}d}|jd|d|d|}|+||kr&|dz }|jd|d|d|}|||kr&||jEd{yy7w)Nr(z){e<=}r)regexsearchr) rrrrr!minormajorerrs_ss r _get_spanzCitationMixin._get_spanNs  LL1UG6%3U ;iETM QJE qveWB7?AiETM =wwy   sAA1A1(A/)A1c#fK|jD]}|j||Ed{y7w)N)r r')rrrs rrzCitationMixin.get_spans_s2** 6E~~eW5 5 5 6 5s %1/1))__name__ __module__ __qualname____doc__rr rstr__annotations__rrrintrtupler'rrr r s0d#(o#d3i'"^#$56!!#&!.1! 5c?D$. /!"665c?D$3N)O6r3r N)pydanticrrrrcollections.abcrr r2r3rr6sFF%\6I\6r3