Refine

If you’re opening this Notebook on colab, you will probably need to install LlamaIndex 🦙.

!pip install llama-index

Download Data

!mkdir -p 'data/paul_graham/'
!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay.txt'

Load Data

from llama_index import SimpleDirectoryReader

reader = SimpleDirectoryReader(
    input_files=["./data/paul_graham/paul_graham_essay.txt"]
)

docs = reader.load_data()

text = docs[0].text

Summarize

from llama_index.llms import OpenAI

llm = OpenAI(model="gpt-3.5-turbo")

from llama_index import ServiceContext

service_context = ServiceContext.from_defaults(llm=llm)

from llama_index.response_synthesizers import Refine

summarizer = Refine(service_context=service_context, verbose=True)

response = summarizer.get_response("who is Paul Graham?", [text])

> Refine context: making fakes for a local antique dealer. She'd ...
> Refine context: look legit, and the key to looking legit is hig...
> Refine context: me 8 years to realize it. Even then it took me ...
> Refine context: was one thing rarer than Rtm offering advice, i...

print(response)

Paul Graham is an individual who has played a crucial role in shaping the internet infrastructure and has also pursued a career as a writer. At one point, he received advice from a friend that urged him not to let Y Combinator be his final noteworthy achievement. This advice prompted him to reflect on his future with Y Combinator and ultimately led him to pass on the responsibility to others. He approached Jessica and Sam Altman to assume leadership positions in Y Combinator, aiming to secure its continued success.