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This repository contains the index files required for the SearchWikipediaTool
of the bot-with-plan project.
It is based on the krasserm/wikipedia-2023-11-en-embed-mxbai-int8-binary
dataset and contains the following files:
faiss-ubinary.index
: Faiss index file containing thebinary
embeddingsusearch-int8-index
: usearch index files containing theint8
embeddingsdocument-url-mappings.sqlite
: SQLite database file containing mappings from document URLs to text chunk indices
The following code snippet demonstrates how to use the index files with the SearchWikipediaTool
:
from sentence_transformers import CrossEncoder, SentenceTransformer
from gba.client import Llama3Instruct, LlamaCppClient
from gba.tools import SearchWikipediaTool
from gba.utils import Scratchpad
llm_model = Llama3Instruct(llm=LlamaCppClient(url="http://localhost:8084/completion", temperature=-1))
embedding_model = SentenceTransformer("mixedbread-ai/mxbai-embed-large-v1", device="cuda")
rerank_model = CrossEncoder("mixedbread-ai/mxbai-rerank-large-v1", device="cuda")
search_wikipedia = SearchWikipediaTool(
llm=llm_model,
embedding_model=embedding_model,
rerank_model=rerank_model,
top_k_nodes=10,
top_k_related_documents=1,
top_k_related_nodes=3,
)
response = search_wikipedia.run(
task="Search Wikipedia for the launch date of the first iPhone.",
request="",
scratchpad=Scratchpad(),
)
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