Qdrant Vector Store

Creating a Qdrant client

import logging
import sys

import qdrant_client
from IPython.display import Markdown, display
from llama_index import (
    VectorStoreIndex,
    ServiceContext,
    SimpleDirectoryReader,
)
from llama_index.storage.storage_context import StorageContext
from llama_index.vector_stores.qdrant import QdrantVectorStore

If running this for the first, time, install using this command:

!pip install -U qdrant_client
client = qdrant_client.QdrantClient(
    # you can use :memory: mode for fast and light-weight experiments,
    # it does not require to have Qdrant deployed anywhere
    # but requires qdrant-client >= 1.1.1
    location=":memory:"
    # otherwise set Qdrant instance address with:
    # uri="http://<host>:<port>"
    # set API KEY for Qdrant Cloud
    # api_key="<qdrant-api-key>",
)
logging.basicConfig(stream=sys.stdout, level=logging.INFO)
logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout))

Load documents, build the VectorStoreIndex

# load documents
documents = SimpleDirectoryReader("../data/paul_graham").load_data()
service_context = ServiceContext.from_defaults()
vector_store = QdrantVectorStore(client=client, collection_name="paul_graham")
storage_context = StorageContext.from_defaults(vector_store=vector_store)
index = VectorStoreIndex.from_documents(
    documents, storage_context=storage_context, service_context=service_context
)

Query Index

# set Logging to DEBUG for more detailed outputs
query_engine = index.as_query_engine()
response = query_engine.query("What did the author do growing up?")
display(Markdown(f"<b>{response}</b>"))

The author worked on writing and programming outside of school before college. They wrote short stories and tried writing programs on an IBM 1401 computer. They also built a microcomputer kit and started programming on it, writing simple games and a word processor.

# set Logging to DEBUG for more detailed outputs
query_engine = index.as_query_engine()
response = query_engine.query("What did the author do after his time at Viaweb?")
display(Markdown(f"<b>{response}</b>"))

After his time at Viaweb, the author started a new company called Aspra. However, halfway through the summer, he realized that he didn’t want to run a company, especially a big one. Instead, he decided to build a subset of the vision as an open-source project. He and his colleague then switched to working on a new dialect of Lisp called Arc. Additionally, the author started publishing essays online and realized that he would always write essays alongside whatever else he did.