TurboPuffer

TurboPuffer

Wrapper for turbopuffer.Namespace as a context manager.

Attributes:

Name	Type	Description
namespace	str	The namespace to use for the TurboPuffer instance.

Examples:

Upsert documents to a namespace:

from raggy.documents import Document
from raggy.vectorstores.tpuf import TurboPuffer

with TurboPuffer() as tpuf: # default namespace is "raggy"
    tpuf.upsert(documents=[Document(id="1", text="Hello, world!")])

Query a namespace:

from raggy.vectorstores.tpuf import TurboPuffer

with TurboPuffer() as tpuf:
    result = tpuf.query(text="Hello, world!")
    print(result)

upsert_batched async

Upsert documents in batches concurrently.

Parameters:

Name	Type	Description	Default
documents	Sequence[Document]	Sequence of documents to upsert	required
batch_size	int	Maximum number of documents per batch	100
max_concurrent	int	Maximum number of concurrent upsert operations	8

TurboPufferSettings

Settings for the TurboPuffer vectorstore.

multi_query_tpuf

searches a Turbopuffer namespace for the given queries

query_namespace

Query a TurboPuffer namespace.