New API

[koaning]

I think the original design was flawed and this project should stick to the scikit-learn API more.

from simsity.preprocessing import Grab
from simsity.service import Service
from simsity.indexer import (AnnoyIndexer, PynnDescentIndexed, NMSlibIndexer,
                             PineconeIndexer, QdrantIndexer, WeviateIndexer)


encoder = make_pipeline(
    make_union(
        make_pipeline(Grab("text"), SentenceEncoder()),
        make_pipeline(Grab("title"), SentenceEncoder())
    )
)

service = Service(encoder, indexer, batch_size=50)
service.index(X)
items, dists = service.query(X, n=10)