Files
lancedb/python
BubbleCal f9d5fa88a1 feat!: migrate FTS from tantivy to lance-index (#1483)
Lance now supports FTS, so add it into lancedb Python, TypeScript and
Rust SDKs.

For Python, we still use tantivy based FTS by default because the lance
FTS index now misses some features of tantivy.

For Python:
- Support to create lance based FTS index
- Support to specify columns for full text search (only available for
lance based FTS index)

For TypeScript:
- Change the search method so that it can accept both string and vector
- Support full text search

For Rust
- Support full text search

The others:
- Update the FTS doc

BREAKING CHANGE: 
- for Python, this renames the attached score column of FTS from "score"
to "_score", this could be a breaking change for users that rely the
scores

---------

Signed-off-by: BubbleCal <bubble-cal@outlook.com>
2024-08-08 15:33:15 +08:00
..
2024-08-07 13:15:22 -07:00
2024-04-05 16:22:59 -07:00

LanceDB

A Python library for LanceDB.

Installation

pip install lancedb

Usage

Basic Example

import lancedb
db = lancedb.connect('<PATH_TO_LANCEDB_DATASET>')
table = db.open_table('my_table')
results = table.search([0.1, 0.3]).limit(20).to_list()
print(results)

Development

LanceDb is based on the rust crate lancedb and is built with maturin. In order to build with maturin you will either need a conda environment or a virtual environment (venv).

python -m venv venv
. ./venv/bin/activate

Install the necessary packages:

python -m pip install .[tests,dev]

To build the python package you can use maturin:

# This will build the rust bindings and place them in the appropriate place
# in your venv or conda environment
maturin develop

To run the unit tests:

pytest

To run the doc tests:

pytest --doctest-modules python/lancedb

To run linter and automatically fix all errors:

ruff format python
ruff --fix python

If any packages are missing, install them with:

pip install <PACKAGE_NAME>

For Windows users, there may be errors when installing packages, so these commands may be helpful:

Activate the virtual environment:

. .\venv\Scripts\activate

You may need to run the installs separately:

pip install -e .[tests]
pip install -e .[dev]

tantivy requires rust to be installed, so install it with conda, as it doesn't support windows installation:

pip install wheel
pip install cargo
conda install rust
pip install tantivy