fix: prevent duplicate data in FTS index (#728)

This forces the user to replace the whole FTS directory when re-creating
the index, prevent duplicate data from being created. Previously, the
whole dataset was re-added to the existing index, duplicating existing
rows in the index.

This (in combination with lancedb/lance#1707) caused #726, since the
duplicate data emitted duplicate indices for `take()` and an upstream
issue caused those queries to fail.

This solution isn't ideal, since it makes the FTS index temporarily
unavailable while the index is built. In the future, we should have
multiple FTS index directories, which would allow atomic commits of new
indexes (as well as multiple indexes for different columns).

Fixes #498.
Fixes #726.

---------

Co-authored-by: Chang She <759245+changhiskhan@users.noreply.github.com>
This commit is contained in:
Will Jones
2023-12-20 13:07:07 -08:00
committed by Weston Pace
parent 48a12e780c
commit a975cc0a94
2 changed files with 36 additions and 1 deletions

View File

@@ -23,6 +23,7 @@ import lance
import numpy as np
import pyarrow as pa
import pyarrow.compute as pc
import pyarrow.fs as pa_fs
from lance import LanceDataset
from lance.vector import vec_to_table
@@ -575,7 +576,9 @@ class LanceTable(Table):
)
self._reset_dataset()
def create_fts_index(self, field_names: Union[str, List[str]]):
def create_fts_index(
self, field_names: Union[str, List[str]], *, replace: bool = False
):
"""Create a full-text search index on the table.
Warning - this API is highly experimental and is highly likely to change
@@ -585,11 +588,25 @@ class LanceTable(Table):
----------
field_names: str or list of str
The name(s) of the field to index.
replace: bool, default False
If True, replace the existing index if it exists. Note that this is
not yet an atomic operation; the index will be temporarily
unavailable while the new index is being created.
"""
from .fts import create_index, populate_index
if isinstance(field_names, str):
field_names = [field_names]
fs, path = fs_from_uri(self._get_fts_index_path())
index_exists = fs.get_file_info(path).type != pa_fs.FileType.NotFound
if index_exists:
if not replace:
raise ValueError(
f"Index already exists. Use replace=True to overwrite."
)
fs.delete_dir(path)
index = create_index(self._get_fts_index_path(), field_names)
populate_index(index, self, field_names)

View File

@@ -83,6 +83,24 @@ def test_create_index_from_table(tmp_path, table):
assert len(df) == 10
assert "text" in df.columns
# Check whether it can be updated
table.add(
[
{
"vector": np.random.randn(128),
"text": "gorilla",
"text2": "gorilla",
"nested": {"text": "gorilla"},
}
]
)
with pytest.raises(ValueError, match="already exists"):
table.create_fts_index("text")
table.create_fts_index("text", replace=True)
assert len(table.search("gorilla").limit(1).to_pandas()) == 1
def test_create_index_multiple_columns(tmp_path, table):
table.create_fts_index(["text", "text2"])