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Basic full text search capabilities (#62)
This is v1 of integrating full text search index into LanceDB.
# API
The query API is roughly the same as before, except if the input is text
instead of a vector we assume that its fts search.
## Example
If `table` is a LanceDB LanceTable, then:
Build index: `table.create_fts_index("text")`
Query: `df = table.search("puppy").limit(10).select(["text"]).to_df()`
# Implementation
Here we use the tantivy-py package to build the index. We then use the
row id's as the full-text-search index's doc id then we just do a Take
operation to fetch the rows.
# Limitations
1. don't support incremental row appends yet. New data won't show up in
search
2. local filesystem only
3. requires building tantivy explicitly
---------
Co-authored-by: Chang She <chang@lancedb.com>
This commit is contained in:
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.github/workflows/python.yml
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6
.github/workflows/python.yml
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@@ -30,7 +30,7 @@ jobs:
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python-version: 3.${{ matrix.python-minor-version }}
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- name: Install lancedb
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run: |
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pip install -e .
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pip install -e ".[fts]"
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pip install pytest
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- name: Run tests
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run: pytest -x -v --durations=30 tests
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@@ -49,10 +49,10 @@ jobs:
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- name: Set up Python
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uses: actions/setup-python@v4
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with:
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python-version: "3.10"
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python-version: "3.11"
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- name: Install lancedb
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run: |
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pip install -e .
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pip install -e ".[fts]"
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pip install pytest
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- name: Run tests
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run: pytest -x -v --durations=30 tests
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