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docs: add missing example code (#2025)
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70
python/python/tests/docs/test_multivector.py
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70
python/python/tests/docs/test_multivector.py
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import shutil
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import pytest
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# --8<-- [start:imports]
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import lancedb
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import numpy as np
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import pyarrow as pa
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# --8<-- [end:imports]
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shutil.rmtree("data/multivector_demo", ignore_errors=True)
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def test_multivector():
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# --8<-- [start:sync_multivector]
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db = lancedb.connect("data/multivector_demo")
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schema = pa.schema(
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[
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pa.field("id", pa.int64()),
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pa.field("vector", pa.list_(pa.list_(pa.float32(), 256))),
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]
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)
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data = [
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{
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"id": i,
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"vector": np.random.random(size=(2, 256)).tolist(),
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}
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for i in range(1024)
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]
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tbl = db.create_table("my_table", data=data, schema=schema)
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# query with single vector
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query = np.random.random(256)
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tbl.search(query).to_arrow()
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# query with multiple vectors
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query = np.random.random(size=(2, 256))
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tbl.search(query).to_arrow()
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# --8<-- [end:sync_multivector]
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db.drop_table("my_table")
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@pytest.mark.asyncio
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async def test_multivector_async():
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# --8<-- [start:async_multivector]
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db = await lancedb.connect_async("data/multivector_demo")
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schema = pa.schema(
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[
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pa.field("id", pa.int64()),
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pa.field("vector", pa.list_(pa.list_(pa.float32(), 256))),
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]
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)
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data = [
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{
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"id": i,
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"vector": np.random.random(size=(2, 256)).tolist(),
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}
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for i in range(1024)
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]
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tbl = await db.create_table("my_table", data=data, schema=schema)
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# query with single vector
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query = np.random.random(256)
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await tbl.query().nearest_to(query).to_arrow()
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# query with multiple vectors
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query = np.random.random(size=(2, 256))
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# --8<-- [end:async_multivector]
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await db.drop_table("my_table")
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