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41d9c13fd3 |
@@ -162,6 +162,15 @@ def connect(
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... },
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... },
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... )
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... )
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Azure managed identity authentication requires only the storage account name.
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LanceDB acquires and refreshes managed identity tokens automatically. For a
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user-assigned identity, also set ``azure_storage_client_id``:
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>>> db = lancedb.connect( # doctest: +SKIP
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... "az://my-container/lancedb",
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... storage_options={"account_name": "my-storage-account"},
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... )
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For tests and temporary data, use an in-memory database:
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For tests and temporary data, use an in-memory database:
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>>> db = lancedb.connect("memory://")
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>>> db = lancedb.connect("memory://")
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@@ -455,6 +464,11 @@ async def connect_async(
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... db = await lancedb.connect_async("s3://my-bucket/lancedb",
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... db = await lancedb.connect_async("s3://my-bucket/lancedb",
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... storage_options={
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... storage_options={
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... "aws_access_key_id": "***"})
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... "aws_access_key_id": "***"})
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... # Azure managed identity tokens are acquired and refreshed automatically
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... db = await lancedb.connect_async(
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... "az://my-container/lancedb",
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... storage_options={"account_name": "my-storage-account"},
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... )
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... # For tests and temporary data, use an in-memory database
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... # For tests and temporary data, use an in-memory database
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... db = await lancedb.connect_async("memory://")
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... db = await lancedb.connect_async("memory://")
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... # Connect to LanceDB cloud
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... # Connect to LanceDB cloud
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@@ -102,6 +102,10 @@ def fs_from_uri(uri: str) -> Tuple[pa_fs.FileSystem, str]:
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az_blob_fs = adlfs.AzureBlobFileSystem(
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az_blob_fs = adlfs.AzureBlobFileSystem(
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account_name=os.environ.get("AZURE_STORAGE_ACCOUNT_NAME"),
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account_name=os.environ.get("AZURE_STORAGE_ACCOUNT_NAME"),
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account_key=os.environ.get("AZURE_STORAGE_ACCOUNT_KEY"),
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account_key=os.environ.get("AZURE_STORAGE_ACCOUNT_KEY"),
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# Without an explicit key, authenticate with DefaultAzureCredential
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# instead of attempting anonymous access. In particular, this enables
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# managed identity authentication on Azure hosts.
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anon=False,
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)
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)
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fs = pa_fs.PyFileSystem(pa_fs.FSSpecHandler(az_blob_fs))
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fs = pa_fs.PyFileSystem(pa_fs.FSSpecHandler(az_blob_fs))
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@@ -2,6 +2,7 @@
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# SPDX-FileCopyrightText: Copyright The LanceDB Authors
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# SPDX-FileCopyrightText: Copyright The LanceDB Authors
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import asyncio
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import os
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import os
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import lancedb
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import lancedb
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@@ -12,11 +13,19 @@ import pytest
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# AWS_PROFILE=default TEST_S3_BASE_URL=s3://my_bucket/dataset pytest tests/test_io.py
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# AWS_PROFILE=default TEST_S3_BASE_URL=s3://my_bucket/dataset pytest tests/test_io.py
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#
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#
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# Azure:
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# Azure:
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# You need to setup Azure credentials an a base path to run this test. Example
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# You need to set up Azure credentials and a base path to run this test. Examples:
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#
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# Account key:
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# export AZURE_STORAGE_ACCOUNT_NAME="<account>"
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# export AZURE_STORAGE_ACCOUNT_NAME="<account>"
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# export AZURE_STORAGE_ACCOUNT_KEY="<key>"
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# export AZURE_STORAGE_ACCOUNT_KEY="<key>"
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# export REMOTE_BASE_URL=az://my_blob/dataset
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# export REMOTE_BASE_URL=az://my_blob/dataset
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# pytest tests/test_io.py
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# pytest tests/test_io.py
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#
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# Managed identity (system-assigned or user-assigned):
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# export AZURE_STORAGE_ACCOUNT_NAME="<account>"
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# export AZURE_STORAGE_CLIENT_ID="<client-id>" # user-assigned identity only
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# export REMOTE_BASE_URL=az://my_blob/dataset
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# pytest tests/test_io.py
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@pytest.fixture(autouse=True, scope="module")
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@pytest.fixture(autouse=True, scope="module")
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@@ -58,3 +67,28 @@ def test_remote_io():
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assert len(db) == 1
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assert len(db) == 1
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assert db.open_table("test").name == db["test"].name
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assert db.open_table("test").name == db["test"].name
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@pytest.mark.skipif(
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(os.environ.get("REMOTE_BASE_URL") is None),
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reason="please setup remote base url",
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)
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def test_remote_io_async():
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async def run():
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db = await lancedb.connect_async(os.environ["REMOTE_BASE_URL"])
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table = await db.create_table(
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"test_async",
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data=[
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{"vector": [3.1, 4.1], "item": "foo"},
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{"vector": [5.9, 26.5], "item": "bar"},
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],
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)
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assert await table.count_rows() == 2
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assert (await db.open_table("test_async")).name == "test_async"
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assert "test_async" in await db.table_names()
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await db.drop_table("test_async")
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assert "test_async" not in await db.table_names()
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asyncio.run(run())
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@@ -26,7 +26,14 @@ import pandas as pd
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import polars as pl
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import polars as pl
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import pytest
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import pytest
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import lancedb
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import lancedb
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from lancedb.util import flatten_columns, get_uri_scheme, join_uri, value_to_sql
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from lancedb import util
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from lancedb.util import (
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flatten_columns,
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fs_from_uri,
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get_uri_scheme,
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join_uri,
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value_to_sql,
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)
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from utils import exception_output
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from utils import exception_output
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@@ -78,6 +85,33 @@ def test_normalize_uri():
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assert parsed_scheme == expected_scheme
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assert parsed_scheme == expected_scheme
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def test_fs_from_uri_azure_uses_default_credential(monkeypatch):
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azure_options = {}
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filesystem = object()
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class MockAdlfs:
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@staticmethod
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def AzureBlobFileSystem(**kwargs):
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azure_options.update(kwargs)
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return object()
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monkeypatch.setenv("AZURE_STORAGE_ACCOUNT_NAME", "account")
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monkeypatch.delenv("AZURE_STORAGE_ACCOUNT_KEY", raising=False)
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monkeypatch.setattr(util, "adlfs", MockAdlfs)
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monkeypatch.setattr(util.pa_fs, "FSSpecHandler", lambda _: object())
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monkeypatch.setattr(util.pa_fs, "PyFileSystem", lambda _: filesystem)
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actual_filesystem, path = fs_from_uri("az://container/database")
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assert actual_filesystem is filesystem
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assert path == "container/database"
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assert azure_options == {
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"account_name": "account",
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"account_key": None,
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"anon": False,
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}
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def test_join_uri_remote():
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def test_join_uri_remote():
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schemes = ["s3", "az", "gs"]
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schemes = ["s3", "az", "gs"]
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for scheme in schemes:
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for scheme in schemes:
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