mirror of
https://github.com/lancedb/lancedb.git
synced 2026-11-13 14:16:54 +00:00
A broad documentation pass across the areas LanceDB Enterprise and Embedded diverge on most: **Data Curation** -- GPU Function execution, Slurm scheduling (and what Slurm is, for readers new to it), blob late materialization as its own page, joins, aggregation/profiling, sampling, near-duplicate detection, chunking, distributed shuffle, and IVF-partition clustering. **Feature Engineering** -- computed columns and materialized views, restructured to lead with the Function-based path and show the SQL form side by side with Python throughout; a single Auto Refresh page instead of duplicating scheduling details on every refresh page; adaptive execution; checkpointing; GPU and Slurm placement for refresh workers; a Training Cache page for the PyTorch data loader's automatic cache benefit. **Security & Governance** -- an Audit Log reference (schema, access, grants), Secrets promoted to an ordinary catalog object with their own SQL DDL and a vending/rotation guide, and privilege-table fixes verified against the authorization source. **Deployment & Maintenance** -- Horizontal Scaling and OpenTelemetry moved into a real Deployment area; Automated Cleanup folded into Intelligent Auto-Maintenance (every other maintenance decision already lived there); RTE Compaction and Advanced Conflict Resolution documented in depth. **Landing page** -- the Enterprise feature comparison table reorganized (several redundant or stale rows removed, several new areas added), and the "why Enterprise" bullets replaced with ones tied to a concrete page (Performance, Scale, Fault tolerance, Multicloud deployment, Simplify operations) instead of vague promises. Plus a full pass addressing lancedb-gatekeeper's review: a real test-safety bug (a quickstart test could silently overwrite and delete a deployment's own `frames` table), a fabricated SQL statement with no backing implementation, an actual dedup-guarantee bug in `take_row_ids`, and dozens of documentation-accuracy fixes verified against source rather than taken on faith -- each either fixed, or left with an explicit note on why it needs a feature or deployment owner's sign-off instead of being guessed at. 🤖 Generated with [Claude Code](https://claude.com/claude-code) https://claude.ai/code/session_018PXMCbRH6i5w47TsjeEUMT --------- Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
189 lines
4.6 KiB
Python
189 lines
4.6 KiB
Python
# SPDX-License-Identifier: Apache-2.0
|
|
# SPDX-FileCopyrightText: Copyright The LanceDB Authors
|
|
|
|
import lancedb
|
|
import pytest
|
|
|
|
|
|
class DummyTable:
|
|
def __init__(self, name: str, storage_options: dict | None = None):
|
|
self.name = name
|
|
self.storage_options = storage_options
|
|
|
|
|
|
class DummyConnection:
|
|
def __init__(self, uri: str, options: dict):
|
|
self.uri = uri
|
|
self.options = options
|
|
self.created_tables: list[DummyTable] = []
|
|
|
|
def create_table(
|
|
self,
|
|
name: str,
|
|
data,
|
|
storage_options: dict | None = None,
|
|
):
|
|
table = DummyTable(name, storage_options=storage_options)
|
|
self.created_tables.append(table)
|
|
return table
|
|
|
|
|
|
@pytest.fixture
|
|
def fake_connect(monkeypatch):
|
|
calls: list[DummyConnection] = []
|
|
|
|
def _fake_connect(uri: str, **kwargs):
|
|
conn = DummyConnection(uri, kwargs)
|
|
calls.append(conn)
|
|
return conn
|
|
|
|
monkeypatch.setattr(lancedb, "connect", _fake_connect)
|
|
return calls
|
|
|
|
|
|
def test_storage_snippets(fake_connect):
|
|
# --8<-- [start:storage_connect_s3]
|
|
import lancedb
|
|
|
|
db = lancedb.connect("s3://bucket/path")
|
|
# --8<-- [end:storage_connect_s3]
|
|
|
|
# --8<-- [start:storage_connect_gcs]
|
|
import lancedb
|
|
|
|
db = lancedb.connect("gs://bucket/path")
|
|
# --8<-- [end:storage_connect_gcs]
|
|
|
|
# --8<-- [start:storage_connect_azure]
|
|
import lancedb
|
|
|
|
db = lancedb.connect("az://bucket/path")
|
|
# --8<-- [end:storage_connect_azure]
|
|
|
|
# --8<-- [start:storage_connect_timeout]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"s3://bucket/path",
|
|
storage_options={"timeout": "60s"},
|
|
)
|
|
# --8<-- [end:storage_connect_timeout]
|
|
|
|
# --8<-- [start:storage_table_timeout]
|
|
table = db.create_table(
|
|
"table",
|
|
[{"a": 1, "b": 2}],
|
|
storage_options={"timeout": "60s"},
|
|
)
|
|
# --8<-- [end:storage_table_timeout]
|
|
|
|
# --8<-- [start:storage_s3_ddb]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"s3+ddb://bucket/path?ddbTableName=my-dynamodb-table",
|
|
)
|
|
# --8<-- [end:storage_s3_ddb]
|
|
|
|
# --8<-- [start:storage_s3_ddb_local]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"s3+ddb://bucket/path?ddbTableName=my-dynamodb-table",
|
|
storage_options={
|
|
"endpoint": "http://localhost:4566",
|
|
"dynamodb_endpoint": "http://localhost:4566",
|
|
"allow_http": "true",
|
|
},
|
|
)
|
|
# --8<-- [end:storage_s3_ddb_local]
|
|
|
|
# --8<-- [start:storage_s3_sse_kms]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"s3://bucket/path",
|
|
storage_options={
|
|
"aws_server_side_encryption": "aws:kms",
|
|
"aws_sse_kms_key_id": "<your-kms-key-id-or-arn>",
|
|
},
|
|
)
|
|
# --8<-- [end:storage_s3_sse_kms]
|
|
|
|
# --8<-- [start:storage_azure_sas]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"az://my-container/my-database",
|
|
storage_options={
|
|
"azure_storage_account_name": "some-account",
|
|
"azure_storage_sas_token": "<sas-token>",
|
|
},
|
|
)
|
|
# --8<-- [end:storage_azure_sas]
|
|
|
|
# --8<-- [start:storage_s3_minio]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"s3://bucket/path",
|
|
storage_options={
|
|
"region": "us-east-1",
|
|
"endpoint": "http://minio:9000",
|
|
},
|
|
)
|
|
# --8<-- [end:storage_s3_minio]
|
|
|
|
# --8<-- [start:storage_s3_express]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"s3://my-bucket--use1-az4--x-s3/path",
|
|
storage_options={
|
|
"region": "us-east-1",
|
|
"s3_express": "true",
|
|
},
|
|
)
|
|
# --8<-- [end:storage_s3_express]
|
|
|
|
# --8<-- [start:storage_gcs_service_account]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"gs://my-bucket/my-database",
|
|
storage_options={
|
|
"service_account": "path/to/service-account.json",
|
|
},
|
|
)
|
|
# --8<-- [end:storage_gcs_service_account]
|
|
|
|
# --8<-- [start:storage_azure_account]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"az://my-container/my-database",
|
|
storage_options={
|
|
"account_name": "some-account",
|
|
"account_key": "some-key",
|
|
},
|
|
)
|
|
# --8<-- [end:storage_azure_account]
|
|
|
|
# --8<-- [start:storage_tigris_connect]
|
|
import lancedb
|
|
|
|
db = lancedb.connect(
|
|
"s3://your-bucket/path",
|
|
storage_options={
|
|
"endpoint": "https://t3.storage.dev",
|
|
"region": "auto",
|
|
},
|
|
)
|
|
# --8<-- [end:storage_tigris_connect]
|
|
|
|
assert len(fake_connect) == 13
|
|
assert all(
|
|
conn.uri.startswith(("s3://", "gs://", "az://", "s3+ddb://"))
|
|
for conn in fake_connect
|
|
)
|