feat: register functions from Python

This commit is contained in:
Xuanwo
2026-08-12 05:34:28 +08:00
parent 65c0968c0f
commit 206efd98ff
7 changed files with 526 additions and 3 deletions
+57
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@@ -0,0 +1,57 @@
# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright The LanceDB Authors
"""Private first-class Function namespace facades for database connections.
These helpers are internal submission surfaces. They are not durable resources
and are not part of the public top-level export surface.
"""
from __future__ import annotations
from collections.abc import Callable
from typing import TYPE_CHECKING
from . import _udf
from .job import AsyncJob, Job
if TYPE_CHECKING:
from .db import AsyncConnection, DBConnection
class _SyncFunctions:
"""Synchronous `db.functions` facade."""
__slots__ = ("_connection",)
def __init__(self, connection: DBConnection) -> None:
self._connection = connection
def __repr__(self) -> str:
return "_SyncFunctions()"
def register(self, name: str, decorated_udf: Callable[..., object]) -> Job:
"""Register a decorated UDF and return a synchronous [Job][lancedb.job.Job]."""
definition = _udf._build_function_definition(decorated_udf)
native_job = self._connection._submit_register_function(name, definition)
return Job(AsyncJob(native_job))
class _AsyncFunctions:
"""Asynchronous `async_db.functions` facade."""
__slots__ = ("_connection",)
def __init__(self, connection: AsyncConnection) -> None:
self._connection = connection
def __repr__(self) -> str:
return "_AsyncFunctions()"
async def register(
self, name: str, decorated_udf: Callable[..., object]
) -> AsyncJob:
"""Register a decorated UDF and return an [AsyncJob][lancedb.job.AsyncJob]."""
definition = _udf._build_function_definition(decorated_udf)
native_job = await self._connection._register_function(name, definition)
return AsyncJob(native_job)
+3
View File
@@ -153,6 +153,9 @@ class Connection(object):
async def job_history(
self, job_id: Optional[str] = None
) -> List[pa.RecordBatch]: ...
async def _register_function(
self, name: str, definition: "_FunctionDefinition"
) -> Job: ...
async def create_table(
self,
name: str,
+39
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@@ -63,8 +63,11 @@ if TYPE_CHECKING:
import pyarrow as pa
from .pydantic import LanceModel
from ._functions import _AsyncFunctions, _SyncFunctions
from ._lancedb import Connection as LanceDbConnection
from ._lancedb import Job as NativeJob
from ._lancedb import JobDescription, JobInfo
from ._lancedb import _FunctionDefinition
from .common import DATA, URI
from .embeddings import EmbeddingFunctionConfig
from ._lancedb import Session
@@ -650,6 +653,24 @@ class DBConnection(EnforceOverrides):
"job_history is not supported for this connection type"
)
@property
def functions(self) -> "_SyncFunctions":
"""First-class Function operations for this connection."""
from ._functions import _SyncFunctions
return _SyncFunctions(self)
def _submit_register_function(
self, name: str, definition: "_FunctionDefinition"
) -> NativeJob:
"""Submit a Function registration job via the native connection.
Connection subclasses that support registration override this hook.
"""
raise NotImplementedError(
"function registration is not supported for this connection type"
)
class LanceDBConnection(DBConnection):
"""
@@ -1267,6 +1288,12 @@ class LanceDBConnection(DBConnection):
"""
return LOOP.run(self._conn.job_history(job_id))
@override
def _submit_register_function(
self, name: str, definition: "_FunctionDefinition"
) -> NativeJob:
return LOOP.run(self._conn._register_function(name, definition))
@override
def namespace_client(self) -> LanceNamespace:
"""Get the equivalent namespace client for this connection.
@@ -2013,6 +2040,18 @@ class AsyncConnection(object):
"""
return await self._inner.job_history(job_id)
@property
def functions(self) -> "_AsyncFunctions":
"""First-class Function operations for this connection."""
from ._functions import _AsyncFunctions
return _AsyncFunctions(self)
async def _register_function(
self, name: str, definition: "_FunctionDefinition"
) -> NativeJob:
return await self._inner._register_function(name, definition)
async def namespace_client(self) -> LanceNamespace:
"""Get the equivalent namespace client for this connection.
+8 -1
View File
@@ -26,7 +26,8 @@ from ..db import DBConnection, LOOP
from ..job import Job
if TYPE_CHECKING:
from .._lancedb import JobDescription, JobInfo
from .._lancedb import Job as NativeJob
from .._lancedb import JobDescription, JobInfo, _FunctionDefinition
from ..embeddings import EmbeddingFunctionConfig
from lance_namespace import (
LanceNamespace,
@@ -734,6 +735,12 @@ class RemoteDBConnection(DBConnection):
"""
return LOOP.run(self._conn.job_history(job_id))
@override
def _submit_register_function(
self, name: str, definition: "_FunctionDefinition"
) -> "NativeJob":
return LOOP.run(self._conn._register_function(name, definition))
@override
def namespace_client(self) -> LanceNamespace:
"""Get the equivalent namespace client for this connection.
@@ -0,0 +1,398 @@
# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright The LanceDB Authors
"""RED contract tests for Python first-class Function registration."""
from __future__ import annotations
import contextlib
import http.server
import json
import threading
from collections.abc import AsyncIterator, Iterator
from datetime import timedelta
from typing import Any, Callable
from unittest import mock
import pyarrow as pa
import pytest
import lancedb
import lancedb._udf as _udf_mod
import lancedb.job
from lancedb import FunctionCapability, udf
from lancedb.remote.errors import HttpError
_SOURCE_MARKER = "registration-source-marker-unique-xyz"
_SECRET_REFERENCE = "secret://team/registration-redact-token-xyz"
_SECRET_ENV = "REGISTER_API_TOKEN"
_NETWORK_ORIGIN = "https://api.registration-example.com"
_FUNCTION_NAME = "text.normalize"
_FUNCTION_ID_RETRY = "fn.register-retry-1"
_JOB_ID_RETRY = "job-register-retry-1"
_JOB_ID_ASYNC = "job-register-async-1"
_REGISTER_PATH = "/v1/functions/register"
_DESCRIBE_PATH = "/v1/jobs/describe"
_DELETED_REGISTER_KEYWORDS = (
"idempotency_key",
"retry_key",
"user_version",
"deterministic",
"null_policy",
"replace",
"expected_current_function_id",
)
_SPEC_KEYS = {
"format_version",
"name",
"definition",
"expected_current_function_id",
}
@udf(
inputs={"text": pa.string(), "limit": pa.int32()},
output=pa.string(),
python="3.12",
packages=["pkg-a==1"],
output_nullable=True,
capabilities=[
FunctionCapability.network(_NETWORK_ORIGIN),
FunctionCapability.secret(
_SECRET_REFERENCE,
environment_variable=_SECRET_ENV,
),
],
)
def packable_register_normalize(text, limit):
"""registration-source-marker-unique-xyz."""
return text[:limit]
def _definition_json(fn: object) -> dict[str, Any]:
payload = _udf_mod._build_function_definition(fn)._to_json()
if isinstance(payload, bytes):
return json.loads(payload.decode("utf-8"))
assert isinstance(payload, str)
return json.loads(payload)
def _expected_register_spec(name: str, fn: object) -> dict[str, Any]:
return {
"format_version": 1,
"name": name,
"definition": _definition_json(fn),
"expected_current_function_id": None,
}
def _read_body(request: http.server.BaseHTTPRequestHandler) -> bytes:
content_len = int(request.headers.get("Content-Length", 0))
if content_len <= 0:
return b""
return request.rfile.read(content_len)
def _make_handler(handler: Callable[[http.server.BaseHTTPRequestHandler], None]):
class _Handler(http.server.BaseHTTPRequestHandler):
def do_GET(self):
handler(self)
def do_POST(self):
handler(self)
def log_message(self, format, *args): # noqa: A003
return
return _Handler
@contextlib.contextmanager
def _mock_remote_db(handler) -> Iterator[Any]:
server = http.server.HTTPServer(("localhost", 0), _make_handler(handler))
port = server.server_address[1]
thread = threading.Thread(target=server.serve_forever)
thread.start()
try:
db = lancedb.connect(
"db://dev",
api_key="fake",
host_override=f"http://localhost:{port}",
client_config={
"retry_config": {
"retries": 2,
"backoff_factor": 0.0,
"backoff_jitter": 0.0,
},
"timeout_config": {"connect_timeout": 1},
},
)
yield db
finally:
server.shutdown()
thread.join()
@contextlib.asynccontextmanager
async def _mock_remote_db_async(handler) -> AsyncIterator[Any]:
server = http.server.HTTPServer(("localhost", 0), _make_handler(handler))
port = server.server_address[1]
thread = threading.Thread(target=server.serve_forever)
thread.start()
try:
db = await lancedb.connect_async(
"db://dev",
api_key="fake",
host_override=f"http://localhost:{port}",
client_config={
"retry_config": {
"retries": 2,
"backoff_factor": 0.0,
"backoff_jitter": 0.0,
},
"timeout_config": {"connect_timeout": 1},
},
)
yield db
finally:
server.shutdown()
thread.join()
def _exception_chain_text(exc: BaseException) -> str:
parts: list[str] = []
seen: set[int] = set()
current: BaseException | None = exc
while current is not None and id(current) not in seen:
seen.add(id(current))
parts.append(str(current))
parts.append(repr(current))
current = current.__cause__
return "\n".join(parts)
def _assert_markers_absent_from_exception(exc: BaseException) -> None:
text = _exception_chain_text(exc)
assert _SOURCE_MARKER not in text
assert _SECRET_REFERENCE not in text
def _assert_exact_register_spec(body: dict[str, Any], expected: dict[str, Any]) -> None:
assert set(body) == _SPEC_KEYS
assert body == expected
assert body["format_version"] == 1
assert body["expected_current_function_id"] is None
assert _SOURCE_MARKER in json.dumps(body["definition"])
assert any(
capability.get("reference") == _SECRET_REFERENCE
for capability in body["definition"]["capabilities"]
)
def test_sync_remote_register_retries_exact_wire_and_returns_job():
expected_spec = _expected_register_spec(_FUNCTION_NAME, packable_register_normalize)
attempts: list[dict[str, Any]] = []
describe_calls: list[dict[str, Any]] = []
function_result_wire = {
"kind": "function",
"format_version": 1,
"function": {
"format_version": 1,
"id": _FUNCTION_ID_RETRY,
"signature": expected_spec["definition"]["signature"],
},
}
def handler(request: http.server.BaseHTTPRequestHandler) -> None:
assert request.command == "POST"
raw = _read_body(request)
if request.path == _REGISTER_PATH:
request_id = request.headers.get("x-request-id")
attempts.append(
{
"request_id": request_id,
"raw": raw,
"body": json.loads(raw.decode("utf-8")),
}
)
if len(attempts) == 1:
request.send_response(500)
request.end_headers()
request.wfile.write(b"transient register failure")
return
request.send_response(200)
request.send_header("Content-Type", "application/json")
request.end_headers()
request.wfile.write(json.dumps({"job_id": _JOB_ID_RETRY}).encode("utf-8"))
return
assert request.path == _DESCRIBE_PATH
body = json.loads(raw.decode("utf-8"))
assert body["job_id"] == _JOB_ID_RETRY
describe_calls.append(body)
request.send_response(200)
request.send_header("Content-Type", "application/json")
request.end_headers()
request.wfile.write(
json.dumps(
{
"job_id": _JOB_ID_RETRY,
"job_state": "DONE",
"job_type": "register_function",
"creation_ms": 1,
"spec": {},
"result": function_result_wire,
}
).encode("utf-8")
)
package_calls = {"n": 0}
original_package = _udf_mod._package_udf
def counting_package(fn: object):
package_calls["n"] += 1
return original_package(fn)
with _mock_remote_db(handler) as db:
assert not hasattr(db, "register_function")
with mock.patch.object(_udf_mod, "_package_udf", side_effect=counting_package):
job = db.functions.register(_FUNCTION_NAME, packable_register_normalize)
assert type(job) is lancedb.job.Job
assert job.id == _JOB_ID_RETRY
waited = job.wait(timeout=timedelta(seconds=5))
assert package_calls["n"] == 1
assert len(attempts) == 2
first, second = attempts
assert isinstance(first["request_id"], str) and first["request_id"]
assert first["request_id"] == second["request_id"]
assert first["raw"] == second["raw"]
assert first["raw"]
_assert_exact_register_spec(first["body"], expected_spec)
_assert_exact_register_spec(second["body"], expected_spec)
assert len(describe_calls) == 1
assert describe_calls[0]["job_id"] == _JOB_ID_RETRY
assert type(waited) is lancedb.Function
assert waited.id == _FUNCTION_ID_RETRY
assert waited.parameters == (("text", pa.string()), ("limit", pa.int32()))
assert waited.output_type == pa.string()
assert waited.output_nullable is True
@pytest.mark.asyncio
async def test_async_remote_register_returns_async_job_with_exact_spec():
expected_spec = _expected_register_spec(_FUNCTION_NAME, packable_register_normalize)
seen: dict[str, Any] = {}
def handler(request: http.server.BaseHTTPRequestHandler) -> None:
assert request.command == "POST"
assert request.path == _REGISTER_PATH
raw = _read_body(request)
seen["raw"] = raw
seen["body"] = json.loads(raw.decode("utf-8"))
seen["request_id"] = request.headers.get("x-request-id")
request.send_response(200)
request.send_header("Content-Type", "application/json")
request.end_headers()
request.wfile.write(json.dumps({"job_id": _JOB_ID_ASYNC}).encode("utf-8"))
async with _mock_remote_db_async(handler) as db:
assert not hasattr(db, "register_function")
job = await db.functions.register(_FUNCTION_NAME, packable_register_normalize)
assert seen.get("raw")
assert isinstance(seen.get("request_id"), str) and seen["request_id"]
_assert_exact_register_spec(seen["body"], expected_spec)
assert type(job) is lancedb.job.AsyncJob
assert job.id == _JOB_ID_ASYNC
def test_sync_remote_register_http_error_omits_source_and_secret_markers():
echoed = f"register failed with {_SOURCE_MARKER} and {_SECRET_REFERENCE}"
received = {"n": 0}
def handler(request: http.server.BaseHTTPRequestHandler) -> None:
received["n"] += 1
assert request.path == _REGISTER_PATH
_read_body(request)
request.send_response(400)
request.end_headers()
request.wfile.write(echoed.encode("utf-8"))
with _mock_remote_db(handler) as db:
with pytest.raises(HttpError) as exc_info:
db.functions.register(_FUNCTION_NAME, packable_register_normalize)
assert received["n"] == 1
err = exc_info.value
assert isinstance(err, HttpError)
assert err.status_code == 400
_assert_markers_absent_from_exception(err)
def test_empty_name_rejects_before_http():
received = {"n": 0}
def handler(request: http.server.BaseHTTPRequestHandler) -> None:
received["n"] += 1
_read_body(request)
request.send_response(500)
request.end_headers()
request.wfile.write(b"should not be reached")
with _mock_remote_db(handler) as db:
with pytest.raises(ValueError):
db.functions.register("", packable_register_normalize)
assert received["n"] == 0
def test_local_sync_register_not_implemented_without_table_mutation(tmp_path):
db = lancedb.connect(tmp_path)
before = db.list_tables().tables
assert before == []
assert not hasattr(db, "register_function")
with pytest.raises(NotImplementedError):
db.functions.register(_FUNCTION_NAME, packable_register_normalize)
assert db.list_tables().tables == before
@pytest.mark.asyncio
async def test_local_async_register_not_implemented_without_table_mutation(tmp_path):
db = await lancedb.connect_async(tmp_path)
before = (await db.list_tables()).tables
assert before == []
assert not hasattr(db, "register_function")
with pytest.raises(NotImplementedError):
await db.functions.register(_FUNCTION_NAME, packable_register_normalize)
assert (await db.list_tables()).tables == before
@pytest.mark.parametrize("keyword", _DELETED_REGISTER_KEYWORDS)
def test_register_rejects_deleted_overdesign_keywords_before_submission(keyword):
received = {"n": 0}
def handler(request: http.server.BaseHTTPRequestHandler) -> None:
received["n"] += 1
_read_body(request)
request.send_response(500)
request.end_headers()
request.wfile.write(b"should not be reached")
with _mock_remote_db(handler) as db:
with pytest.raises(TypeError):
db.functions.register(
_FUNCTION_NAME,
packable_register_normalize,
**{keyword: True},
)
assert received["n"] == 0