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1 Commits
api-docs-f
...
rmeng/migr
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
60f6dc6a64 |
@@ -15,7 +15,8 @@
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|||||||
import functools
|
import functools
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from typing import Any, Callable, Dict, Iterable, Optional, Union
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from typing import Any, Callable, Dict, Iterable, Optional, Union
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|
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import aiohttp
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import requests
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|
import urllib.parse
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import attrs
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import attrs
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import pyarrow as pa
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import pyarrow as pa
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from pydantic import BaseModel
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from pydantic import BaseModel
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@@ -37,8 +38,8 @@ def _check_not_closed(f):
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return wrapped
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return wrapped
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|
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|
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async def _read_ipc(resp: aiohttp.ClientResponse) -> pa.Table:
|
def _read_ipc(resp: requests.Response) -> pa.Table:
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resp_body = await resp.read()
|
resp_body = resp.raw.read()
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with pa.ipc.open_file(pa.BufferReader(resp_body)) as reader:
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with pa.ipc.open_file(pa.BufferReader(resp_body)) as reader:
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return reader.read_all()
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return reader.read_all()
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|
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@@ -53,15 +54,24 @@ class RestfulLanceDBClient:
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closed: bool = attrs.field(default=False, init=False)
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closed: bool = attrs.field(default=False, init=False)
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|
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@functools.cached_property
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@functools.cached_property
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def session(self) -> aiohttp.ClientSession:
|
def session(self) -> requests.Session:
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url = (
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session = requests.session()
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|
session.stream = True
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|
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|
return session
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|
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|
@functools.cached_property
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|
def url(self) -> str:
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|
return (
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self.host_override
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self.host_override
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or f"https://{self.db_name}.{self.region}.api.lancedb.com"
|
or f"https://{self.db_name}.{self.region}.api.lancedb.com"
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)
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)
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return aiohttp.ClientSession(url)
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|
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async def close(self):
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def _get_request_url(self, uri: str) -> str:
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await self.session.close()
|
return urllib.parse.urljoin(self.url, uri)
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|
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|
def close(self):
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|
self.session.close()
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self.closed = True
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self.closed = True
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|
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@functools.cached_property
|
@functools.cached_property
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@@ -75,39 +85,25 @@ class RestfulLanceDBClient:
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headers["x-lancedb-database"] = self.db_name
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headers["x-lancedb-database"] = self.db_name
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return headers
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return headers
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|
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@staticmethod
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async def _check_status(resp: aiohttp.ClientResponse):
|
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if resp.status == 404:
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raise LanceDBClientError(f"Not found: {await resp.text()}")
|
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elif 400 <= resp.status < 500:
|
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raise LanceDBClientError(
|
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f"Bad Request: {resp.status}, error: {await resp.text()}"
|
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)
|
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elif 500 <= resp.status < 600:
|
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raise LanceDBClientError(
|
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f"Internal Server Error: {resp.status}, error: {await resp.text()}"
|
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)
|
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elif resp.status != 200:
|
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raise LanceDBClientError(
|
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f"Unknown Error: {resp.status}, error: {await resp.text()}"
|
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)
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|
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@_check_not_closed
|
@_check_not_closed
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async def get(self, uri: str, params: Union[Dict[str, Any], BaseModel] = None):
|
def get(self, uri: str, params: Union[Dict[str, Any], BaseModel] = None):
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"""Send a GET request and returns the deserialized response payload."""
|
"""Send a GET request and returns the deserialized response payload."""
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if isinstance(params, BaseModel):
|
if isinstance(params, BaseModel):
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params: Dict[str, Any] = params.dict(exclude_none=True)
|
params: Dict[str, Any] = params.dict(exclude_none=True)
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async with self.session.get(
|
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uri,
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resp = self.session.get(
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|
self._get_request_url(uri),
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params=params,
|
params=params,
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headers=self.headers,
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headers=self.headers,
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timeout=aiohttp.ClientTimeout(total=30),
|
# 5s connect timeout, 30s read timeout
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) as resp:
|
timeout=(5.0, 30.0),
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await self._check_status(resp)
|
)
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return await resp.json()
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|
resp.raise_for_status()
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|
return resp.json()
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|
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@_check_not_closed
|
@_check_not_closed
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async def post(
|
def post(
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self,
|
self,
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uri: str,
|
uri: str,
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data: Optional[Union[Dict[str, Any], BaseModel, bytes]] = None,
|
data: Optional[Union[Dict[str, Any], BaseModel, bytes]] = None,
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@@ -139,31 +135,31 @@ class RestfulLanceDBClient:
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headers["content-type"] = content_type
|
headers["content-type"] = content_type
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if request_id is not None:
|
if request_id is not None:
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headers["x-request-id"] = request_id
|
headers["x-request-id"] = request_id
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async with self.session.post(
|
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uri,
|
resp = self.session.post(
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headers=headers,
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self._get_request_url(uri),
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params=params,
|
params=params,
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timeout=aiohttp.ClientTimeout(total=30),
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headers=self.headers,
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|
# 5s connect timeout, 30s read timeout
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|
timeout=(5.0, 30.0),
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**req_kwargs,
|
**req_kwargs,
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) as resp:
|
)
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resp: aiohttp.ClientResponse = resp
|
resp.raise_for_status()
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await self._check_status(resp)
|
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return await deserialize(resp)
|
return deserialize(resp)
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|
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@_check_not_closed
|
@_check_not_closed
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async def list_tables(
|
def list_tables(
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self, limit: int, page_token: Optional[str] = None
|
self, limit: int, page_token: Optional[str] = None
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) -> Iterable[str]:
|
) -> Iterable[str]:
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"""List all tables in the database."""
|
"""List all tables in the database."""
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if page_token is None:
|
if page_token is None:
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page_token = ""
|
page_token = ""
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json = await self.get("/v1/table/", {"limit": limit, "page_token": page_token})
|
json = self.get("/v1/table/", {"limit": limit, "page_token": page_token})
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return json["tables"]
|
return json["tables"]
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|
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@_check_not_closed
|
@_check_not_closed
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async def query(self, table_name: str, query: VectorQuery) -> VectorQueryResult:
|
def query(self, table_name: str, query: VectorQuery) -> VectorQueryResult:
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"""Query a table."""
|
"""Query a table."""
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tbl = await self.post(
|
tbl = self.post(f"/v1/table/{table_name}/query/", query, deserialize=_read_ipc)
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f"/v1/table/{table_name}/query/", query, deserialize=_read_ipc
|
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)
|
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return VectorQueryResult(tbl)
|
return VectorQueryResult(tbl)
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@@ -50,10 +50,6 @@ class RemoteDBConnection(DBConnection):
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self._client = RestfulLanceDBClient(
|
self._client = RestfulLanceDBClient(
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self.db_name, region, api_key, host_override
|
self.db_name, region, api_key, host_override
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)
|
)
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try:
|
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self._loop = asyncio.get_running_loop()
|
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except RuntimeError:
|
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self._loop = asyncio.get_event_loop()
|
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||||||
|
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||||||
def __repr__(self) -> str:
|
def __repr__(self) -> str:
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return f"RemoteConnect(name={self.db_name})"
|
return f"RemoteConnect(name={self.db_name})"
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@@ -76,15 +72,13 @@ class RemoteDBConnection(DBConnection):
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An iterator of table names.
|
An iterator of table names.
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"""
|
"""
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while True:
|
while True:
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result = self._loop.run_until_complete(
|
result = self._client.list_tables(limit, page_token)
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self._client.list_tables(limit, page_token)
|
|
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)
|
|
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if len(result) > 0:
|
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page_token = result[len(result) - 1]
|
|
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else:
|
|
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break
|
|
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for item in result:
|
for item in result:
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yield item
|
yield item
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|
if len(result) < limit:
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|
break
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||||||
|
else:
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|
page_token = result[len(result) - 1]
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|
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@override
|
@override
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def open_table(self, name: str) -> Table:
|
def open_table(self, name: str) -> Table:
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@@ -103,9 +97,7 @@ class RemoteDBConnection(DBConnection):
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|
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# check if table exists
|
# check if table exists
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try:
|
try:
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self._loop.run_until_complete(
|
self._client.post(f"/v1/table/{name}/describe/")
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self._client.post(f"/v1/table/{name}/describe/")
|
|
||||||
)
|
|
||||||
except LanceDBClientError as err:
|
except LanceDBClientError as err:
|
||||||
if str(err).startswith("Not found"):
|
if str(err).startswith("Not found"):
|
||||||
logging.error(
|
logging.error(
|
||||||
@@ -248,13 +240,11 @@ class RemoteDBConnection(DBConnection):
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data = to_ipc_binary(data)
|
data = to_ipc_binary(data)
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request_id = uuid.uuid4().hex
|
request_id = uuid.uuid4().hex
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|
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self._loop.run_until_complete(
|
self._client.post(
|
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self._client.post(
|
f"/v1/table/{name}/create/",
|
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f"/v1/table/{name}/create/",
|
data=data,
|
||||||
data=data,
|
request_id=request_id,
|
||||||
request_id=request_id,
|
content_type=ARROW_STREAM_CONTENT_TYPE,
|
||||||
content_type=ARROW_STREAM_CONTENT_TYPE,
|
|
||||||
)
|
|
||||||
)
|
)
|
||||||
return RemoteTable(self, name)
|
return RemoteTable(self, name)
|
||||||
|
|
||||||
@@ -267,13 +257,10 @@ class RemoteDBConnection(DBConnection):
|
|||||||
name: str
|
name: str
|
||||||
The name of the table.
|
The name of the table.
|
||||||
"""
|
"""
|
||||||
self._loop.run_until_complete(
|
self._client.post(
|
||||||
self._client.post(
|
f"/v1/table/{name}/drop/",
|
||||||
f"/v1/table/{name}/drop/",
|
|
||||||
)
|
|
||||||
)
|
)
|
||||||
|
|
||||||
async def close(self):
|
async def close(self):
|
||||||
"""Close the connection to the database."""
|
"""Close the connection to the database."""
|
||||||
self._loop.close()
|
self._client.close()
|
||||||
await self._client.close()
|
|
||||||
|
|||||||
@@ -11,7 +11,6 @@
|
|||||||
# See the License for the specific language governing permissions and
|
# See the License for the specific language governing permissions and
|
||||||
# limitations under the License.
|
# limitations under the License.
|
||||||
|
|
||||||
import asyncio
|
|
||||||
import uuid
|
import uuid
|
||||||
from functools import cached_property
|
from functools import cached_property
|
||||||
from typing import Dict, Optional, Union
|
from typing import Dict, Optional, Union
|
||||||
@@ -43,18 +42,14 @@ class RemoteTable(Table):
|
|||||||
of this Table
|
of this Table
|
||||||
|
|
||||||
"""
|
"""
|
||||||
resp = self._conn._loop.run_until_complete(
|
resp = self._conn._client.post(f"/v1/table/{self._name}/describe/")
|
||||||
self._conn._client.post(f"/v1/table/{self._name}/describe/")
|
|
||||||
)
|
|
||||||
schema = json_to_schema(resp["schema"])
|
schema = json_to_schema(resp["schema"])
|
||||||
return schema
|
return schema
|
||||||
|
|
||||||
@property
|
@property
|
||||||
def version(self) -> int:
|
def version(self) -> int:
|
||||||
"""Get the current version of the table"""
|
"""Get the current version of the table"""
|
||||||
resp = self._conn._loop.run_until_complete(
|
resp = self._conn._client.post(f"/v1/table/{self._name}/describe/")
|
||||||
self._conn._client.post(f"/v1/table/{self._name}/describe/")
|
|
||||||
)
|
|
||||||
return resp["version"]
|
return resp["version"]
|
||||||
|
|
||||||
def to_arrow(self) -> pa.Table:
|
def to_arrow(self) -> pa.Table:
|
||||||
@@ -116,8 +111,8 @@ class RemoteTable(Table):
|
|||||||
"metric_type": metric,
|
"metric_type": metric,
|
||||||
"index_cache_size": index_cache_size,
|
"index_cache_size": index_cache_size,
|
||||||
}
|
}
|
||||||
resp = self._conn._loop.run_until_complete(
|
resp = self._conn._client.post(
|
||||||
self._conn._client.post(f"/v1/table/{self._name}/create_index/", data=data)
|
f"/v1/table/{self._name}/create_index/", data=data
|
||||||
)
|
)
|
||||||
return resp
|
return resp
|
||||||
|
|
||||||
@@ -161,13 +156,11 @@ class RemoteTable(Table):
|
|||||||
|
|
||||||
request_id = uuid.uuid4().hex
|
request_id = uuid.uuid4().hex
|
||||||
|
|
||||||
self._conn._loop.run_until_complete(
|
self._conn._client.post(
|
||||||
self._conn._client.post(
|
f"/v1/table/{self._name}/insert/",
|
||||||
f"/v1/table/{self._name}/insert/",
|
data=payload,
|
||||||
data=payload,
|
params={"request_id": request_id, "mode": mode},
|
||||||
params={"request_id": request_id, "mode": mode},
|
content_type=ARROW_STREAM_CONTENT_TYPE,
|
||||||
content_type=ARROW_STREAM_CONTENT_TYPE,
|
|
||||||
)
|
|
||||||
)
|
)
|
||||||
|
|
||||||
def search(
|
def search(
|
||||||
@@ -233,19 +226,17 @@ class RemoteTable(Table):
|
|||||||
and len(query.vector) > 0
|
and len(query.vector) > 0
|
||||||
and not isinstance(query.vector[0], float)
|
and not isinstance(query.vector[0], float)
|
||||||
):
|
):
|
||||||
futures = []
|
result = []
|
||||||
for v in query.vector:
|
for v in query.vector:
|
||||||
v = list(v)
|
v = list(v)
|
||||||
q = query.copy()
|
q = query.copy()
|
||||||
q.vector = v
|
q.vector = v
|
||||||
futures.append(self._conn._client.query(self._name, q))
|
result.append(self._conn._client.query(self._name, q))
|
||||||
result = self._conn._loop.run_until_complete(asyncio.gather(*futures))
|
|
||||||
return pa.concat_tables(
|
return pa.concat_tables(
|
||||||
[add_index(r.to_arrow(), i) for i, r in enumerate(result)]
|
[add_index(r.to_arrow(), i) for i, r in enumerate(result)]
|
||||||
)
|
)
|
||||||
else:
|
else:
|
||||||
result = self._conn._client.query(self._name, query)
|
return self._conn._client.query(self._name, query).to_arrow()
|
||||||
return self._conn._loop.run_until_complete(result).to_arrow()
|
|
||||||
|
|
||||||
def delete(self, predicate: str):
|
def delete(self, predicate: str):
|
||||||
"""Delete rows from the table.
|
"""Delete rows from the table.
|
||||||
@@ -294,9 +285,7 @@ class RemoteTable(Table):
|
|||||||
0 2 [3.0, 4.0] 85.0 # doctest: +SKIP
|
0 2 [3.0, 4.0] 85.0 # doctest: +SKIP
|
||||||
"""
|
"""
|
||||||
payload = {"predicate": predicate}
|
payload = {"predicate": predicate}
|
||||||
self._conn._loop.run_until_complete(
|
self._conn._client.post(f"/v1/table/{self._name}/delete/", data=payload)
|
||||||
self._conn._client.post(f"/v1/table/{self._name}/delete/", data=payload)
|
|
||||||
)
|
|
||||||
|
|
||||||
def update(
|
def update(
|
||||||
self,
|
self,
|
||||||
@@ -356,9 +345,7 @@ class RemoteTable(Table):
|
|||||||
updates = [[k, v] for k, v in values_sql.items()]
|
updates = [[k, v] for k, v in values_sql.items()]
|
||||||
|
|
||||||
payload = {"predicate": where, "updates": updates}
|
payload = {"predicate": where, "updates": updates}
|
||||||
self._conn._loop.run_until_complete(
|
self._conn._client.post(f"/v1/table/{self._name}/update/", data=payload)
|
||||||
self._conn._client.post(f"/v1/table/{self._name}/update/", data=payload)
|
|
||||||
)
|
|
||||||
|
|
||||||
|
|
||||||
def add_index(tbl: pa.Table, i: int) -> pa.Table:
|
def add_index(tbl: pa.Table, i: int) -> pa.Table:
|
||||||
|
|||||||
@@ -7,7 +7,7 @@ dependencies = [
|
|||||||
"ratelimiter~=1.0",
|
"ratelimiter~=1.0",
|
||||||
"retry>=0.9.2",
|
"retry>=0.9.2",
|
||||||
"tqdm>=4.27.0",
|
"tqdm>=4.27.0",
|
||||||
"aiohttp",
|
"requests>=2.31,<3",
|
||||||
"pydantic>=1.10",
|
"pydantic>=1.10",
|
||||||
"attrs>=21.3.0",
|
"attrs>=21.3.0",
|
||||||
"semver>=3.0",
|
"semver>=3.0",
|
||||||
|
|||||||
@@ -1,27 +0,0 @@
|
|||||||
# Copyright 2023 LanceDB Developers
|
|
||||||
#
|
|
||||||
# Licensed under the Apache License, Version 2.0 (the "License");
|
|
||||||
# you may not use this file except in compliance with the License.
|
|
||||||
# You may obtain a copy of the License at
|
|
||||||
# http://www.apache.org/licenses/LICENSE-2.0
|
|
||||||
#
|
|
||||||
# Unless required by applicable law or agreed to in writing, software
|
|
||||||
# distributed under the License is distributed on an "AS IS" BASIS,
|
|
||||||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
||||||
# See the License for the specific language governing permissions and
|
|
||||||
# limitations under the License.
|
|
||||||
|
|
||||||
import numpy as np
|
|
||||||
import pytest
|
|
||||||
|
|
||||||
from lancedb import LanceDBConnection
|
|
||||||
|
|
||||||
# TODO: setup integ test mark and script
|
|
||||||
|
|
||||||
|
|
||||||
@pytest.mark.skip(reason="Need to set up a local server")
|
|
||||||
def test_against_local_server():
|
|
||||||
conn = LanceDBConnection("lancedb+http://localhost:10024")
|
|
||||||
table = conn.open_table("sift1m_ivf1024_pq16")
|
|
||||||
df = table.search(np.random.rand(128)).to_pandas()
|
|
||||||
assert len(df) == 10
|
|
||||||
@@ -1,95 +0,0 @@
|
|||||||
# Copyright 2023 LanceDB Developers
|
|
||||||
#
|
|
||||||
# Licensed under the Apache License, Version 2.0 (the "License");
|
|
||||||
# you may not use this file except in compliance with the License.
|
|
||||||
# You may obtain a copy of the License at
|
|
||||||
# http://www.apache.org/licenses/LICENSE-2.0
|
|
||||||
#
|
|
||||||
# Unless required by applicable law or agreed to in writing, software
|
|
||||||
# distributed under the License is distributed on an "AS IS" BASIS,
|
|
||||||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
||||||
# See the License for the specific language governing permissions and
|
|
||||||
# limitations under the License.
|
|
||||||
|
|
||||||
import attrs
|
|
||||||
import numpy as np
|
|
||||||
import pandas as pd
|
|
||||||
import pyarrow as pa
|
|
||||||
import pytest
|
|
||||||
from aiohttp import web
|
|
||||||
|
|
||||||
from lancedb.remote.client import RestfulLanceDBClient, VectorQuery
|
|
||||||
|
|
||||||
|
|
||||||
@attrs.define
|
|
||||||
class MockLanceDBServer:
|
|
||||||
runner: web.AppRunner = attrs.field(init=False)
|
|
||||||
site: web.TCPSite = attrs.field(init=False)
|
|
||||||
|
|
||||||
async def query_handler(self, request: web.Request) -> web.Response:
|
|
||||||
table_name = request.match_info["table_name"]
|
|
||||||
assert table_name == "test_table"
|
|
||||||
|
|
||||||
await request.json()
|
|
||||||
# TODO: do some matching
|
|
||||||
|
|
||||||
vecs = pd.Series([np.random.rand(128) for x in range(10)], name="vector")
|
|
||||||
ids = pd.Series(range(10), name="id")
|
|
||||||
df = pd.DataFrame([vecs, ids]).T
|
|
||||||
|
|
||||||
batch = pa.RecordBatch.from_pandas(
|
|
||||||
df,
|
|
||||||
schema=pa.schema(
|
|
||||||
[
|
|
||||||
pa.field("vector", pa.list_(pa.float32(), 128)),
|
|
||||||
pa.field("id", pa.int64()),
|
|
||||||
]
|
|
||||||
),
|
|
||||||
)
|
|
||||||
|
|
||||||
sink = pa.BufferOutputStream()
|
|
||||||
with pa.ipc.new_file(sink, batch.schema) as writer:
|
|
||||||
writer.write_batch(batch)
|
|
||||||
|
|
||||||
return web.Response(body=sink.getvalue().to_pybytes())
|
|
||||||
|
|
||||||
async def setup(self):
|
|
||||||
app = web.Application()
|
|
||||||
app.add_routes([web.post("/table/{table_name}", self.query_handler)])
|
|
||||||
self.runner = web.AppRunner(app)
|
|
||||||
await self.runner.setup()
|
|
||||||
self.site = web.TCPSite(self.runner, "localhost", 8111)
|
|
||||||
|
|
||||||
async def start(self):
|
|
||||||
await self.site.start()
|
|
||||||
|
|
||||||
async def stop(self):
|
|
||||||
await self.runner.cleanup()
|
|
||||||
|
|
||||||
|
|
||||||
@pytest.mark.skip(reason="flaky somehow, fix later")
|
|
||||||
@pytest.mark.asyncio
|
|
||||||
async def test_e2e_with_mock_server():
|
|
||||||
mock_server = MockLanceDBServer()
|
|
||||||
await mock_server.setup()
|
|
||||||
await mock_server.start()
|
|
||||||
|
|
||||||
try:
|
|
||||||
client = RestfulLanceDBClient("lancedb+http://localhost:8111")
|
|
||||||
df = (
|
|
||||||
await client.query(
|
|
||||||
"test_table",
|
|
||||||
VectorQuery(
|
|
||||||
vector=np.random.rand(128).tolist(),
|
|
||||||
k=10,
|
|
||||||
_metric="L2",
|
|
||||||
columns=["id", "vector"],
|
|
||||||
),
|
|
||||||
)
|
|
||||||
).to_pandas()
|
|
||||||
|
|
||||||
assert "vector" in df.columns
|
|
||||||
assert "id" in df.columns
|
|
||||||
finally:
|
|
||||||
# make sure we don't leak resources
|
|
||||||
await mock_server.stop()
|
|
||||||
Reference in New Issue
Block a user