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rest.py
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682 lines (571 loc) · 26.2 KB
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# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you 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.
from json import JSONDecodeError
from typing import (
TYPE_CHECKING,
Any,
Dict,
List,
Literal,
Optional,
Set,
Tuple,
Type,
Union,
)
from pydantic import Field, ValidationError
from requests import HTTPError, Session
from tenacity import RetryCallState, retry, retry_if_exception_type, stop_after_attempt
from pyiceberg import __version__
from pyiceberg.catalog import (
TOKEN,
URI,
WAREHOUSE_LOCATION,
Catalog,
Identifier,
Properties,
PropertiesUpdateSummary,
)
from pyiceberg.exceptions import (
AuthorizationExpiredError,
BadRequestError,
CommitFailedException,
CommitStateUnknownException,
ForbiddenError,
NamespaceAlreadyExistsError,
NoSuchNamespaceError,
NoSuchTableError,
OAuthError,
RESTError,
ServerError,
ServiceUnavailableError,
TableAlreadyExistsError,
UnauthorizedError,
)
from pyiceberg.partitioning import UNPARTITIONED_PARTITION_SPEC, PartitionSpec
from pyiceberg.schema import Schema, assign_fresh_schema_ids
from pyiceberg.table import (
CommitTableRequest,
CommitTableResponse,
Table,
TableIdentifier,
TableMetadata,
)
from pyiceberg.table.sorting import UNSORTED_SORT_ORDER, SortOrder
from pyiceberg.typedef import EMPTY_DICT, UTF8, IcebergBaseModel
if TYPE_CHECKING:
import pyarrow as pa
ICEBERG_REST_SPEC_VERSION = "0.14.1"
class Endpoints:
get_config: str = "config"
list_namespaces: str = "namespaces"
create_namespace: str = "namespaces"
load_namespace_metadata: str = "namespaces/{namespace}"
drop_namespace: str = "namespaces/{namespace}"
update_namespace_properties: str = "namespaces/{namespace}/properties"
list_tables: str = "namespaces/{namespace}/tables"
create_table: str = "namespaces/{namespace}/tables"
register_table = "namespaces/{namespace}/register"
load_table: str = "namespaces/{namespace}/tables/{table}"
update_table: str = "namespaces/{namespace}/tables/{table}"
drop_table: str = "namespaces/{namespace}/tables/{table}?purgeRequested={purge}"
table_exists: str = "namespaces/{namespace}/tables/{table}"
get_token: str = "oauth/tokens"
rename_table: str = "tables/rename"
AUTHORIZATION_HEADER = "Authorization"
BEARER_PREFIX = "Bearer"
CATALOG_SCOPE = "catalog"
CLIENT_ID = "client_id"
PREFIX = "prefix"
CLIENT_SECRET = "client_secret"
CLIENT_CREDENTIALS = "client_credentials"
CREDENTIAL = "credential"
GRANT_TYPE = "grant_type"
SCOPE = "scope"
TOKEN_EXCHANGE = "urn:ietf:params:oauth:grant-type:token-exchange"
SEMICOLON = ":"
KEY = "key"
CERT = "cert"
CLIENT = "client"
CA_BUNDLE = "cabundle"
SSL = "ssl"
SIGV4 = "rest.sigv4-enabled"
SIGV4_REGION = "rest.signing-region"
SIGV4_SERVICE = "rest.signing-name"
AUTH_URL = "rest.authorization-url"
NAMESPACE_SEPARATOR = b"\x1F".decode(UTF8)
def _retry_hook(retry_state: RetryCallState) -> None:
rest_catalog: RestCatalog = retry_state.args[0]
rest_catalog._refresh_token() # pylint: disable=protected-access
_RETRY_ARGS = {
"retry": retry_if_exception_type(AuthorizationExpiredError),
"stop": stop_after_attempt(2),
"before": _retry_hook,
"reraise": True,
}
class TableResponse(IcebergBaseModel):
metadata_location: str = Field(alias="metadata-location")
metadata: TableMetadata
config: Properties = Field(default_factory=dict)
class CreateTableRequest(IcebergBaseModel):
name: str = Field()
location: Optional[str] = Field()
table_schema: Schema = Field(alias="schema")
partition_spec: Optional[PartitionSpec] = Field(alias="partition-spec")
write_order: Optional[SortOrder] = Field(alias="write-order")
stage_create: bool = Field(alias="stage-create", default=False)
properties: Properties = Field(default_factory=dict)
class RegisterTableRequest(IcebergBaseModel):
name: str
metadata_location: str = Field(..., alias="metadata-location")
class TokenResponse(IcebergBaseModel):
access_token: str = Field()
token_type: str = Field()
expires_in: int = Field()
issued_token_type: str = Field()
class ConfigResponse(IcebergBaseModel):
defaults: Properties = Field()
overrides: Properties = Field()
class ListNamespaceResponse(IcebergBaseModel):
namespaces: List[Identifier] = Field()
class NamespaceResponse(IcebergBaseModel):
namespace: Identifier = Field()
properties: Properties = Field()
class UpdateNamespacePropertiesResponse(IcebergBaseModel):
removed: List[str] = Field()
updated: List[str] = Field()
missing: List[str] = Field()
class ListTableResponseEntry(IcebergBaseModel):
name: str = Field()
namespace: Identifier = Field()
class ListTablesResponse(IcebergBaseModel):
identifiers: List[ListTableResponseEntry] = Field()
class ErrorResponseMessage(IcebergBaseModel):
message: str = Field()
type: str = Field()
code: int = Field()
class ErrorResponse(IcebergBaseModel):
error: ErrorResponseMessage = Field()
class OAuthErrorResponse(IcebergBaseModel):
error: Literal[
"invalid_request", "invalid_client", "invalid_grant", "unauthorized_client", "unsupported_grant_type", "invalid_scope"
]
error_description: Optional[str] = None
error_uri: Optional[str] = None
class RestCatalog(Catalog):
uri: str
_session: Session
def __init__(self, name: str, **properties: str):
"""Rest Catalog.
You either need to provide a client_id and client_secret, or an already valid token.
Args:
name: Name to identify the catalog.
properties: Properties that are passed along to the configuration.
"""
super().__init__(name, **properties)
self.uri = properties[URI]
self._fetch_config()
self._session = self._create_session()
def _create_session(self) -> Session:
"""Create a request session with provided catalog configuration."""
session = Session()
# Sets the client side and server side SSL cert verification, if provided as properties.
if ssl_config := self.properties.get(SSL):
if ssl_ca_bundle := ssl_config.get(CA_BUNDLE): # type: ignore
session.verify = ssl_ca_bundle
if ssl_client := ssl_config.get(CLIENT): # type: ignore
if all(k in ssl_client for k in (CERT, KEY)):
session.cert = (ssl_client[CERT], ssl_client[KEY])
elif ssl_client_cert := ssl_client.get(CERT):
session.cert = ssl_client_cert
self._refresh_token(session, self.properties.get(TOKEN))
# Set HTTP headers
session.headers["Content-type"] = "application/json"
session.headers["X-Client-Version"] = ICEBERG_REST_SPEC_VERSION
session.headers["User-Agent"] = f"PyIceberg/{__version__}"
# Configure SigV4 Request Signing
if str(self.properties.get(SIGV4, False)).lower() == "true":
self._init_sigv4(session)
return session
def _check_valid_namespace_identifier(self, identifier: Union[str, Identifier]) -> Identifier:
"""Check if the identifier has at least one element."""
identifier_tuple = Catalog.identifier_to_tuple(identifier)
if len(identifier_tuple) < 1:
raise NoSuchNamespaceError(f"Empty namespace identifier: {identifier}")
return identifier_tuple
def url(self, endpoint: str, prefixed: bool = True, **kwargs: Any) -> str:
"""Construct the endpoint.
Args:
endpoint: Resource identifier that points to the REST catalog.
prefixed: If the prefix return by the config needs to be appended.
Returns:
The base url of the rest catalog.
"""
url = self.uri
url = url + "v1/" if url.endswith("/") else url + "/v1/"
if prefixed:
url += self.properties.get(PREFIX, "")
url = url if url.endswith("/") else url + "/"
return url + endpoint.format(**kwargs)
@property
def auth_url(self) -> str:
if url := self.properties.get(AUTH_URL):
return url
else:
return self.url(Endpoints.get_token, prefixed=False)
def _fetch_access_token(self, session: Session, credential: str) -> str:
if SEMICOLON in credential:
client_id, client_secret = credential.split(SEMICOLON)
else:
client_id, client_secret = None, credential
data = {GRANT_TYPE: CLIENT_CREDENTIALS, CLIENT_ID: client_id, CLIENT_SECRET: client_secret, SCOPE: CATALOG_SCOPE}
# Uses application/x-www-form-urlencoded by default
response = session.post(url=self.auth_url, data=data)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {400: OAuthError, 401: OAuthError})
return TokenResponse(**response.json()).access_token
def _fetch_config(self) -> None:
params = {}
if warehouse_location := self.properties.get(WAREHOUSE_LOCATION):
params[WAREHOUSE_LOCATION] = warehouse_location
with self._create_session() as session:
response = session.get(self.url(Endpoints.get_config, prefixed=False), params=params)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {})
config_response = ConfigResponse(**response.json())
config = config_response.defaults
config.update(self.properties)
config.update(config_response.overrides)
self.properties = config
# Update URI based on overrides
self.uri = config[URI]
def _identifier_to_validated_tuple(self, identifier: Union[str, Identifier]) -> Identifier:
identifier_tuple = self.identifier_to_tuple(identifier)
if len(identifier_tuple) <= 1:
raise NoSuchTableError(f"Missing namespace or invalid identifier: {'.'.join(identifier_tuple)}")
return identifier_tuple
def _split_identifier_for_path(self, identifier: Union[str, Identifier, TableIdentifier]) -> Properties:
if isinstance(identifier, TableIdentifier):
return {"namespace": NAMESPACE_SEPARATOR.join(identifier.namespace.root[1:]), "table": identifier.name}
identifier_tuple = self._identifier_to_validated_tuple(identifier)
return {"namespace": NAMESPACE_SEPARATOR.join(identifier_tuple[:-1]), "table": identifier_tuple[-1]}
def _split_identifier_for_json(self, identifier: Union[str, Identifier]) -> Dict[str, Union[Identifier, str]]:
identifier_tuple = self._identifier_to_validated_tuple(identifier)
return {"namespace": identifier_tuple[:-1], "name": identifier_tuple[-1]}
def _handle_non_200_response(self, exc: HTTPError, error_handler: Dict[int, Type[Exception]]) -> None:
exception: Type[Exception]
if exc.response is None:
raise ValueError("Did not receive a response")
code = exc.response.status_code
if code in error_handler:
exception = error_handler[code]
elif code == 400:
exception = BadRequestError
elif code == 401:
exception = UnauthorizedError
elif code == 403:
exception = ForbiddenError
elif code == 422:
exception = RESTError
elif code == 419:
exception = AuthorizationExpiredError
elif code == 501:
exception = NotImplementedError
elif code == 503:
exception = ServiceUnavailableError
elif 500 <= code < 600:
exception = ServerError
else:
exception = RESTError
try:
if exception == OAuthError:
# The OAuthErrorResponse has a different format
error = OAuthErrorResponse(**exc.response.json())
response = str(error.error)
if description := error.error_description:
response += f": {description}"
if uri := error.error_uri:
response += f" ({uri})"
else:
error = ErrorResponse(**exc.response.json()).error
response = f"{error.type}: {error.message}"
except JSONDecodeError:
# In the case we don't have a proper response
response = f"RESTError {exc.response.status_code}: Could not decode json payload: {exc.response.text}"
except ValidationError as e:
# In the case we don't have a proper response
errs = ", ".join(err["msg"] for err in e.errors())
response = (
f"RESTError {exc.response.status_code}: Received unexpected JSON Payload: {exc.response.text}, errors: {errs}"
)
raise exception(response) from exc
def _init_sigv4(self, session: Session) -> None:
from urllib import parse
import boto3
from botocore.auth import SigV4Auth
from botocore.awsrequest import AWSRequest
from requests import PreparedRequest
from requests.adapters import HTTPAdapter
class SigV4Adapter(HTTPAdapter):
def __init__(self, **properties: str):
super().__init__()
self._properties = properties
def add_headers(self, request: PreparedRequest, **kwargs: Any) -> None: # pylint: disable=W0613
boto_session = boto3.Session()
credentials = boto_session.get_credentials().get_frozen_credentials()
region = self._properties.get(SIGV4_REGION, boto_session.region_name)
service = self._properties.get(SIGV4_SERVICE, "execute-api")
url = str(request.url).split("?")[0]
query = str(parse.urlsplit(request.url).query)
params = dict(parse.parse_qsl(query))
# remove the connection header as it will be updated after signing
del request.headers["connection"]
aws_request = AWSRequest(
method=request.method, url=url, params=params, data=request.body, headers=dict(request.headers)
)
SigV4Auth(credentials, service, region).add_auth(aws_request)
original_header = request.headers
signed_headers = aws_request.headers
relocated_headers = {}
# relocate headers if there is a conflict with signed headers
for header, value in original_header.items():
if header in signed_headers and signed_headers[header] != value:
relocated_headers[f"Original-{header}"] = value
request.headers.update(relocated_headers)
request.headers.update(signed_headers)
session.mount(self.uri, SigV4Adapter(**self.properties))
def _response_to_table(self, identifier_tuple: Tuple[str, ...], table_response: TableResponse) -> Table:
return Table(
identifier=(self.name,) + identifier_tuple if self.name else identifier_tuple,
metadata_location=table_response.metadata_location,
metadata=table_response.metadata,
io=self._load_file_io(
{**table_response.metadata.properties, **table_response.config}, table_response.metadata_location
),
catalog=self,
)
def _refresh_token(self, session: Optional[Session] = None, new_token: Optional[str] = None) -> None:
session = session or self._session
if new_token is not None:
self.properties[TOKEN] = new_token
elif CREDENTIAL in self.properties:
self.properties[TOKEN] = self._fetch_access_token(session, self.properties[CREDENTIAL])
# Set Auth token for subsequent calls in the session
if token := self.properties.get(TOKEN):
session.headers[AUTHORIZATION_HEADER] = f"{BEARER_PREFIX} {token}"
@retry(**_RETRY_ARGS)
def create_table(
self,
identifier: Union[str, Identifier],
schema: Union[Schema, "pa.Schema"],
location: Optional[str] = None,
partition_spec: PartitionSpec = UNPARTITIONED_PARTITION_SPEC,
sort_order: SortOrder = UNSORTED_SORT_ORDER,
properties: Properties = EMPTY_DICT,
) -> Table:
iceberg_schema = self._convert_schema_if_needed(schema)
iceberg_schema = assign_fresh_schema_ids(iceberg_schema)
namespace_and_table = self._split_identifier_for_path(identifier)
request = CreateTableRequest(
name=namespace_and_table["table"],
location=location,
table_schema=iceberg_schema,
partition_spec=partition_spec,
write_order=sort_order,
properties=properties,
)
serialized_json = request.model_dump_json().encode(UTF8)
response = self._session.post(
self.url(Endpoints.create_table, namespace=namespace_and_table["namespace"]),
data=serialized_json,
)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {409: TableAlreadyExistsError})
table_response = TableResponse(**response.json())
return self._response_to_table(self.identifier_to_tuple(identifier), table_response)
@retry(**_RETRY_ARGS)
def register_table(self, identifier: Union[str, Identifier], metadata_location: str) -> Table:
"""Register a new table using existing metadata.
Args:
identifier Union[str, Identifier]: Table identifier for the table
metadata_location str: The location to the metadata
Returns:
Table: The newly registered table
Raises:
TableAlreadyExistsError: If the table already exists
"""
namespace_and_table = self._split_identifier_for_path(identifier)
request = RegisterTableRequest(
name=namespace_and_table["table"],
metadata_location=metadata_location,
)
serialized_json = request.model_dump_json().encode(UTF8)
response = self._session.post(
self.url(Endpoints.register_table, namespace=namespace_and_table["namespace"]),
data=serialized_json,
)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {409: TableAlreadyExistsError})
table_response = TableResponse(**response.json())
return self._response_to_table(self.identifier_to_tuple(identifier), table_response)
@retry(**_RETRY_ARGS)
def list_tables(self, namespace: Union[str, Identifier]) -> List[Identifier]:
namespace_tuple = self._check_valid_namespace_identifier(namespace)
namespace_concat = NAMESPACE_SEPARATOR.join(namespace_tuple)
response = self._session.get(self.url(Endpoints.list_tables, namespace=namespace_concat))
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {404: NoSuchNamespaceError})
return [(*table.namespace, table.name) for table in ListTablesResponse(**response.json()).identifiers]
@retry(**_RETRY_ARGS)
def load_table(self, identifier: Union[str, Identifier]) -> Table:
identifier_tuple = self.identifier_to_tuple_without_catalog(identifier)
response = self._session.get(
self.url(Endpoints.load_table, prefixed=True, **self._split_identifier_for_path(identifier_tuple))
)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {404: NoSuchTableError})
table_response = TableResponse(**response.json())
return self._response_to_table(identifier_tuple, table_response)
@retry(**_RETRY_ARGS)
def drop_table(self, identifier: Union[str, Identifier], purge_requested: bool = False) -> None:
identifier_tuple = self.identifier_to_tuple_without_catalog(identifier)
response = self._session.delete(
self.url(
Endpoints.drop_table, prefixed=True, purge=purge_requested, **self._split_identifier_for_path(identifier_tuple)
),
)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {404: NoSuchTableError})
@retry(**_RETRY_ARGS)
def purge_table(self, identifier: Union[str, Identifier]) -> None:
self.drop_table(identifier=identifier, purge_requested=True)
@retry(**_RETRY_ARGS)
def rename_table(self, from_identifier: Union[str, Identifier], to_identifier: Union[str, Identifier]) -> Table:
from_identifier_tuple = self.identifier_to_tuple_without_catalog(from_identifier)
payload = {
"source": self._split_identifier_for_json(from_identifier_tuple),
"destination": self._split_identifier_for_json(to_identifier),
}
response = self._session.post(self.url(Endpoints.rename_table), json=payload)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {404: NoSuchTableError, 409: TableAlreadyExistsError})
return self.load_table(to_identifier)
@retry(**_RETRY_ARGS)
def _commit_table(self, table_request: CommitTableRequest) -> CommitTableResponse:
"""Update the table.
Args:
table_request (CommitTableRequest): The table requests to be carried out.
Returns:
CommitTableResponse: The updated metadata.
Raises:
NoSuchTableError: If a table with the given identifier does not exist.
"""
response = self._session.post(
self.url(Endpoints.update_table, prefixed=True, **self._split_identifier_for_path(table_request.identifier)),
data=table_request.model_dump_json().encode(UTF8),
)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(
exc,
{
409: CommitFailedException,
500: CommitStateUnknownException,
502: CommitStateUnknownException,
504: CommitStateUnknownException,
},
)
return CommitTableResponse(**response.json())
@retry(**_RETRY_ARGS)
def create_namespace(self, namespace: Union[str, Identifier], properties: Properties = EMPTY_DICT) -> None:
namespace_tuple = self._check_valid_namespace_identifier(namespace)
payload = {"namespace": namespace_tuple, "properties": properties}
response = self._session.post(self.url(Endpoints.create_namespace), json=payload)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {404: NoSuchNamespaceError, 409: NamespaceAlreadyExistsError})
@retry(**_RETRY_ARGS)
def drop_namespace(self, namespace: Union[str, Identifier]) -> None:
namespace_tuple = self._check_valid_namespace_identifier(namespace)
namespace = NAMESPACE_SEPARATOR.join(namespace_tuple)
response = self._session.delete(self.url(Endpoints.drop_namespace, namespace=namespace))
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {404: NoSuchNamespaceError})
@retry(**_RETRY_ARGS)
def list_namespaces(self, namespace: Union[str, Identifier] = ()) -> List[Identifier]:
namespace_tuple = self.identifier_to_tuple(namespace)
response = self._session.get(
self.url(
f"{Endpoints.list_namespaces}?parent={NAMESPACE_SEPARATOR.join(namespace_tuple)}"
if namespace_tuple
else Endpoints.list_namespaces
),
)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {})
namespaces = ListNamespaceResponse(**response.json())
return [namespace_tuple + child_namespace for child_namespace in namespaces.namespaces]
@retry(**_RETRY_ARGS)
def load_namespace_properties(self, namespace: Union[str, Identifier]) -> Properties:
namespace_tuple = self._check_valid_namespace_identifier(namespace)
namespace = NAMESPACE_SEPARATOR.join(namespace_tuple)
response = self._session.get(self.url(Endpoints.load_namespace_metadata, namespace=namespace))
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {404: NoSuchNamespaceError})
return NamespaceResponse(**response.json()).properties
@retry(**_RETRY_ARGS)
def update_namespace_properties(
self, namespace: Union[str, Identifier], removals: Optional[Set[str]] = None, updates: Properties = EMPTY_DICT
) -> PropertiesUpdateSummary:
namespace_tuple = self._check_valid_namespace_identifier(namespace)
namespace = NAMESPACE_SEPARATOR.join(namespace_tuple)
payload = {"removals": list(removals or []), "updates": updates}
response = self._session.post(self.url(Endpoints.update_namespace_properties, namespace=namespace), json=payload)
try:
response.raise_for_status()
except HTTPError as exc:
self._handle_non_200_response(exc, {404: NoSuchNamespaceError})
parsed_response = UpdateNamespacePropertiesResponse(**response.json())
return PropertiesUpdateSummary(
removed=parsed_response.removed,
updated=parsed_response.updated,
missing=parsed_response.missing,
)