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Original file line number | Diff line number | Diff line change |
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from typing import List, Optional, Sequence, Union, cast | ||
from uuid import UUID | ||
from overrides import overrides | ||
from chromadb.config import System | ||
from chromadb.db.base import NotFoundError, UniqueConstraintError | ||
from chromadb.db.system import SysDB | ||
from chromadb.proto.convert import ( | ||
from_proto_collection, | ||
from_proto_segment, | ||
to_proto_collection, | ||
to_proto_update_metadata, | ||
to_proto_segment, | ||
to_proto_segment_scope, | ||
) | ||
from chromadb.proto.coordinator_pb2 import ( | ||
CreateCollectionRequest, | ||
CreateSegmentRequest, | ||
DeleteCollectionRequest, | ||
DeleteSegmentRequest, | ||
GetCollectionsRequest, | ||
GetCollectionsResponse, | ||
GetSegmentsRequest, | ||
UpdateCollectionRequest, | ||
UpdateSegmentRequest, | ||
) | ||
from chromadb.proto.coordinator_pb2_grpc import SysDBStub | ||
from chromadb.types import ( | ||
Collection, | ||
OptionalArgument, | ||
Segment, | ||
SegmentScope, | ||
Unspecified, | ||
UpdateMetadata, | ||
) | ||
from google.protobuf.empty_pb2 import Empty | ||
import grpc | ||
|
||
|
||
class GrpcSysDB(SysDB): | ||
"""A gRPC implementation of the SysDB. In the distributed system, the SysDB is also | ||
called the 'Coordinator'. This implementation is used by Chroma frontend servers | ||
to call a remote SysDB (Coordinator) service.""" | ||
|
||
_sys_db_stub: SysDBStub | ||
_channel: grpc.Channel | ||
_coordinator_url: str | ||
_coordinator_port: int | ||
|
||
def __init__(self, system: System): | ||
self._coordinator_url = system.settings.require("chroma_coordinator_host") | ||
# TODO: break out coordinator_port into a separate setting? | ||
self._coordinator_port = system.settings.require("chroma_server_grpc_port") | ||
return super().__init__(system) | ||
|
||
@overrides | ||
def start(self) -> None: | ||
self._channel = grpc.insecure_channel( | ||
f"{self._coordinator_url}:{self._coordinator_port}" | ||
) | ||
self._sys_db_stub = SysDBStub(self._channel) # type: ignore | ||
return super().start() | ||
|
||
@overrides | ||
def stop(self) -> None: | ||
self._channel.close() | ||
return super().stop() | ||
|
||
@overrides | ||
def reset_state(self) -> None: | ||
self._sys_db_stub.ResetState(Empty()) | ||
return super().reset_state() | ||
|
||
@overrides | ||
def create_segment(self, segment: Segment) -> None: | ||
proto_segment = to_proto_segment(segment) | ||
request = CreateSegmentRequest( | ||
segment=proto_segment, | ||
) | ||
response = self._sys_db_stub.CreateSegment(request) | ||
if response.status.code == 409: | ||
raise UniqueConstraintError() | ||
|
||
@overrides | ||
def delete_segment(self, id: UUID) -> None: | ||
request = DeleteSegmentRequest( | ||
id=id.hex, | ||
) | ||
response = self._sys_db_stub.DeleteSegment(request) | ||
if response.status.code == 404: | ||
raise NotFoundError() | ||
|
||
@overrides | ||
def get_segments( | ||
self, | ||
id: Optional[UUID] = None, | ||
type: Optional[str] = None, | ||
scope: Optional[SegmentScope] = None, | ||
topic: Optional[str] = None, | ||
collection: Optional[UUID] = None, | ||
) -> Sequence[Segment]: | ||
request = GetSegmentsRequest( | ||
id=id.hex if id else None, | ||
type=type, | ||
scope=to_proto_segment_scope(scope) if scope else None, | ||
topic=topic, | ||
collection=collection.hex if collection else None, | ||
) | ||
response = self._sys_db_stub.GetSegments(request) | ||
results: List[Segment] = [] | ||
for proto_segment in response.segments: | ||
segment = from_proto_segment(proto_segment) | ||
results.append(segment) | ||
return results | ||
|
||
@overrides | ||
def update_segment( | ||
self, | ||
id: UUID, | ||
topic: OptionalArgument[Optional[str]] = Unspecified(), | ||
collection: OptionalArgument[Optional[UUID]] = Unspecified(), | ||
metadata: OptionalArgument[Optional[UpdateMetadata]] = Unspecified(), | ||
) -> None: | ||
write_topic = None | ||
if topic != Unspecified(): | ||
write_topic = cast(Union[str, None], topic) | ||
|
||
write_collection = None | ||
if collection != Unspecified(): | ||
write_collection = cast(Union[UUID, None], collection) | ||
|
||
write_metadata = None | ||
if metadata != Unspecified(): | ||
write_metadata = cast(Union[UpdateMetadata, None], metadata) | ||
|
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request = UpdateSegmentRequest( | ||
id=id.hex, | ||
topic=write_topic, | ||
collection=write_collection.hex if write_collection else None, | ||
metadata=to_proto_update_metadata(write_metadata) | ||
if write_metadata | ||
else None, | ||
) | ||
|
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if topic is None: | ||
request.ClearField("topic") | ||
request.reset_topic = True | ||
|
||
if collection is None: | ||
request.ClearField("collection") | ||
request.reset_collection = True | ||
|
||
if metadata is None: | ||
request.ClearField("metadata") | ||
request.reset_metadata = True | ||
|
||
self._sys_db_stub.UpdateSegment(request) | ||
|
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@overrides | ||
def create_collection(self, collection: Collection) -> None: | ||
# TODO: the get_or_create concept needs to be pushed down to the sysdb interface | ||
request = CreateCollectionRequest( | ||
collection=to_proto_collection(collection), | ||
get_or_create=False, | ||
) | ||
response = self._sys_db_stub.CreateCollection(request) | ||
if response.status.code == 409: | ||
raise UniqueConstraintError() | ||
|
||
@overrides | ||
def delete_collection(self, id: UUID) -> None: | ||
request = DeleteCollectionRequest( | ||
id=id.hex, | ||
) | ||
response = self._sys_db_stub.DeleteCollection(request) | ||
if response.status.code == 404: | ||
raise NotFoundError() | ||
|
||
@overrides | ||
def get_collections( | ||
self, | ||
id: Optional[UUID] = None, | ||
topic: Optional[str] = None, | ||
name: Optional[str] = None, | ||
) -> Sequence[Collection]: | ||
request = GetCollectionsRequest( | ||
id=id.hex if id else None, | ||
topic=topic, | ||
name=name, | ||
) | ||
response: GetCollectionsResponse = self._sys_db_stub.GetCollections(request) | ||
results: List[Collection] = [] | ||
for collection in response.collections: | ||
results.append(from_proto_collection(collection)) | ||
return results | ||
|
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@overrides | ||
def update_collection( | ||
self, | ||
id: UUID, | ||
topic: OptionalArgument[str] = Unspecified(), | ||
name: OptionalArgument[str] = Unspecified(), | ||
dimension: OptionalArgument[Optional[int]] = Unspecified(), | ||
metadata: OptionalArgument[Optional[UpdateMetadata]] = Unspecified(), | ||
) -> None: | ||
write_topic = None | ||
if topic != Unspecified(): | ||
write_topic = cast(str, topic) | ||
|
||
write_name = None | ||
if name != Unspecified(): | ||
write_name = cast(str, name) | ||
|
||
write_dimension = None | ||
if dimension != Unspecified(): | ||
write_dimension = cast(Union[int, None], dimension) | ||
|
||
write_metadata = None | ||
if metadata != Unspecified(): | ||
write_metadata = cast(Union[UpdateMetadata, None], metadata) | ||
|
||
request = UpdateCollectionRequest( | ||
id=id.hex, | ||
topic=write_topic, | ||
name=write_name, | ||
dimension=write_dimension, | ||
metadata=to_proto_update_metadata(write_metadata) | ||
if write_metadata | ||
else None, | ||
) | ||
if metadata is None: | ||
request.ClearField("metadata") | ||
request.reset_metadata = True | ||
|
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self._sys_db_stub.UpdateCollection(request) | ||
|
||
def reset_and_wait_for_ready(self) -> None: | ||
self._sys_db_stub.ResetState(Empty(), wait_for_ready=True) |
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