From efba08530554bd3f4fd8be67d37d8026dc125183 Mon Sep 17 00:00:00 2001 From: MrPresent-Han Date: Fri, 27 Sep 2024 08:04:55 -0400 Subject: [PATCH] support mvcc and break-down-continue for iterator(#2278) Signed-off-by: MrPresent-Han --- examples/iterator.py | 17 +- pymilvus/client/abstract.py | 6 +- pymilvus/client/constants.py | 3 + pymilvus/client/grpc_handler.py | 14 +- pymilvus/client/ts_utils.py | 15 +- pymilvus/grpc_gen/milvus-proto | 2 +- pymilvus/grpc_gen/milvus_pb2.py | 528 +++++++++++++++---------------- pymilvus/grpc_gen/milvus_pb2.pyi | 12 +- pymilvus/grpc_gen/msg_pb2.py | 36 +-- pymilvus/grpc_gen/msg_pb2.pyi | 6 +- pymilvus/orm/constants.py | 3 + pymilvus/orm/iterator.py | 123 +++++-- 12 files changed, 440 insertions(+), 325 deletions(-) diff --git a/examples/iterator.py b/examples/iterator.py index 79fc6bfe6..973ef65ae 100644 --- a/examples/iterator.py +++ b/examples/iterator.py @@ -44,9 +44,8 @@ logging.getLogger().addHandler(console_handler) # Attach the handler to the root logger - -def re_create_collection(skip_data_period: bool): - if not skip_data_period: +def re_create_collection(prepare_new_data: bool): + if prepare_new_data: if utility.has_collection(COLLECTION_NAME) and CLEAR_EXIST: utility.drop_collection(COLLECTION_NAME) print(f"dropped existed collection{COLLECTION_NAME}") @@ -118,7 +117,8 @@ def query_iterate_collection_no_offset(collection): query_iterator = collection.query_iterator(expr=expr, output_fields=[USER_ID, AGE], offset=0, batch_size=5, consistency_level=CONSISTENCY_LEVEL, - reduce_stop_for_best="false", print_iterator_cursor=True) + reduce_stop_for_best="false", print_iterator_cursor=False, + iterator_cp_file="/tmp/it_cp") no_best_ids: set = set({}) page_idx = 0 while True: @@ -136,7 +136,8 @@ def query_iterate_collection_no_offset(collection): print("best---------------------------") query_iterator = collection.query_iterator(expr=expr, output_fields=[USER_ID, AGE], offset=0, batch_size=5, consistency_level=CONSISTENCY_LEVEL, - reduce_stop_for_best="true", print_iterator_cursor=True) + reduce_stop_for_best="true", print_iterator_cursor=False, iterator_cp_file="/tmp/it_cp") + best_ids: set = set({}) page_idx = 0 while True: @@ -239,10 +240,10 @@ def search_iterator_collection_with_limit(collection): def main(): - skip_data_period = True + prepare_new_data = True connections.connect("default", host=HOST, port=PORT) - collection = re_create_collection(skip_data_period) - if not skip_data_period: + collection = re_create_collection(prepare_new_data) + if prepare_new_data: collection = prepare_data(collection) query_iterate_collection_no_offset(collection) query_iterate_collection_with_offset(collection) diff --git a/pymilvus/client/abstract.py b/pymilvus/client/abstract.py index 2f628e523..4b509d9df 100644 --- a/pymilvus/client/abstract.py +++ b/pymilvus/client/abstract.py @@ -410,6 +410,7 @@ def __init__( res: schema_pb2.SearchResultData, round_decimal: Optional[int] = None, status: Optional[common_pb2.Status] = None, + session_ts: Optional[int] = 0, ): self._nq = res.num_queries all_topks = res.topks @@ -441,9 +442,12 @@ def __init__( Hits(topk, all_pks[start:end], all_scores[start:end], nq_th_fields, output_fields) ) nq_thres += topk - + self._session_ts = session_ts super().__init__(data) + def get_session_ts(self): + return self._session_ts + def get_fields_by_range( self, start: int, end: int, all_fields_data: List[schema_pb2.FieldData] ) -> Dict[str, Tuple[List[Any], schema_pb2.FieldData]]: diff --git a/pymilvus/client/constants.py b/pymilvus/client/constants.py index 65023d483..1aed48898 100644 --- a/pymilvus/client/constants.py +++ b/pymilvus/client/constants.py @@ -14,7 +14,10 @@ RANK_GROUP_SCORER = "rank_group_scorer" GROUP_STRICT_SIZE = "group_strict_size" ITERATOR_FIELD = "iterator" +ITERATOR_SESSION_TS_FIELD = "iterator_session_ts" PAGE_RETAIN_ORDER_FIELD = "page_retain_order" RANKER_TYPE_RRF = "rrf" RANKER_TYPE_WEIGHTED = "weighted" + +GUARANTEE_TIMESTAMP = "guarantee_timestamp" diff --git a/pymilvus/client/grpc_handler.py b/pymilvus/client/grpc_handler.py index 8991b50db..bd885bc0e 100644 --- a/pymilvus/client/grpc_handler.py +++ b/pymilvus/client/grpc_handler.py @@ -37,6 +37,7 @@ is_legal_host, is_legal_port, ) +from .constants import ITERATOR_SESSION_TS_FIELD from .prepare import Prepare from .types import ( BulkInsertState, @@ -733,8 +734,12 @@ def _execute_search( response = self._stub.Search(request, timeout=timeout) check_status(response.status) round_decimal = kwargs.get("round_decimal", -1) - return SearchResult(response.results, round_decimal, status=response.status) - + return SearchResult( + response.results, + round_decimal, + status=response.status, + session_ts=response.session_ts, + ) except Exception as e: if kwargs.get("_async", False): return SearchFuture(None, None, e) @@ -1554,7 +1559,10 @@ def query( response.fields_data, index, dynamic_fields ) results.append(entity_row_data) - return ExtraList(results, extra=get_cost_extra(response.status)) + + extra_dict = get_cost_extra(response.status) + extra_dict[ITERATOR_SESSION_TS_FIELD] = response.session_ts + return ExtraList(results, extra=extra_dict) @retry_on_rpc_failure() def load_balance( diff --git a/pymilvus/client/ts_utils.py b/pymilvus/client/ts_utils.py index c260aa4a8..78fc1309e 100644 --- a/pymilvus/client/ts_utils.py +++ b/pymilvus/client/ts_utils.py @@ -4,7 +4,7 @@ from pymilvus.grpc_gen import common_pb2 -from .constants import BOUNDED_TS, EVENTUALLY_TS +from .constants import BOUNDED_TS, EVENTUALLY_TS, GUARANTEE_TIMESTAMP, ITERATOR_FIELD from .singleton_utils import Singleton from .types import get_consistency_level from .utils import hybridts_to_unixtime @@ -75,26 +75,29 @@ def get_bounded_ts(): def construct_guarantee_ts(collection_name: str, kwargs: Dict): + if kwargs.get(ITERATOR_FIELD) is not None: + return True + consistency_level = kwargs.get("consistency_level") use_default = consistency_level is None if use_default: # in case of the default consistency is Customized or Session, # we set guarantee_timestamp to the cached mutation ts or 1 - kwargs["guarantee_timestamp"] = get_collection_ts(collection_name) or get_eventually_ts() + kwargs[GUARANTEE_TIMESTAMP] = get_collection_ts(collection_name) or get_eventually_ts() return True consistency_level = get_consistency_level(consistency_level) kwargs["consistency_level"] = consistency_level if consistency_level == ConsistencyLevel.Strong: # Milvus will assign a newest ts. - kwargs["guarantee_timestamp"] = 0 + kwargs[GUARANTEE_TIMESTAMP] = 0 elif consistency_level == ConsistencyLevel.Session: # Using the last write ts of the collection. # TODO: get a timestamp from server? - kwargs["guarantee_timestamp"] = get_collection_ts(collection_name) or get_eventually_ts() + kwargs[GUARANTEE_TIMESTAMP] = get_collection_ts(collection_name) or get_eventually_ts() elif consistency_level == ConsistencyLevel.Bounded: # Milvus will assign ts according to the server timestamp and a configured time interval - kwargs["guarantee_timestamp"] = get_bounded_ts() + kwargs[GUARANTEE_TIMESTAMP] = get_bounded_ts() else: # Users customize the consistency level, no modification on `guarantee_timestamp`. - kwargs.setdefault("guarantee_timestamp", get_eventually_ts()) + kwargs.setdefault(GUARANTEE_TIMESTAMP, get_eventually_ts()) return use_default diff --git a/pymilvus/grpc_gen/milvus-proto b/pymilvus/grpc_gen/milvus-proto index ef9b8fd69..0c23514e4 160000 --- a/pymilvus/grpc_gen/milvus-proto +++ b/pymilvus/grpc_gen/milvus-proto @@ -1 +1 @@ -Subproject commit ef9b8fd69497e5dc0c746057436b6411ede6f912 +Subproject commit 0c23514e4c3471333a1c2aa5a843b5474b71df9f diff --git a/pymilvus/grpc_gen/milvus_pb2.py b/pymilvus/grpc_gen/milvus_pb2.py index f9622e5f0..56f713772 100644 --- a/pymilvus/grpc_gen/milvus_pb2.py +++ b/pymilvus/grpc_gen/milvus_pb2.py @@ -20,7 +20,7 @@ from google.protobuf import descriptor_pb2 as 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\x01(\x0b\x32\x1e.milvus.proto.milvus.MilvusExtBm\n\x0eio.milvus.grpcB\x0bMilvusProtoP\x01Z4github.com/milvus-io/milvus-proto/go-api/v2/milvuspb\xa0\x01\x01\xaa\x02\x12Milvus.Client.Grpcb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -200,14 +200,14 @@ _globals['_MILVUSSERVICE'].methods_by_name['GetIndexState']._serialized_options = b'\210\002\001' _globals['_MILVUSSERVICE'].methods_by_name['GetIndexBuildProgress']._options = None _globals['_MILVUSSERVICE'].methods_by_name['GetIndexBuildProgress']._serialized_options = b'\210\002\001' - _globals['_SHOWTYPE']._serialized_start=26012 - _globals['_SHOWTYPE']._serialized_end=26049 - _globals['_OPERATEUSERROLETYPE']._serialized_start=26051 - _globals['_OPERATEUSERROLETYPE']._serialized_end=26115 - _globals['_OPERATEPRIVILEGETYPE']._serialized_start=26117 - _globals['_OPERATEPRIVILEGETYPE']._serialized_end=26162 - _globals['_QUOTASTATE']._serialized_start=26164 - _globals['_QUOTASTATE']._serialized_end=26257 + _globals['_SHOWTYPE']._serialized_start=26052 + _globals['_SHOWTYPE']._serialized_end=26089 + _globals['_OPERATEUSERROLETYPE']._serialized_start=26091 + _globals['_OPERATEUSERROLETYPE']._serialized_end=26155 + _globals['_OPERATEPRIVILEGETYPE']._serialized_start=26157 + _globals['_OPERATEPRIVILEGETYPE']._serialized_end=26202 + _globals['_QUOTASTATE']._serialized_start=26204 + _globals['_QUOTASTATE']._serialized_end=26297 _globals['_CREATEALIASREQUEST']._serialized_start=134 _globals['_CREATEALIASREQUEST']._serialized_end=275 _globals['_DROPALIASREQUEST']._serialized_start=277 @@ -315,259 +315,259 @@ _globals['_HITS']._serialized_start=9536 _globals['_HITS']._serialized_end=9589 _globals['_SEARCHRESULTS']._serialized_start=9592 - _globals['_SEARCHRESULTS']._serialized_end=9733 - _globals['_HYBRIDSEARCHREQUEST']._serialized_start=9736 - _globals['_HYBRIDSEARCHREQUEST']._serialized_end=10193 - _globals['_FLUSHREQUEST']._serialized_start=10195 - _globals['_FLUSHREQUEST']._serialized_end=10305 - _globals['_FLUSHRESPONSE']._serialized_start=10308 - _globals['_FLUSHRESPONSE']._serialized_end=11130 - _globals['_FLUSHRESPONSE_COLLSEGIDSENTRY']._serialized_start=10773 - _globals['_FLUSHRESPONSE_COLLSEGIDSENTRY']._serialized_end=10854 - _globals['_FLUSHRESPONSE_FLUSHCOLLSEGIDSENTRY']._serialized_start=10856 - _globals['_FLUSHRESPONSE_FLUSHCOLLSEGIDSENTRY']._serialized_end=10942 - _globals['_FLUSHRESPONSE_COLLSEALTIMESENTRY']._serialized_start=10944 - _globals['_FLUSHRESPONSE_COLLSEALTIMESENTRY']._serialized_end=10996 - _globals['_FLUSHRESPONSE_COLLFLUSHTSENTRY']._serialized_start=10998 - _globals['_FLUSHRESPONSE_COLLFLUSHTSENTRY']._serialized_end=11048 - _globals['_FLUSHRESPONSE_CHANNELCPSENTRY']._serialized_start=11050 - _globals['_FLUSHRESPONSE_CHANNELCPSENTRY']._serialized_end=11130 - _globals['_QUERYREQUEST']._serialized_start=11133 - _globals['_QUERYREQUEST']._serialized_end=11544 - 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_globals['_CREATEDATABASEREQUEST']._serialized_start=24551 + _globals['_CREATEDATABASEREQUEST']._serialized_end=24710 + _globals['_DROPDATABASEREQUEST']._serialized_start=24712 + _globals['_DROPDATABASEREQUEST']._serialized_end=24814 + _globals['_LISTDATABASESREQUEST']._serialized_start=24816 + _globals['_LISTDATABASESREQUEST']._serialized_end=24882 + _globals['_LISTDATABASESRESPONSE']._serialized_start=24884 + _globals['_LISTDATABASESRESPONSE']._serialized_end=24997 + _globals['_ALTERDATABASEREQUEST']._serialized_start=25000 + _globals['_ALTERDATABASEREQUEST']._serialized_end=25173 + _globals['_DESCRIBEDATABASEREQUEST']._serialized_start=25175 + _globals['_DESCRIBEDATABASEREQUEST']._serialized_end=25281 + _globals['_DESCRIBEDATABASERESPONSE']._serialized_start=25284 + _globals['_DESCRIBEDATABASERESPONSE']._serialized_end=25468 + _globals['_REPLICATEMESSAGEREQUEST']._serialized_start=25471 + _globals['_REPLICATEMESSAGEREQUEST']._serialized_end=25716 + _globals['_REPLICATEMESSAGERESPONSE']._serialized_start=25718 + _globals['_REPLICATEMESSAGERESPONSE']._serialized_end=25807 + _globals['_IMPORTAUTHPLACEHOLDER']._serialized_start=25809 + _globals['_IMPORTAUTHPLACEHOLDER']._serialized_end=25907 + _globals['_GETIMPORTPROGRESSAUTHPLACEHOLDER']._serialized_start=25909 + _globals['_GETIMPORTPROGRESSAUTHPLACEHOLDER']._serialized_end=25969 + _globals['_LISTIMPORTSAUTHPLACEHOLDER']._serialized_start=25971 + _globals['_LISTIMPORTSAUTHPLACEHOLDER']._serialized_end=26050 + _globals['_MILVUSSERVICE']._serialized_start=26300 + _globals['_MILVUSSERVICE']._serialized_end=35258 + _globals['_PROXYSERVICE']._serialized_start=35260 + _globals['_PROXYSERVICE']._serialized_end=35377 # @@protoc_insertion_point(module_scope) diff --git a/pymilvus/grpc_gen/milvus_pb2.pyi b/pymilvus/grpc_gen/milvus_pb2.pyi index 8e4fc1d4a..2906d1a32 100644 --- a/pymilvus/grpc_gen/milvus_pb2.pyi +++ b/pymilvus/grpc_gen/milvus_pb2.pyi @@ -791,14 +791,16 @@ class Hits(_message.Message): def __init__(self, IDs: _Optional[_Iterable[int]] = ..., row_data: _Optional[_Iterable[bytes]] = ..., scores: _Optional[_Iterable[float]] = ...) -> None: ... class SearchResults(_message.Message): - __slots__ = ("status", "results", "collection_name") + __slots__ = ("status", "results", "collection_name", "session_ts") STATUS_FIELD_NUMBER: _ClassVar[int] RESULTS_FIELD_NUMBER: _ClassVar[int] COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int] + SESSION_TS_FIELD_NUMBER: _ClassVar[int] status: _common_pb2.Status results: _schema_pb2.SearchResultData collection_name: str - def __init__(self, status: _Optional[_Union[_common_pb2.Status, _Mapping]] = ..., results: _Optional[_Union[_schema_pb2.SearchResultData, _Mapping]] = ..., collection_name: _Optional[str] = ...) -> None: ... + session_ts: int + def __init__(self, status: _Optional[_Union[_common_pb2.Status, _Mapping]] = ..., results: _Optional[_Union[_schema_pb2.SearchResultData, _Mapping]] = ..., collection_name: _Optional[str] = ..., session_ts: _Optional[int] = ...) -> None: ... class HybridSearchRequest(_message.Message): __slots__ = ("base", "db_name", "collection_name", "partition_names", "requests", "rank_params", "travel_timestamp", "guarantee_timestamp", "not_return_all_meta", "output_fields", "consistency_level", "use_default_consistency") @@ -920,16 +922,18 @@ class QueryRequest(_message.Message): def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., expr: _Optional[str] = ..., output_fields: _Optional[_Iterable[str]] = ..., partition_names: _Optional[_Iterable[str]] = ..., travel_timestamp: _Optional[int] = ..., guarantee_timestamp: _Optional[int] = ..., query_params: _Optional[_Iterable[_Union[_common_pb2.KeyValuePair, _Mapping]]] = ..., not_return_all_meta: bool = ..., consistency_level: _Optional[_Union[_common_pb2.ConsistencyLevel, str]] = ..., use_default_consistency: bool = ...) -> None: ... class QueryResults(_message.Message): - __slots__ = ("status", "fields_data", "collection_name", "output_fields") + __slots__ = ("status", "fields_data", "collection_name", "output_fields", "session_ts") STATUS_FIELD_NUMBER: _ClassVar[int] FIELDS_DATA_FIELD_NUMBER: _ClassVar[int] COLLECTION_NAME_FIELD_NUMBER: _ClassVar[int] OUTPUT_FIELDS_FIELD_NUMBER: _ClassVar[int] + SESSION_TS_FIELD_NUMBER: _ClassVar[int] status: _common_pb2.Status fields_data: _containers.RepeatedCompositeFieldContainer[_schema_pb2.FieldData] collection_name: str output_fields: _containers.RepeatedScalarFieldContainer[str] - def __init__(self, status: _Optional[_Union[_common_pb2.Status, _Mapping]] = ..., fields_data: _Optional[_Iterable[_Union[_schema_pb2.FieldData, _Mapping]]] = ..., collection_name: _Optional[str] = ..., output_fields: _Optional[_Iterable[str]] = ...) -> None: ... + session_ts: int + def __init__(self, status: _Optional[_Union[_common_pb2.Status, _Mapping]] = ..., fields_data: _Optional[_Iterable[_Union[_schema_pb2.FieldData, _Mapping]]] = ..., collection_name: _Optional[str] = ..., output_fields: _Optional[_Iterable[str]] = ..., session_ts: _Optional[int] = ...) -> None: ... class VectorIDs(_message.Message): __slots__ = ("collection_name", "field_name", "id_array", "partition_names") diff --git a/pymilvus/grpc_gen/msg_pb2.py b/pymilvus/grpc_gen/msg_pb2.py index 4492b9bb5..a7337fe5c 100644 --- a/pymilvus/grpc_gen/msg_pb2.py +++ b/pymilvus/grpc_gen/msg_pb2.py @@ -16,7 +16,7 @@ from . import schema_pb2 as schema__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\tmsg.proto\x12\x10milvus.proto.msg\x1a\x0c\x63ommon.proto\x1a\x0cschema.proto\"\xaa\x03\n\rInsertRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x11\n\tshardName\x18\x02 \x01(\t\x12\x0f\n\x07\x64\x62_name\x18\x03 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x04 \x01(\t\x12\x16\n\x0epartition_name\x18\x05 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x06 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x07 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x08 \x01(\x03\x12\x11\n\tsegmentID\x18\t \x01(\x03\x12\x12\n\ntimestamps\x18\n \x03(\x04\x12\x0e\n\x06rowIDs\x18\x0b \x03(\x03\x12+\n\x08row_data\x18\x0c \x03(\x0b\x32\x19.milvus.proto.common.Blob\x12\x33\n\x0b\x66ields_data\x18\r \x03(\x0b\x32\x1e.milvus.proto.schema.FieldData\x12\x10\n\x08num_rows\x18\x0e \x01(\x04\x12\x34\n\x07version\x18\x0f \x01(\x0e\x32#.milvus.proto.msg.InsertDataVersion\"\xbb\x02\n\rDeleteRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x11\n\tshardName\x18\x02 \x01(\t\x12\x0f\n\x07\x64\x62_name\x18\x03 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x04 \x01(\t\x12\x16\n\x0epartition_name\x18\x05 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x06 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x07 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x08 \x01(\x03\x12\x1a\n\x12int64_primary_keys\x18\t \x03(\x03\x12\x12\n\ntimestamps\x18\n \x03(\x04\x12\x10\n\x08num_rows\x18\x0b \x01(\x03\x12.\n\x0cprimary_keys\x18\x0c \x01(\x0b\x32\x18.milvus.proto.schema.IDs\"W\n\x0bMsgPosition\x12\x14\n\x0c\x63hannel_name\x18\x01 \x01(\t\x12\r\n\x05msgID\x18\x02 \x01(\x0c\x12\x10\n\x08msgGroup\x18\x03 \x01(\t\x12\x11\n\ttimestamp\x18\x04 \x01(\x04\"\x9f\x02\n\x17\x43reateCollectionRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x0f\n\x07\x64\x62_name\x18\x02 \x01(\t\x12\x16\n\x0e\x63ollectionName\x18\x03 \x01(\t\x12\x15\n\rpartitionName\x18\x04 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x05 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x06 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x07 \x01(\x03\x12\x0e\n\x06schema\x18\x08 \x01(\x0c\x12\x1b\n\x13virtualChannelNames\x18\t \x03(\t\x12\x1c\n\x14physicalChannelNames\x18\n \x03(\t\x12\x14\n\x0cpartitionIDs\x18\x0b \x03(\x03\"\x90\x01\n\x15\x44ropCollectionRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x0f\n\x07\x64\x62_name\x18\x02 \x01(\t\x12\x16\n\x0e\x63ollectionName\x18\x03 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x04 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x05 \x01(\x03\"\xbf\x01\n\x16\x43reatePartitionRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x0f\n\x07\x64\x62_name\x18\x02 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x03 \x01(\t\x12\x16\n\x0epartition_name\x18\x04 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x05 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x06 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x07 \x01(\x03\"\xbd\x01\n\x14\x44ropPartitionRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x0f\n\x07\x64\x62_name\x18\x02 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x03 \x01(\t\x12\x16\n\x0epartition_name\x18\x04 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x05 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x06 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x07 \x01(\x03\"9\n\x0bTimeTickMsg\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\"\x9f\x01\n\rDataNodeTtMsg\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x14\n\x0c\x63hannel_name\x18\x02 \x01(\t\x12\x11\n\ttimestamp\x18\x03 \x01(\x04\x12\x39\n\x0esegments_stats\x18\x04 \x03(\x0b\x32!.milvus.proto.common.SegmentStats*2\n\x11InsertDataVersion\x12\x0c\n\x08RowBased\x10\x00\x12\x0f\n\x0b\x43olumnBased\x10\x01\x42\x33Z1github.com/milvus-io/milvus-proto/go-api/v2/msgpbb\x06proto3') +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\tmsg.proto\x12\x10milvus.proto.msg\x1a\x0c\x63ommon.proto\x1a\x0cschema.proto\"\xaa\x03\n\rInsertRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x11\n\tshardName\x18\x02 \x01(\t\x12\x0f\n\x07\x64\x62_name\x18\x03 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x04 \x01(\t\x12\x16\n\x0epartition_name\x18\x05 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x06 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x07 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x08 \x01(\x03\x12\x11\n\tsegmentID\x18\t \x01(\x03\x12\x12\n\ntimestamps\x18\n \x03(\x04\x12\x0e\n\x06rowIDs\x18\x0b \x03(\x03\x12+\n\x08row_data\x18\x0c \x03(\x0b\x32\x19.milvus.proto.common.Blob\x12\x33\n\x0b\x66ields_data\x18\r \x03(\x0b\x32\x1e.milvus.proto.schema.FieldData\x12\x10\n\x08num_rows\x18\x0e \x01(\x04\x12\x34\n\x07version\x18\x0f \x01(\x0e\x32#.milvus.proto.msg.InsertDataVersion\"\xcf\x02\n\rDeleteRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x11\n\tshardName\x18\x02 \x01(\t\x12\x0f\n\x07\x64\x62_name\x18\x03 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x04 \x01(\t\x12\x16\n\x0epartition_name\x18\x05 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x06 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x07 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x08 \x01(\x03\x12\x1a\n\x12int64_primary_keys\x18\t \x03(\x03\x12\x12\n\ntimestamps\x18\n \x03(\x04\x12\x10\n\x08num_rows\x18\x0b \x01(\x03\x12.\n\x0cprimary_keys\x18\x0c \x01(\x0b\x32\x18.milvus.proto.schema.IDs\x12\x12\n\nsegment_id\x18\r \x01(\x03\"W\n\x0bMsgPosition\x12\x14\n\x0c\x63hannel_name\x18\x01 \x01(\t\x12\r\n\x05msgID\x18\x02 \x01(\x0c\x12\x10\n\x08msgGroup\x18\x03 \x01(\t\x12\x11\n\ttimestamp\x18\x04 \x01(\x04\"\x9f\x02\n\x17\x43reateCollectionRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x0f\n\x07\x64\x62_name\x18\x02 \x01(\t\x12\x16\n\x0e\x63ollectionName\x18\x03 \x01(\t\x12\x15\n\rpartitionName\x18\x04 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x05 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x06 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x07 \x01(\x03\x12\x0e\n\x06schema\x18\x08 \x01(\x0c\x12\x1b\n\x13virtualChannelNames\x18\t \x03(\t\x12\x1c\n\x14physicalChannelNames\x18\n \x03(\t\x12\x14\n\x0cpartitionIDs\x18\x0b \x03(\x03\"\x90\x01\n\x15\x44ropCollectionRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x0f\n\x07\x64\x62_name\x18\x02 \x01(\t\x12\x16\n\x0e\x63ollectionName\x18\x03 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x04 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x05 \x01(\x03\"\xbf\x01\n\x16\x43reatePartitionRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x0f\n\x07\x64\x62_name\x18\x02 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x03 \x01(\t\x12\x16\n\x0epartition_name\x18\x04 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x05 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x06 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x07 \x01(\x03\"\xbd\x01\n\x14\x44ropPartitionRequest\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x0f\n\x07\x64\x62_name\x18\x02 \x01(\t\x12\x17\n\x0f\x63ollection_name\x18\x03 \x01(\t\x12\x16\n\x0epartition_name\x18\x04 \x01(\t\x12\x0c\n\x04\x64\x62ID\x18\x05 \x01(\x03\x12\x14\n\x0c\x63ollectionID\x18\x06 \x01(\x03\x12\x13\n\x0bpartitionID\x18\x07 \x01(\x03\"9\n\x0bTimeTickMsg\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\"\x9f\x01\n\rDataNodeTtMsg\x12*\n\x04\x62\x61se\x18\x01 \x01(\x0b\x32\x1c.milvus.proto.common.MsgBase\x12\x14\n\x0c\x63hannel_name\x18\x02 \x01(\t\x12\x11\n\ttimestamp\x18\x03 \x01(\x04\x12\x39\n\x0esegments_stats\x18\x04 \x03(\x0b\x32!.milvus.proto.common.SegmentStats*2\n\x11InsertDataVersion\x12\x0c\n\x08RowBased\x10\x00\x12\x0f\n\x0b\x43olumnBased\x10\x01\x42\x33Z1github.com/milvus-io/milvus-proto/go-api/v2/msgpbb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -24,24 +24,24 @@ if _descriptor._USE_C_DESCRIPTORS == False: _globals['DESCRIPTOR']._options = None _globals['DESCRIPTOR']._serialized_options = b'Z1github.com/milvus-io/milvus-proto/go-api/v2/msgpb' - _globals['_INSERTDATAVERSION']._serialized_start=1939 - _globals['_INSERTDATAVERSION']._serialized_end=1989 + _globals['_INSERTDATAVERSION']._serialized_start=1959 + _globals['_INSERTDATAVERSION']._serialized_end=2009 _globals['_INSERTREQUEST']._serialized_start=60 _globals['_INSERTREQUEST']._serialized_end=486 _globals['_DELETEREQUEST']._serialized_start=489 - _globals['_DELETEREQUEST']._serialized_end=804 - _globals['_MSGPOSITION']._serialized_start=806 - _globals['_MSGPOSITION']._serialized_end=893 - _globals['_CREATECOLLECTIONREQUEST']._serialized_start=896 - _globals['_CREATECOLLECTIONREQUEST']._serialized_end=1183 - _globals['_DROPCOLLECTIONREQUEST']._serialized_start=1186 - _globals['_DROPCOLLECTIONREQUEST']._serialized_end=1330 - _globals['_CREATEPARTITIONREQUEST']._serialized_start=1333 - _globals['_CREATEPARTITIONREQUEST']._serialized_end=1524 - _globals['_DROPPARTITIONREQUEST']._serialized_start=1527 - _globals['_DROPPARTITIONREQUEST']._serialized_end=1716 - _globals['_TIMETICKMSG']._serialized_start=1718 - _globals['_TIMETICKMSG']._serialized_end=1775 - _globals['_DATANODETTMSG']._serialized_start=1778 - _globals['_DATANODETTMSG']._serialized_end=1937 + _globals['_DELETEREQUEST']._serialized_end=824 + _globals['_MSGPOSITION']._serialized_start=826 + _globals['_MSGPOSITION']._serialized_end=913 + _globals['_CREATECOLLECTIONREQUEST']._serialized_start=916 + _globals['_CREATECOLLECTIONREQUEST']._serialized_end=1203 + _globals['_DROPCOLLECTIONREQUEST']._serialized_start=1206 + _globals['_DROPCOLLECTIONREQUEST']._serialized_end=1350 + _globals['_CREATEPARTITIONREQUEST']._serialized_start=1353 + _globals['_CREATEPARTITIONREQUEST']._serialized_end=1544 + _globals['_DROPPARTITIONREQUEST']._serialized_start=1547 + _globals['_DROPPARTITIONREQUEST']._serialized_end=1736 + _globals['_TIMETICKMSG']._serialized_start=1738 + _globals['_TIMETICKMSG']._serialized_end=1795 + _globals['_DATANODETTMSG']._serialized_start=1798 + _globals['_DATANODETTMSG']._serialized_end=1957 # @@protoc_insertion_point(module_scope) diff --git a/pymilvus/grpc_gen/msg_pb2.pyi b/pymilvus/grpc_gen/msg_pb2.pyi index b3da2757c..f61f9488b 100644 --- a/pymilvus/grpc_gen/msg_pb2.pyi +++ b/pymilvus/grpc_gen/msg_pb2.pyi @@ -50,7 +50,7 @@ class InsertRequest(_message.Message): def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., shardName: _Optional[str] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., partition_name: _Optional[str] = ..., dbID: _Optional[int] = ..., collectionID: _Optional[int] = ..., partitionID: _Optional[int] = ..., segmentID: _Optional[int] = ..., timestamps: _Optional[_Iterable[int]] = ..., rowIDs: _Optional[_Iterable[int]] = ..., row_data: _Optional[_Iterable[_Union[_common_pb2.Blob, _Mapping]]] = ..., fields_data: _Optional[_Iterable[_Union[_schema_pb2.FieldData, _Mapping]]] = ..., num_rows: _Optional[int] = ..., version: _Optional[_Union[InsertDataVersion, str]] = ...) -> None: ... class DeleteRequest(_message.Message): - __slots__ = ("base", "shardName", "db_name", "collection_name", "partition_name", "dbID", "collectionID", "partitionID", "int64_primary_keys", "timestamps", "num_rows", "primary_keys") + __slots__ = ("base", "shardName", "db_name", "collection_name", "partition_name", "dbID", "collectionID", "partitionID", "int64_primary_keys", "timestamps", "num_rows", "primary_keys", "segment_id") BASE_FIELD_NUMBER: _ClassVar[int] SHARDNAME_FIELD_NUMBER: _ClassVar[int] DB_NAME_FIELD_NUMBER: _ClassVar[int] @@ -63,6 +63,7 @@ class DeleteRequest(_message.Message): TIMESTAMPS_FIELD_NUMBER: _ClassVar[int] NUM_ROWS_FIELD_NUMBER: _ClassVar[int] PRIMARY_KEYS_FIELD_NUMBER: _ClassVar[int] + SEGMENT_ID_FIELD_NUMBER: _ClassVar[int] base: _common_pb2.MsgBase shardName: str db_name: str @@ -75,7 +76,8 @@ class DeleteRequest(_message.Message): timestamps: _containers.RepeatedScalarFieldContainer[int] num_rows: int primary_keys: _schema_pb2.IDs - def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., shardName: _Optional[str] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., partition_name: _Optional[str] = ..., dbID: _Optional[int] = ..., collectionID: _Optional[int] = ..., partitionID: _Optional[int] = ..., int64_primary_keys: _Optional[_Iterable[int]] = ..., timestamps: _Optional[_Iterable[int]] = ..., num_rows: _Optional[int] = ..., primary_keys: _Optional[_Union[_schema_pb2.IDs, _Mapping]] = ...) -> None: ... + segment_id: int + def __init__(self, base: _Optional[_Union[_common_pb2.MsgBase, _Mapping]] = ..., shardName: _Optional[str] = ..., db_name: _Optional[str] = ..., collection_name: _Optional[str] = ..., partition_name: _Optional[str] = ..., dbID: _Optional[int] = ..., collectionID: _Optional[int] = ..., partitionID: _Optional[int] = ..., int64_primary_keys: _Optional[_Iterable[int]] = ..., timestamps: _Optional[_Iterable[int]] = ..., num_rows: _Optional[int] = ..., primary_keys: _Optional[_Union[_schema_pb2.IDs, _Mapping]] = ..., segment_id: _Optional[int] = ...) -> None: ... class MsgPosition(_message.Message): __slots__ = ("channel_name", "msgID", "msgGroup", "timestamp") diff --git a/pymilvus/orm/constants.py b/pymilvus/orm/constants.py index 642acdfb2..7d903bfd0 100644 --- a/pymilvus/orm/constants.py +++ b/pymilvus/orm/constants.py @@ -46,6 +46,7 @@ IS_PRIMARY = "is_primary" REDUCE_STOP_FOR_BEST = "reduce_stop_for_best" ITERATOR_FIELD = "iterator" +ITERATOR_SESSION_TS_FIELD = "iterator_session_ts" PRINT_ITERATOR_CURSOR = "print_iterator_cursor" DEFAULT_MAX_L2_DISTANCE = 99999999.0 DEFAULT_MIN_IP_DISTANCE = -99999999.0 @@ -59,3 +60,5 @@ DEFAULT_SEARCH_EXTENSION_RATE: int = 10 UNLIMITED: int = -1 MAX_TRY_TIME: int = 20 +GUARANTEE_TIMESTAMP = "guarantee_timestamp" +ITERATOR_SESSION_CP_FILE = "iterator_cp_file" diff --git a/pymilvus/orm/iterator.py b/pymilvus/orm/iterator.py index 33ed92b35..27217ba95 100644 --- a/pymilvus/orm/iterator.py +++ b/pymilvus/orm/iterator.py @@ -1,5 +1,6 @@ import logging from copy import deepcopy +from pathlib import Path from typing import Any, Dict, List, Optional, TypeVar, Union from pymilvus.client import entity_helper, utils @@ -21,9 +22,12 @@ DEFAULT_SEARCH_EXTENSION_RATE, EF, FIELDS, + GUARANTEE_TIMESTAMP, INT64_MAX, IS_PRIMARY, ITERATOR_FIELD, + ITERATOR_SESSION_CP_FILE, + ITERATOR_SESSION_TS_FIELD, MAX_BATCH_SIZE, MAX_FILTERED_IDS_COUNT_ITERATION, MAX_TRY_TIME, @@ -83,6 +87,7 @@ def __init__( self._partition_names = partition_names self._schema = schema self._timeout = timeout + self._session_ts = 0 self._kwargs = kwargs self._kwargs[ITERATOR_FIELD] = "True" self.__check_set_batch_size(batch_size) @@ -92,8 +97,48 @@ def __init__( self._returned_count = 0 self.__setup__pk_prop() self.__set_up_expr(expr) - self.__seek() + self._next_id = None self._cache_id_in_use = NO_CACHE_ID + self._cp_file_handler = None + self.__set_up_ts_cp() + self.__seek_to_offset() + + def __seek_to_offset(self): + offset = self._kwargs.get(OFFSET, 0) + if offset > 0: + seek_params = self._kwargs.copy() + seek_params[OFFSET] = 0 + seek_params[MILVUS_LIMIT] = offset + res = self._conn.query( + collection_name=self._collection_name, + expr=self._expr, + output_field=self._output_fields, + partition_name=self._partition_names, + timeout=self._timeout, + **seek_params, + ) + self.__update_cursor(res) + + def __init_cp_file_handler(self) -> bool: + mode = "w" + if Path(self._cp_file_path).exists(): + mode = "r+" + try: + self._cp_file_handler = Path(self._cp_file_path).open(mode) # noqa: SIM115 + except OSError as ose: + raise MilvusException( + message=f"Failed to open cp file for iterator:{self._cp_file_path}" + ) from ose + return mode == "r+" + + def __save_cp(self): + if self._need_save_cp: + self._cp_file_handler.seek(0) + self._cp_file_handler.truncate() + self._cp_file_handler.writelines(str(self._session_ts) + "\n") + if self._next_id is not None: + self._cp_file_handler.writelines(self._next_id) + self._cp_file_handler.flush() def __check_set_reduce_stop_for_best(self): if self._kwargs.get(REDUCE_STOP_FOR_BEST, True): @@ -118,27 +163,59 @@ def __set_up_expr(self, expr: str): else: self._expr = self._pk_field_name + " < " + str(INT64_MAX) - def __seek(self): - self._cache_id_in_use = NO_CACHE_ID - if self._kwargs.get(OFFSET, 0) == 0: - self._next_id = None - return - - first_cursor_kwargs = self._kwargs.copy() - first_cursor_kwargs[OFFSET] = 0 - # offset may be too large, needed to seek in multiple times - first_cursor_kwargs[MILVUS_LIMIT] = self._kwargs[OFFSET] - + def __setup_ts_by_request(self): + init_ts_kwargs = self._kwargs.copy() + init_ts_kwargs[OFFSET] = 0 + init_ts_kwargs[MILVUS_LIMIT] = 1 + # just to set up mvccTs for iterator, no need correct limit res = self._conn.query( collection_name=self._collection_name, expr=self._expr, output_field=self._output_fields, partition_name=self._partition_names, timeout=self._timeout, - **first_cursor_kwargs, + **init_ts_kwargs, ) - self.__update_cursor(res) - self._kwargs[OFFSET] = 0 + if res is not None and res.extra is not None: + self._session_ts = res.extra.get(ITERATOR_SESSION_TS_FIELD, 0) + self._kwargs[GUARANTEE_TIMESTAMP] = self._session_ts + else: + raise MilvusException(message="failed to set up mvccTs for query iterator") + + def __set_up_ts_cp(self): + self._cp_file_path = self._kwargs.get(ITERATOR_SESSION_CP_FILE, None) + # no input cp_file, set up mvccTs by query request + if self._cp_file_path is None: + self._need_save_cp = False + self.__setup_ts_by_request() + else: + self._need_save_cp = True + if not self.__init_cp_file_handler(): + # input cp file is empty, set up mvccTs by query request + self.__setup_ts_by_request() + self.__save_cp() + else: + # input cp file is not emtpy, init mvccTs by reading cp file + file_size = Path(self._cp_file_path).stat().st_size + if file_size > 1024: + raise ParamError( + message="input cp file is too large, exceeding 1kb, " + "this may be a incorrect configuration" + ) + lines = self._cp_file_handler.readlines() + line_count = len(lines) + if line_count > 2 or line_count < 1: + raise ParamError( + message=f"line number:{len(lines)} of input cp file is wrong, " + f"which should be one or two" + ) + try: + self._session_ts = int(lines[0]) + self._kwargs[GUARANTEE_TIMESTAMP] = self._session_ts + except ValueError as e: + raise ParamError(message=f"cannot parse input cp session_ts:{lines[0]}") from e + if line_count == 2: + self._next_id = lines[1].strip() def __maybe_cache(self, result: List): if len(result) < 2 * self._kwargs[BATCH_SIZE]: @@ -176,6 +253,7 @@ def next(self): ret = self.__check_reached_limit(ret) self.__update_cursor(ret) + self.__save_cp() self._returned_count += len(ret) return ret @@ -222,6 +300,8 @@ def __update_cursor(self, res: List) -> None: def close(self) -> None: # release cache in use iterator_cache.release_cache(self._cache_id_in_use) + if self._cp_file_handler is not None: + self._cp_file_handler.close() def metrics_positive_related(metrics: str) -> bool: @@ -236,12 +316,16 @@ class SearchPage(LoopBase): """Since we only support nq=1 in search iteration, so search iteration response should be different from raw response of search operation""" - def __init__(self, res: Hits): + def __init__(self, res: Hits, session_ts: Optional[int] = 0): super().__init__() + self._session_ts = session_ts self._results = [] if res is not None: self._results.append(res) + def get_session_ts(self): + return self._session_ts + def get_res(self): return self._results @@ -342,6 +426,10 @@ def __init__( def __init_search_iterator(self): init_page = self.__execute_next_search(self._param, self._expr, False) + self._session_ts = init_page.get_session_ts() + if self._session_ts <= 0: + raise MilvusException(message="failed to set up mvccTs for search iterator") + self._kwargs[GUARANTEE_TIMESTAMP] = self._session_ts if len(init_page) == 0: message = ( "Cannot init search iterator because init page contains no matched rows, " @@ -559,8 +647,7 @@ def __execute_next_search( schema=self._schema, **self._kwargs, ) - - return SearchPage(res[0]) + return SearchPage(res[0], res.get_session_ts()) # at present, the range_filter parameter means 'larger/less and equal', # so there would be vectors with same distances returned multiple times in different pages