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import logging |
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import time |
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import json |
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import ujson |
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import multiprocessing |
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from milvus.grpc_gen import milvus_pb2, milvus_pb2_grpc, status_pb2 |
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from milvus.client import types as Types |
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from milvus import MetricType |
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from mishards import (db, exceptions) |
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from mishards.grpc_utils import mark_grpc_method |
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from mishards.grpc_utils.grpc_args_parser import GrpcArgsParser as Parser |
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logger = logging.getLogger(__name__) |
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class ServiceHandler(milvus_pb2_grpc.MilvusServiceServicer): |
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MAX_NPROBE = 2048 |
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MAX_TOPK = 2048 |
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def __init__(self, tracer, router, max_workers=multiprocessing.cpu_count(), **kwargs): |
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self.collection_meta = {} |
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self.error_handlers = {} |
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self.tracer = tracer |
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self.router = router |
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self.max_workers = max_workers |
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def _reduce(self, source_ids, ids, source_diss, diss, k, reverse): |
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sort_f = (lambda x, y: x >= y) if reverse else (lambda x, y: x <= y) |
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if sort_f(source_diss[k - 1], diss[0]): |
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return source_ids, source_diss |
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if sort_f(diss[k - 1], source_diss[0]): |
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return ids, diss |
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source_diss.extend(diss) |
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diss_t = enumerate(source_diss) |
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diss_m_rst = sorted(diss_t, key=lambda x: x[1], reverse=reverse)[:k] |
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diss_m_out = [id_ for _, id_ in diss_m_rst] |
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source_ids.extend(ids) |
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id_m_out = [source_ids[i] for i, _ in diss_m_rst] |
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return id_m_out, diss_m_out |
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def _do_merge(self, files_n_topk_results, topk, reverse=False, **kwargs): |
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status = status_pb2.Status(error_code=status_pb2.SUCCESS, |
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reason="Success") |
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if not files_n_topk_results: |
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return status, [], [] |
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merge_id_results = [] |
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merge_dis_results = [] |
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calc_time = time.time() |
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for files_collection in files_n_topk_results: |
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if isinstance(files_collection, tuple): |
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status, _ = files_collection |
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return status, [], [] |
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if files_collection.status.error_code != 0: |
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return files_collection.status, [], [] |
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row_num = files_collection.row_num |
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# row_num is equal to 0, result is empty |
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if not row_num: |
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continue |
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ids = files_collection.ids |
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diss = files_collection.distances # distance collections |
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# TODO: batch_len is equal to topk, may need to compare with topk |
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batch_len = len(ids) // row_num |
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for row_index in range(row_num): |
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id_batch = ids[row_index * batch_len: (row_index + 1) * batch_len] |
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dis_batch = diss[row_index * batch_len: (row_index + 1) * batch_len] |
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if len(merge_id_results) < row_index: |
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raise ValueError("merge error") |
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elif len(merge_id_results) == row_index: |
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# TODO: may bug here |
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merge_id_results.append(id_batch) |
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merge_dis_results.append(dis_batch) |
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else: |
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merge_id_results[row_index], merge_dis_results[row_index] = \ |
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self._reduce(merge_id_results[row_index], id_batch, |
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merge_dis_results[row_index], dis_batch, |
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batch_len, |
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reverse) |
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calc_time = time.time() - calc_time |
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logger.info('Merge takes {}'.format(calc_time)) |
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id_mrege_list = [] |
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dis_mrege_list = [] |
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for id_results, dis_results in zip(merge_id_results, merge_dis_results): |
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id_mrege_list.extend(id_results) |
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dis_mrege_list.extend(dis_results) |
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return status, id_mrege_list, dis_mrege_list |
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def _do_query(self, |
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context, |
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collection_id, |
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collection_meta, |
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vectors, |
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topk, |
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search_params, |
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partition_tags=None, |
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**kwargs): |
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metadata = kwargs.get('metadata', None) |
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routing = {} |
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p_span = None if self.tracer.empty else context.get_active_span( |
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).context |
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with self.tracer.start_span('get_routing', child_of=p_span): |
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routing = self.router.routing(collection_id, |
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partition_tags=partition_tags, |
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metadata=metadata) |
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logger.info('Routing: {}'.format(routing)) |
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metadata = kwargs.get('metadata', None) |
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all_topk_results = [] |
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with self.tracer.start_span('do_search', child_of=p_span) as span: |
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if len(routing) == 0: |
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ft = self.router.connection().search(collection_id, topk, vectors, list(partition_tags), search_params, _async=True) |
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ret = ft.result(raw=True) |
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all_topk_results.append(ret) |
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else: |
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futures = [] |
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start = time.time() |
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for addr, files_tuple in routing.items(): |
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search_file_ids, ud_file_ids = files_tuple |
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if ud_file_ids: |
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logger.debug(f"<{addr}> needed update segment ids {ud_file_ids}") |
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conn = self.router.query_conn(addr, metadata=metadata) |
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ud_file_ids and conn.reload_segments(collection_id, ud_file_ids) |
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span = kwargs.get('span', None) |
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span = span if span else (None if self.tracer.empty else |
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context.get_active_span().context) |
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with self.tracer.start_span('search_{}'.format(addr), |
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child_of=span): |
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future = conn.search_in_segment(collection_name=collection_id, |
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file_ids=search_file_ids, |
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query_records=vectors, |
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top_k=topk, |
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params=search_params, _async=True) |
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futures.append(future) |
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for f in futures: |
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ret = f.result(raw=True) |
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all_topk_results.append(ret) |
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logger.debug("Search in routing {} cost {} s".format(routing, time.time() - start)) |
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reverse = collection_meta.metric_type == Types.MetricType.IP |
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with self.tracer.start_span('do_merge', child_of=p_span): |
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return self._do_merge(all_topk_results, |
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topk, |
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reverse=reverse, |
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metadata=metadata) |
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def _create_collection(self, collection_schema): |
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return self.router.connection().create_collection(collection_schema) |
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@mark_grpc_method |
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def CreateCollection(self, request, context): |
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_status, unpacks = Parser.parse_proto_CollectionSchema(request) |
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if not _status.OK(): |
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return status_pb2.Status(error_code=_status.code, |
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reason=_status.message) |
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_status, _collection_schema = unpacks |
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# if _status.error_code != 0: |
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# logging.warning('[CreateCollection] collection schema error occurred: {}'.format(_status)) |
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# return _status |
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logger.info('CreateCollection {}'.format(_collection_schema['collection_name'])) |
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_status = self._create_collection(_collection_schema) |
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return status_pb2.Status(error_code=_status.code, |
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reason=_status.message) |
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def _has_collection(self, collection_name, metadata=None): |
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return self.router.connection(metadata=metadata).has_collection(collection_name) |
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@mark_grpc_method |
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def HasCollection(self, request, context): |
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_status, _collection_name = Parser.parse_proto_CollectionName(request) |
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if not _status.OK(): |
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return milvus_pb2.BoolReply(status=status_pb2.Status( |
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error_code=_status.code, reason=_status.message), |
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bool_reply=False) |
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logger.info('HasCollection {}'.format(_collection_name)) |
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_status, _bool = self._has_collection(_collection_name, |
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metadata={'resp_class': milvus_pb2.BoolReply}) |
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return milvus_pb2.BoolReply(status=status_pb2.Status( |
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error_code=_status.code, reason=_status.message), |
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bool_reply=_bool) |
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@mark_grpc_method |
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def CreatePartition(self, request, context): |
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_collection_name, _tag = Parser.parse_proto_PartitionParam(request) |
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_status = self.router.connection().create_partition(_collection_name, _tag) |
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return status_pb2.Status(error_code=_status.code, |
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reason=_status.message) |
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@mark_grpc_method |
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def DropPartition(self, request, context): |
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_collection_name, _tag = Parser.parse_proto_PartitionParam(request) |
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_status = self.router.connection().drop_partition(_collection_name, _tag) |
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return status_pb2.Status(error_code=_status.code, |
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reason=_status.message) |
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@mark_grpc_method |
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def HasPartition(self, request, context): |
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_collection_name, _tag = Parser.parse_proto_PartitionParam(request) |
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_status, _ok = self.router.connection().has_partition(_collection_name, _tag) |
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return milvus_pb2.BoolReply(status=status_pb2.Status(error_code=_status.code, |
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reason=_status.message), bool_reply=_ok) |
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@mark_grpc_method |
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def ShowPartitions(self, request, context): |
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_status, _collection_name = Parser.parse_proto_CollectionName(request) |
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if not _status.OK(): |
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return milvus_pb2.PartitionList(status=status_pb2.Status( |
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error_code=_status.code, reason=_status.message), |
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partition_array=[]) |
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logger.info('ShowPartitions {}'.format(_collection_name)) |
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_status, partition_array = self.router.connection().list_partitions(_collection_name) |
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return milvus_pb2.PartitionList(status=status_pb2.Status( |
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error_code=_status.code, reason=_status.message), |
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partition_tag_array=[param.tag for param in partition_array]) |
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def _drop_collection(self, collection_name): |
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return self.router.connection().drop_collection(collection_name) |
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@mark_grpc_method |
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def DropCollection(self, request, context): |
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_status, _collection_name = Parser.parse_proto_CollectionName(request) |
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if not _status.OK(): |
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return status_pb2.Status(error_code=_status.code, |
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reason=_status.message) |
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logger.info('DropCollection {}'.format(_collection_name)) |
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_status = self._drop_collection(_collection_name) |
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return status_pb2.Status(error_code=_status.code, |
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reason=_status.message) |
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def _create_index(self, collection_name, index_type, param): |
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return self.router.connection().create_index(collection_name, index_type, param) |
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@mark_grpc_method |
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def CreateIndex(self, request, context): |
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_status, unpacks = Parser.parse_proto_IndexParam(request) |
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if not _status.OK(): |
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return status_pb2.Status(error_code=_status.code, |
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reason=_status.message) |
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_collection_name, _index_type, _index_param = unpacks |
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logger.info('CreateIndex {}'.format(_collection_name)) |
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282
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# TODO: interface create_collection incompleted |
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_status = self._create_index(_collection_name, _index_type, _index_param) |
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return status_pb2.Status(error_code=_status.code, |
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reason=_status.message) |
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288
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def _add_vectors(self, param, metadata=None): |
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return self.router.connection(metadata=metadata).insert( |
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None, None, insert_param=param) |
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292
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@mark_grpc_method |
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293
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def Insert(self, request, context): |
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logger.info('Insert') |
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295
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# TODO: Ths SDK interface add_vectors() could update, add a key 'row_id_array' |
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_status, _ids = self._add_vectors( |
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297
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metadata={'resp_class': milvus_pb2.VectorIds}, param=request) |
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298
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|
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return milvus_pb2.VectorIds(status=status_pb2.Status( |
|
299
|
|
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error_code=_status.code, reason=_status.message), |
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300
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vector_id_array=_ids) |
|
301
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302
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@mark_grpc_method |
|
303
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|
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def Search(self, request, context): |
|
304
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|
305
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|
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metadata = {'resp_class': milvus_pb2.TopKQueryResult} |
|
306
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307
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|
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collection_name = request.collection_name |
|
308
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|
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309
|
|
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topk = request.topk |
|
310
|
|
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|
311
|
|
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if len(request.extra_params) == 0: |
|
312
|
|
|
raise exceptions.SearchParamError(message="Search param loss", metadata=metadata) |
|
313
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params = ujson.loads(str(request.extra_params[0].value)) |
|
314
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|
|
|
315
|
|
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logger.info('Search {}: topk={} params={}'.format( |
|
316
|
|
|
collection_name, topk, params)) |
|
317
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|
|
|
|
318
|
|
|
# if nprobe > self.MAX_NPROBE or nprobe <= 0: |
|
319
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# raise exceptions.InvalidArgumentError( |
|
320
|
|
|
# message='Invalid nprobe: {}'.format(nprobe), metadata=metadata) |
|
321
|
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|
|
|
322
|
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|
# if topk > self.MAX_TOPK or topk <= 0: |
|
323
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|
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# raise exceptions.InvalidTopKError( |
|
324
|
|
|
# message='Invalid topk: {}'.format(topk), metadata=metadata) |
|
325
|
|
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|
|
326
|
|
|
collection_meta = self.collection_meta.get(collection_name, None) |
|
327
|
|
|
|
|
328
|
|
|
if not collection_meta: |
|
329
|
|
|
status, info = self.router.connection( |
|
330
|
|
|
metadata=metadata).get_collection_info(collection_name) |
|
331
|
|
|
if not status.OK(): |
|
332
|
|
|
raise exceptions.CollectionNotFoundError(collection_name, |
|
333
|
|
|
metadata=metadata) |
|
334
|
|
|
|
|
335
|
|
|
self.collection_meta[collection_name] = info |
|
336
|
|
|
collection_meta = info |
|
337
|
|
|
|
|
338
|
|
|
start = time.time() |
|
339
|
|
|
|
|
340
|
|
|
query_record_array = [] |
|
341
|
|
|
if int(collection_meta.metric_type) >= MetricType.HAMMING.value: |
|
342
|
|
|
for query_record in request.query_record_array: |
|
343
|
|
|
query_record_array.append(bytes(query_record.binary_data)) |
|
344
|
|
|
else: |
|
345
|
|
|
for query_record in request.query_record_array: |
|
346
|
|
|
query_record_array.append(list(query_record.float_data)) |
|
347
|
|
|
|
|
348
|
|
|
status, id_results, dis_results = self._do_query(context, |
|
349
|
|
|
collection_name, |
|
350
|
|
|
collection_meta, |
|
351
|
|
|
query_record_array, |
|
352
|
|
|
topk, |
|
353
|
|
|
params, |
|
354
|
|
|
partition_tags=getattr(request, "partition_tag_array", []), |
|
355
|
|
|
metadata=metadata) |
|
356
|
|
|
|
|
357
|
|
|
now = time.time() |
|
358
|
|
|
logger.info('SearchVector takes: {}'.format(now - start)) |
|
359
|
|
|
|
|
360
|
|
|
topk_result_list = milvus_pb2.TopKQueryResult( |
|
361
|
|
|
status=status_pb2.Status(error_code=status.error_code, |
|
362
|
|
|
reason=status.reason), |
|
363
|
|
|
row_num=len(request.query_record_array) if len(id_results) else 0, |
|
364
|
|
|
ids=id_results, |
|
365
|
|
|
distances=dis_results) |
|
366
|
|
|
return topk_result_list |
|
367
|
|
|
|
|
368
|
|
|
@mark_grpc_method |
|
369
|
|
|
def SearchInFiles(self, request, context): |
|
370
|
|
|
raise NotImplemented() |
|
371
|
|
|
|
|
372
|
|
|
# @mark_grpc_method |
|
373
|
|
|
# def SearchByID(self, request, context): |
|
374
|
|
|
# metadata = {'resp_class': milvus_pb2.TopKQueryResult} |
|
375
|
|
|
# |
|
376
|
|
|
# collection_name = request.collection_name |
|
377
|
|
|
# |
|
378
|
|
|
# topk = request.topk |
|
379
|
|
|
# |
|
380
|
|
|
# if len(request.extra_params) == 0: |
|
381
|
|
|
# raise exceptions.SearchParamError(message="Search param loss", metadata=metadata) |
|
382
|
|
|
# params = ujson.loads(str(request.extra_params[0].value)) |
|
383
|
|
|
# |
|
384
|
|
|
# logger.info('Search {}: topk={} params={}'.format( |
|
385
|
|
|
# collection_name, topk, params)) |
|
386
|
|
|
# |
|
387
|
|
|
# if topk > self.MAX_TOPK or topk <= 0: |
|
388
|
|
|
# raise exceptions.InvalidTopKError( |
|
389
|
|
|
# message='Invalid topk: {}'.format(topk), metadata=metadata) |
|
390
|
|
|
# |
|
391
|
|
|
# collection_meta = self.collection_meta.get(collection_name, None) |
|
392
|
|
|
# |
|
393
|
|
|
# if not collection_meta: |
|
394
|
|
|
# status, info = self.router.connection( |
|
395
|
|
|
# metadata=metadata).describe_collection(collection_name) |
|
396
|
|
|
# if not status.OK(): |
|
397
|
|
|
# raise exceptions.CollectionNotFoundError(collection_name, |
|
398
|
|
|
# metadata=metadata) |
|
399
|
|
|
# |
|
400
|
|
|
# self.collection_meta[collection_name] = info |
|
401
|
|
|
# collection_meta = info |
|
402
|
|
|
# |
|
403
|
|
|
# start = time.time() |
|
404
|
|
|
# |
|
405
|
|
|
# query_record_array = [] |
|
406
|
|
|
# if int(collection_meta.metric_type) >= MetricType.HAMMING.value: |
|
407
|
|
|
# for query_record in request.query_record_array: |
|
408
|
|
|
# query_record_array.append(bytes(query_record.binary_data)) |
|
409
|
|
|
# else: |
|
410
|
|
|
# for query_record in request.query_record_array: |
|
411
|
|
|
# query_record_array.append(list(query_record.float_data)) |
|
412
|
|
|
# |
|
413
|
|
|
# partition_tags = getattr(request, "partition_tag_array", []) |
|
414
|
|
|
# ids = getattr(request, "id_array", []) |
|
415
|
|
|
# search_result = self.router.connection(metadata=metadata).search_by_ids(collection_name, ids, topk, partition_tags, params) |
|
416
|
|
|
# # status, id_results, dis_results = self._do_query(context, |
|
417
|
|
|
# # collection_name, |
|
418
|
|
|
# # collection_meta, |
|
419
|
|
|
# # query_record_array, |
|
420
|
|
|
# # topk, |
|
421
|
|
|
# # params, |
|
422
|
|
|
# # partition_tags=getattr(request, "partition_tag_array", []), |
|
423
|
|
|
# # metadata=metadata) |
|
424
|
|
|
# |
|
425
|
|
|
# now = time.time() |
|
426
|
|
|
# logger.info('SearchVector takes: {}'.format(now - start)) |
|
427
|
|
|
# return search_result |
|
428
|
|
|
# # |
|
429
|
|
|
# # topk_result_list = milvus_pb2.TopKQueryResult( |
|
430
|
|
|
# # status=status_pb2.Status(error_code=status.error_code, |
|
431
|
|
|
# # reason=status.reason), |
|
432
|
|
|
# # row_num=len(request.query_record_array) if len(id_results) else 0, |
|
433
|
|
|
# # ids=id_results, |
|
434
|
|
|
# # distances=dis_results) |
|
435
|
|
|
# # return topk_result_list |
|
436
|
|
|
# # raise NotImplemented() |
|
437
|
|
|
|
|
438
|
|
|
def _describe_collection(self, collection_name, metadata=None): |
|
439
|
|
|
return self.router.connection(metadata=metadata).get_collection_info(collection_name) |
|
440
|
|
|
|
|
441
|
|
|
@mark_grpc_method |
|
442
|
|
|
def DescribeCollection(self, request, context): |
|
443
|
|
|
_status, _collection_name = Parser.parse_proto_CollectionName(request) |
|
444
|
|
|
|
|
445
|
|
|
if not _status.OK(): |
|
446
|
|
|
return milvus_pb2.CollectionSchema(status=status_pb2.Status( |
|
447
|
|
|
error_code=_status.code, reason=_status.message), ) |
|
448
|
|
|
|
|
449
|
|
|
metadata = {'resp_class': milvus_pb2.CollectionSchema} |
|
450
|
|
|
|
|
451
|
|
|
logger.info('DescribeCollection {}'.format(_collection_name)) |
|
452
|
|
|
_status, _collection = self._describe_collection(metadata=metadata, |
|
453
|
|
|
collection_name=_collection_name) |
|
454
|
|
|
|
|
455
|
|
|
if _status.OK(): |
|
456
|
|
|
return milvus_pb2.CollectionSchema( |
|
457
|
|
|
collection_name=_collection_name, |
|
458
|
|
|
index_file_size=_collection.index_file_size, |
|
459
|
|
|
dimension=_collection.dimension, |
|
460
|
|
|
metric_type=_collection.metric_type, |
|
461
|
|
|
status=status_pb2.Status(error_code=_status.code, |
|
462
|
|
|
reason=_status.message), |
|
463
|
|
|
) |
|
464
|
|
|
|
|
465
|
|
|
return milvus_pb2.CollectionSchema( |
|
466
|
|
|
collection_name=_collection_name, |
|
467
|
|
|
status=status_pb2.Status(error_code=_status.code, |
|
468
|
|
|
reason=_status.message), |
|
469
|
|
|
) |
|
470
|
|
|
|
|
471
|
|
|
def _collection_info(self, collection_name, metadata=None): |
|
472
|
|
|
return self.router.connection(metadata=metadata).get_collection_stats(collection_name) |
|
473
|
|
|
|
|
474
|
|
|
@mark_grpc_method |
|
475
|
|
|
def ShowCollectionInfo(self, request, context): |
|
476
|
|
|
_status, _collection_name = Parser.parse_proto_CollectionName(request) |
|
477
|
|
|
|
|
478
|
|
|
if not _status.OK(): |
|
479
|
|
|
return milvus_pb2.CollectionInfo(status=status_pb2.Status( |
|
480
|
|
|
error_code=_status.code, reason=_status.message), ) |
|
481
|
|
|
|
|
482
|
|
|
metadata = {'resp_class': milvus_pb2.CollectionInfo} |
|
483
|
|
|
|
|
484
|
|
|
_status, _info = self._collection_info(metadata=metadata, collection_name=_collection_name) |
|
485
|
|
|
_info_str = ujson.dumps(_info) |
|
486
|
|
|
|
|
487
|
|
|
if _status.OK(): |
|
488
|
|
|
return milvus_pb2.CollectionInfo( |
|
489
|
|
|
status=status_pb2.Status(error_code=_status.code, |
|
490
|
|
|
reason=_status.message), |
|
491
|
|
|
json_info=_info_str |
|
492
|
|
|
) |
|
493
|
|
|
|
|
494
|
|
|
return milvus_pb2.CollectionInfo( |
|
495
|
|
|
status=status_pb2.Status(error_code=_status.code, |
|
496
|
|
|
reason=_status.message), |
|
497
|
|
|
) |
|
498
|
|
|
|
|
499
|
|
|
def _count_collection(self, collection_name, metadata=None): |
|
500
|
|
|
return self.router.connection( |
|
501
|
|
|
metadata=metadata).count_entities(collection_name) |
|
502
|
|
|
|
|
503
|
|
|
@mark_grpc_method |
|
504
|
|
|
def CountCollection(self, request, context): |
|
505
|
|
|
_status, _collection_name = Parser.parse_proto_CollectionName(request) |
|
506
|
|
|
|
|
507
|
|
|
if not _status.OK(): |
|
508
|
|
|
status = status_pb2.Status(error_code=_status.code, |
|
509
|
|
|
reason=_status.message) |
|
510
|
|
|
|
|
511
|
|
|
return milvus_pb2.CollectionRowCount(status=status) |
|
512
|
|
|
|
|
513
|
|
|
logger.info('CountCollection {}'.format(_collection_name)) |
|
514
|
|
|
|
|
515
|
|
|
metadata = {'resp_class': milvus_pb2.CollectionRowCount} |
|
516
|
|
|
_status, _count = self._count_collection(_collection_name, metadata=metadata) |
|
517
|
|
|
|
|
518
|
|
|
return milvus_pb2.CollectionRowCount( |
|
519
|
|
|
status=status_pb2.Status(error_code=_status.code, |
|
520
|
|
|
reason=_status.message), |
|
521
|
|
|
collection_row_count=_count if isinstance(_count, int) else -1) |
|
522
|
|
|
|
|
523
|
|
|
def _get_server_version(self, metadata=None): |
|
524
|
|
|
return self.router.connection(metadata=metadata).server_version() |
|
525
|
|
|
|
|
526
|
|
|
def _cmd(self, cmd, metadata=None): |
|
527
|
|
|
return self.router.connection(metadata=metadata)._cmd(cmd) |
|
528
|
|
|
|
|
529
|
|
|
@mark_grpc_method |
|
530
|
|
|
def Cmd(self, request, context): |
|
531
|
|
|
_status, _cmd = Parser.parse_proto_Command(request) |
|
532
|
|
|
logger.info('Cmd: {}'.format(_cmd)) |
|
533
|
|
|
|
|
534
|
|
|
if not _status.OK(): |
|
535
|
|
|
return milvus_pb2.StringReply(status=status_pb2.Status( |
|
536
|
|
|
error_code=_status.code, reason=_status.message)) |
|
537
|
|
|
|
|
538
|
|
|
metadata = {'resp_class': milvus_pb2.StringReply} |
|
539
|
|
|
|
|
540
|
|
|
if _cmd == 'conn_stats': |
|
541
|
|
|
stats = self.router.readonly_topo.stats() |
|
542
|
|
|
return milvus_pb2.StringReply(status=status_pb2.Status( |
|
543
|
|
|
error_code=status_pb2.SUCCESS), |
|
544
|
|
|
string_reply=json.dumps(stats, indent=2)) |
|
545
|
|
|
|
|
546
|
|
|
# if _cmd == 'version': |
|
547
|
|
|
# _status, _reply = self._get_server_version(metadata=metadata) |
|
548
|
|
|
# else: |
|
549
|
|
|
# _status, _reply = self.router.connection( |
|
550
|
|
|
# metadata=metadata).server_status() |
|
551
|
|
|
_status, _reply = self._cmd(_cmd, metadata=metadata) |
|
552
|
|
|
|
|
553
|
|
|
return milvus_pb2.StringReply(status=status_pb2.Status( |
|
554
|
|
|
error_code=_status.code, reason=_status.message), |
|
555
|
|
|
string_reply=_reply) |
|
556
|
|
|
|
|
557
|
|
|
def _show_collections(self, metadata=None): |
|
558
|
|
|
return self.router.connection(metadata=metadata).list_collections() |
|
559
|
|
|
|
|
560
|
|
|
@mark_grpc_method |
|
561
|
|
|
def ShowCollections(self, request, context): |
|
562
|
|
|
logger.info('ShowCollections') |
|
563
|
|
|
metadata = {'resp_class': milvus_pb2.CollectionName} |
|
564
|
|
|
_status, _results = self._show_collections(metadata=metadata) |
|
565
|
|
|
|
|
566
|
|
|
return milvus_pb2.CollectionNameList(status=status_pb2.Status( |
|
567
|
|
|
error_code=_status.code, reason=_status.message), |
|
568
|
|
|
collection_names=_results) |
|
569
|
|
|
|
|
570
|
|
|
def _preload_collection(self, collection_name, partition_tags): |
|
571
|
|
|
return self.router.connection().load_collection(collection_name, partition_tags) |
|
572
|
|
|
|
|
573
|
|
|
@mark_grpc_method |
|
574
|
|
|
def PreloadCollection(self, request, context): |
|
575
|
|
|
_status, _pack = Parser.parse_proto_PreloadCollectionParam(request) |
|
576
|
|
|
|
|
577
|
|
|
if not _status.OK(): |
|
578
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
579
|
|
|
reason=_status.message) |
|
580
|
|
|
|
|
581
|
|
|
_collection_name, _partition_tags = _pack |
|
582
|
|
|
|
|
583
|
|
|
logger.info('PreloadCollection {} | {}'.format(_collection_name, _partition_tags)) |
|
584
|
|
|
_status = self._preload_collection(_collection_name, _partition_tags) |
|
585
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
586
|
|
|
reason=_status.message) |
|
587
|
|
|
|
|
588
|
|
|
def ReloadSegments(self, request, context): |
|
589
|
|
|
raise NotImplementedError("Not implemented in mishards") |
|
590
|
|
|
|
|
591
|
|
|
def _describe_index(self, collection_name, metadata=None): |
|
592
|
|
|
return self.router.connection(metadata=metadata).get_index_info(collection_name) |
|
593
|
|
|
|
|
594
|
|
|
@mark_grpc_method |
|
595
|
|
|
def DescribeIndex(self, request, context): |
|
596
|
|
|
_status, _collection_name = Parser.parse_proto_CollectionName(request) |
|
597
|
|
|
|
|
598
|
|
|
if not _status.OK(): |
|
599
|
|
|
return milvus_pb2.IndexParam(status=status_pb2.Status( |
|
600
|
|
|
error_code=_status.code, reason=_status.message)) |
|
601
|
|
|
|
|
602
|
|
|
metadata = {'resp_class': milvus_pb2.IndexParam} |
|
603
|
|
|
|
|
604
|
|
|
logger.info('DescribeIndex {}'.format(_collection_name)) |
|
605
|
|
|
_status, _index_param = self._describe_index(collection_name=_collection_name, |
|
606
|
|
|
metadata=metadata) |
|
607
|
|
|
|
|
608
|
|
|
if not _index_param: |
|
609
|
|
|
return milvus_pb2.IndexParam(status=status_pb2.Status( |
|
610
|
|
|
error_code=_status.code, reason=_status.message)) |
|
611
|
|
|
|
|
612
|
|
|
_index_type = _index_param._index_type |
|
613
|
|
|
|
|
614
|
|
|
grpc_index = milvus_pb2.IndexParam(status=status_pb2.Status( |
|
615
|
|
|
error_code=_status.code, reason=_status.message), |
|
616
|
|
|
collection_name=_collection_name, index_type=_index_type) |
|
617
|
|
|
|
|
618
|
|
|
grpc_index.extra_params.add(key='params', value=ujson.dumps(_index_param._params)) |
|
619
|
|
|
return grpc_index |
|
620
|
|
|
|
|
621
|
|
|
def _get_vectors_by_id(self, collection_name, ids, metadata): |
|
622
|
|
|
return self.router.connection(metadata=metadata).get_entity_by_id(collection_name, ids) |
|
623
|
|
|
|
|
624
|
|
|
@mark_grpc_method |
|
625
|
|
|
def GetVectorsByID(self, request, context): |
|
626
|
|
|
_status, unpacks = Parser.parse_proto_VectorIdentity(request) |
|
627
|
|
|
if not _status.OK(): |
|
628
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
629
|
|
|
reason=_status.message) |
|
630
|
|
|
|
|
631
|
|
|
metadata = {'resp_class': milvus_pb2.VectorsData} |
|
632
|
|
|
|
|
633
|
|
|
_collection_name, _ids = unpacks |
|
634
|
|
|
logger.info('GetVectorByID {}'.format(_collection_name)) |
|
635
|
|
|
_status, vectors = self._get_vectors_by_id(_collection_name, _ids, metadata) |
|
636
|
|
|
_rpc_status = status_pb2.Status(error_code=_status.code, reason=_status.message) |
|
637
|
|
|
if not vectors: |
|
638
|
|
|
return milvus_pb2.VectorsData(status=_rpc_status, ) |
|
639
|
|
|
|
|
640
|
|
|
if len(vectors) == 0: |
|
641
|
|
|
return milvus_pb2.VectorsData(status=_rpc_status, vectors_data=[]) |
|
642
|
|
|
if isinstance(vectors[0], bytes): |
|
643
|
|
|
records = [milvus_pb2.RowRecord(binary_data=v) for v in vectors] |
|
644
|
|
|
else: |
|
645
|
|
|
records = [milvus_pb2.RowRecord(float_data=v) for v in vectors] |
|
646
|
|
|
|
|
647
|
|
|
response = milvus_pb2.VectorsData(status=_rpc_status) |
|
648
|
|
|
response.vectors_data.extend(records) |
|
649
|
|
|
return response |
|
650
|
|
|
|
|
651
|
|
|
def _get_vector_ids(self, collection_name, segment_name, metadata): |
|
652
|
|
|
return self.router.connection(metadata=metadata).list_id_in_segment(collection_name, segment_name) |
|
653
|
|
|
|
|
654
|
|
|
@mark_grpc_method |
|
655
|
|
|
def GetVectorIDs(self, request, context): |
|
656
|
|
|
_status, unpacks = Parser.parse_proto_GetVectorIDsParam(request) |
|
657
|
|
|
|
|
658
|
|
|
if not _status.OK(): |
|
659
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
660
|
|
|
reason=_status.message) |
|
661
|
|
|
|
|
662
|
|
|
metadata = {'resp_class': milvus_pb2.VectorIds} |
|
663
|
|
|
|
|
664
|
|
|
_collection_name, _segment_name = unpacks |
|
665
|
|
|
logger.info('GetVectorIDs {}'.format(_collection_name)) |
|
666
|
|
|
_status, ids = self._get_vector_ids(_collection_name, _segment_name, metadata) |
|
667
|
|
|
|
|
668
|
|
|
if not ids: |
|
669
|
|
|
return milvus_pb2.VectorIds(status=status_pb2.Status( |
|
670
|
|
|
error_code=_status.code, reason=_status.message), ) |
|
671
|
|
|
|
|
672
|
|
|
return milvus_pb2.VectorIds(status=status_pb2.Status( |
|
673
|
|
|
error_code=_status.code, reason=_status.message), |
|
674
|
|
|
vector_id_array=ids |
|
675
|
|
|
) |
|
676
|
|
|
|
|
677
|
|
|
def _delete_by_id(self, collection_name, id_array): |
|
678
|
|
|
return self.router.connection().delete_entity_by_id(collection_name, id_array) |
|
679
|
|
|
|
|
680
|
|
|
@mark_grpc_method |
|
681
|
|
|
def DeleteByID(self, request, context): |
|
682
|
|
|
_status, unpacks = Parser.parse_proto_DeleteByIDParam(request) |
|
683
|
|
|
|
|
684
|
|
|
if not _status.OK(): |
|
685
|
|
|
logging.error('DeleteByID {}'.format(_status.message)) |
|
686
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
687
|
|
|
reason=_status.message) |
|
688
|
|
|
|
|
689
|
|
|
_collection_name, _ids = unpacks |
|
690
|
|
|
logger.info('DeleteByID {}'.format(_collection_name)) |
|
691
|
|
|
_status = self._delete_by_id(_collection_name, _ids) |
|
692
|
|
|
|
|
693
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
694
|
|
|
reason=_status.message) |
|
695
|
|
|
|
|
696
|
|
|
def _drop_index(self, collection_name): |
|
697
|
|
|
return self.router.connection().drop_index(collection_name) |
|
698
|
|
|
|
|
699
|
|
|
@mark_grpc_method |
|
700
|
|
|
def DropIndex(self, request, context): |
|
701
|
|
|
_status, _collection_name = Parser.parse_proto_CollectionName(request) |
|
702
|
|
|
|
|
703
|
|
|
if not _status.OK(): |
|
704
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
705
|
|
|
reason=_status.message) |
|
706
|
|
|
|
|
707
|
|
|
logger.info('DropIndex {}'.format(_collection_name)) |
|
708
|
|
|
_status = self._drop_index(_collection_name) |
|
709
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
710
|
|
|
reason=_status.message) |
|
711
|
|
|
|
|
712
|
|
|
def _flush(self, collection_names): |
|
713
|
|
|
return self.router.connection().flush(collection_names) |
|
714
|
|
|
|
|
715
|
|
|
@mark_grpc_method |
|
716
|
|
|
def Flush(self, request, context): |
|
717
|
|
|
_status, _collection_names = Parser.parse_proto_FlushParam(request) |
|
718
|
|
|
|
|
719
|
|
|
if not _status.OK(): |
|
720
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
721
|
|
|
reason=_status.message) |
|
722
|
|
|
|
|
723
|
|
|
logger.info('Flush {}'.format(_collection_names)) |
|
724
|
|
|
_status = self._flush(_collection_names) |
|
725
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
726
|
|
|
reason=_status.message) |
|
727
|
|
|
|
|
728
|
|
|
def _compact(self, collection_name): |
|
729
|
|
|
return self.router.connection().compact(collection_name) |
|
730
|
|
|
|
|
731
|
|
|
@mark_grpc_method |
|
732
|
|
|
def Compact(self, request, context): |
|
733
|
|
|
_status, _collection_name = Parser.parse_proto_CollectionName(request) |
|
734
|
|
|
|
|
735
|
|
|
if not _status.OK(): |
|
736
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
737
|
|
|
reason=_status.message) |
|
738
|
|
|
|
|
739
|
|
|
logger.info('Compact {}'.format(_collection_name)) |
|
740
|
|
|
_status = self._compact(_collection_name) |
|
741
|
|
|
return status_pb2.Status(error_code=_status.code, |
|
742
|
|
|
reason=_status.message) |
|
743
|
|
|
|