mirror of
https://gitee.com/milvus-io/milvus.git
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423 lines
16 KiB
Python
423 lines
16 KiB
Python
import logging
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import time
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import datetime
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from contextlib import contextmanager
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from collections import defaultdict
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from sqlalchemy import and_
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from concurrent.futures import ThreadPoolExecutor
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from milvus.grpc_gen import milvus_pb2, milvus_pb2_grpc, status_pb2
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from milvus.grpc_gen.milvus_pb2 import TopKQueryResult
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from milvus.client import types
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from mishards import (db, settings, exceptions)
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from mishards.grpc_utils.grpc_args_parser import GrpcArgsParser as Parser
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from mishards.models import Tables, TableFiles
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from mishards.hash_ring import HashRing
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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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def __init__(self, conn_mgr, *args, **kwargs):
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self.conn_mgr = conn_mgr
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self.table_meta = {}
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@property
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def connection(self):
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conn = self.conn_mgr.conn('WOSERVER')
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if conn:
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conn.on_connect()
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return conn.conn
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def query_conn(self, name):
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conn = self.conn_mgr.conn(name)
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if not conn:
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raise exceptions.ConnectionNotFoundError(name)
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conn.on_connect()
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return conn.conn
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def _format_date(self, start, end):
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return ((start.year-1900)*10000 + (start.month-1)*100 + start.day
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, (end.year-1900)*10000 + (end.month-1)*100 + end.day)
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def _range_to_date(self, range_obj):
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try:
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start = datetime.datetime.strptime(range_obj.start_date, '%Y-%m-%d')
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end = datetime.datetime.strptime(range_obj.end_date, '%Y-%m-%d')
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assert start >= end
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except (ValueError, AssertionError):
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raise exceptions.InvalidRangeError('Invalid time range: {} {}'.format(
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range_obj.start_date, range_obj.end_date
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))
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return self._format_date(start, end)
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def _get_routing_file_ids(self, table_id, range_array):
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table = db.Session.query(Tables).filter(and_(
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Tables.table_id==table_id,
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Tables.state!=Tables.TO_DELETE
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)).first()
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if not table:
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raise exceptions.TableNotFoundError(table_id)
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files = table.files_to_search(range_array)
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servers = self.conn_mgr.conn_names
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logger.info('Available servers: {}'.format(servers))
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ring = HashRing(servers)
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routing = {}
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for f in files:
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target_host = ring.get_node(str(f.id))
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sub = routing.get(target_host, None)
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if not sub:
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routing[target_host] = {
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'table_id': table_id,
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'file_ids': []
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}
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routing[target_host]['file_ids'].append(str(f.id))
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return routing
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def _do_merge(self, files_n_topk_results, topk, reverse=False):
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if not files_n_topk_results:
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return []
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request_results = defaultdict(list)
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calc_time = time.time()
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for files_collection in files_n_topk_results:
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for request_pos, each_request_results in enumerate(files_collection.topk_query_result):
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request_results[request_pos].extend(each_request_results.query_result_arrays)
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request_results[request_pos] = sorted(request_results[request_pos], key=lambda x: x.distance,
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reverse=reverse)[:topk]
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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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results = sorted(request_results.items())
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topk_query_result = []
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for result in results:
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query_result = TopKQueryResult(query_result_arrays=result[1])
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topk_query_result.append(query_result)
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return topk_query_result
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def _do_query(self, table_id, table_meta, vectors, topk, nprobe, range_array=None, **kwargs):
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range_array = [self._range_to_date(r) for r in range_array] if range_array else None
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routing = self._get_routing_file_ids(table_id, range_array)
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logger.info('Routing: {}'.format(routing))
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rs = []
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all_topk_results = []
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workers = settings.SEARCH_WORKER_SIZE
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def search(addr, query_params, vectors, topk, nprobe, **kwargs):
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logger.info('Send Search Request: addr={};params={};nq={};topk={};nprobe={}'.format(
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addr, query_params, len(vectors), topk, nprobe
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))
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conn = self.query_conn(addr)
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start = time.time()
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ret = conn.search_vectors_in_files(table_name=query_params['table_id'],
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file_ids=query_params['file_ids'],
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query_records=vectors,
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top_k=topk,
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nprobe=nprobe,
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lazy=True)
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end = time.time()
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logger.info('search_vectors_in_files takes: {}'.format(end - start))
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all_topk_results.append(ret)
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with ThreadPoolExecutor(max_workers=workers) as pool:
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for addr, params in routing.items():
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res = pool.submit(search, addr, params, vectors, topk, nprobe)
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rs.append(res)
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for res in rs:
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res.result()
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reverse = table_meta.metric_type == types.MetricType.IP
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return self._do_merge(all_topk_results, topk, reverse=reverse)
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def CreateTable(self, request, context):
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_status, _table_schema = Parser.parse_proto_TableSchema(request)
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if not _status.OK():
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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logger.info('CreateTable {}'.format(_table_schema['table_name']))
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_status = self.connection.create_table(_table_schema)
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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def HasTable(self, request, context):
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_status, _table_name = Parser.parse_proto_TableName(request)
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if not _status.OK():
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return milvus_pb2.BoolReply(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message),
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bool_reply=False
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)
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logger.info('HasTable {}'.format(_table_name))
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_bool = self.connection.has_table(_table_name)
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return milvus_pb2.BoolReply(
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status=status_pb2.Status(error_code=status_pb2.SUCCESS, reason="OK"),
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bool_reply=_bool
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)
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def DropTable(self, request, context):
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_status, _table_name = Parser.parse_proto_TableName(request)
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if not _status.OK():
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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logger.info('DropTable {}'.format(_table_name))
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_status = self.connection.delete_table(_table_name)
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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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, reason=_status.message)
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_table_name, _index = unpacks
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logger.info('CreateIndex {}'.format(_table_name))
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# TODO: interface create_table incompleted
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_status = self.connection.create_index(_table_name, _index)
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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def Insert(self, request, context):
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logger.info('Insert')
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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.connection.add_vectors(None, None, insert_param=request)
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return milvus_pb2.VectorIds(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message),
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vector_id_array=_ids
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)
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def Search(self, request, context):
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table_name = request.table_name
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topk = request.topk
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nprobe = request.nprobe
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logger.info('Search {}: topk={} nprobe={}'.format(table_name, topk, nprobe))
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if nprobe > self.MAX_NPROBE or nprobe <= 0:
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raise exceptions.GRPCInvlidArgument('Invalid nprobe: {}'.format(nprobe))
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table_meta = self.table_meta.get(table_name, None)
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if not table_meta:
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status, info = self.connection.describe_table(table_name)
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if not status.OK():
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raise exceptions.TableNotFoundError(table_name)
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self.table_meta[table_name] = info
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table_meta = info
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start = time.time()
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query_record_array = []
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for query_record in request.query_record_array:
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query_record_array.append(list(query_record.vector_data))
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query_range_array = []
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for query_range in request.query_range_array:
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query_range_array.append(
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Range(query_range.start_value, query_range.end_value))
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# except (TableNotFoundException, exceptions.GRPCInvlidArgument) as exc:
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# return milvus_pb2.TopKQueryResultList(
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# status=status_pb2.Status(error_code=exc.code, reason=exc.message)
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# )
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# except Exception as e:
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# return milvus_pb2.TopKQueryResultList(
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# status=status_pb2.Status(error_code=status_pb2.UNEXPECTED_ERROR, reason=str(e))
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# )
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results = self._do_query(table_name, table_meta, query_record_array, topk,
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nprobe, query_range_array)
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# try:
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# results = workflow.query_vectors(table_name, table_meta, query_record_array, topk,
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# nprobe, query_range_array)
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# except (exceptions.GRPCQueryInvalidRangeException, TableNotFoundException) as exc:
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# return milvus_pb2.TopKQueryResultList(
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# status=status_pb2.Status(error_code=exc.code, reason=exc.message)
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# )
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# except exceptions.ServiceNotFoundException as exc:
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# return milvus_pb2.TopKQueryResultList(
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# status=status_pb2.Status(error_code=status_pb2.UNEXPECTED_ERROR, reason=exc.message)
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# )
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# except Exception as e:
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# logger.error(e)
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# results = workflow.query_vectors(table_name, table_meta, query_record_array,
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# topk, nprobe, query_range_array)
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now = time.time()
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logger.info('SearchVector takes: {}'.format(now - start))
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topk_result_list = milvus_pb2.TopKQueryResultList(
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status=status_pb2.Status(error_code=status_pb2.SUCCESS, reason="Success"),
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topk_query_result=results
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)
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return topk_result_list
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def SearchInFiles(self, request, context):
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raise NotImplemented()
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def DescribeTable(self, request, context):
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_status, _table_name = Parser.parse_proto_TableName(request)
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if not _status.OK():
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table_name = milvus_pb2.TableName(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message)
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)
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return milvus_pb2.TableSchema(
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table_name=table_name
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)
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logger.info('DescribeTable {}'.format(_table_name))
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_status, _table = self.connection.describe_table(_table_name)
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if _status.OK():
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_grpc_table_name = milvus_pb2.TableName(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message),
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table_name=_table.table_name
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)
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return milvus_pb2.TableSchema(
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table_name=_grpc_table_name,
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index_file_size=_table.index_file_size,
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dimension=_table.dimension,
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metric_type=_table.metric_type
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)
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return milvus_pb2.TableSchema(
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table_name=milvus_pb2.TableName(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message)
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)
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)
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def CountTable(self, request, context):
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_status, _table_name = Parser.parse_proto_TableName(request)
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if not _status.OK():
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status = status_pb2.Status(error_code=_status.code, reason=_status.message)
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return milvus_pb2.TableRowCount(
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status=status
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)
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logger.info('CountTable {}'.format(_table_name))
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_status, _count = self.connection.get_table_row_count(_table_name)
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return milvus_pb2.TableRowCount(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message),
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table_row_count=_count if isinstance(_count, int) else -1)
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def Cmd(self, request, context):
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_status, _cmd = Parser.parse_proto_Command(request)
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logger.info('Cmd: {}'.format(_cmd))
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if not _status.OK():
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return milvus_pb2.StringReply(
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status_pb2.Status(error_code=_status.code, reason=_status.message)
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)
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if _cmd == 'version':
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_status, _reply = self.connection.server_version()
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else:
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_status, _reply = self.connection.server_status()
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return milvus_pb2.StringReply(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message),
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string_reply=_reply
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)
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def ShowTables(self, request, context):
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logger.info('ShowTables')
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_status, _results = self.connection.show_tables()
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if not _status.OK():
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_results = []
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for _result in _results:
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yield milvus_pb2.TableName(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message),
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table_name=_result
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)
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def DeleteByRange(self, request, context):
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_status, unpacks = \
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Parser.parse_proto_DeleteByRangeParam(request)
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if not _status.OK():
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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_table_name, _start_date, _end_date = unpacks
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logger.info('DeleteByRange {}: {} {}'.format(_table_name, _start_date, _end_date))
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_status = self.connection.delete_vectors_by_range(_table_name, _start_date, _end_date)
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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def PreloadTable(self, request, context):
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_status, _table_name = Parser.parse_proto_TableName(request)
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if not _status.OK():
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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logger.info('PreloadTable {}'.format(_table_name))
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_status = self.connection.preload_table(_table_name)
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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def DescribeIndex(self, request, context):
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_status, _table_name = Parser.parse_proto_TableName(request)
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if not _status.OK():
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return milvus_pb2.IndexParam(
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table_name=milvus_pb2.TableName(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message)
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)
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)
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logger.info('DescribeIndex {}'.format(_table_name))
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_status, _index_param = self.connection.describe_index(_table_name)
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_index = milvus_pb2.Index(index_type=_index_param._index_type, nlist=_index_param._nlist)
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_tablename = milvus_pb2.TableName(
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status=status_pb2.Status(error_code=_status.code, reason=_status.message),
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table_name=_table_name)
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return milvus_pb2.IndexParam(table_name=_tablename, index=_index)
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def DropIndex(self, request, context):
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_status, _table_name = Parser.parse_proto_TableName(request)
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if not _status.OK():
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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logger.info('DropIndex {}'.format(_table_name))
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_status = self.connection.drop_index(_table_name)
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return status_pb2.Status(error_code=_status.code, reason=_status.message)
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