diff --git a/engine/clients/milvus/config.py b/engine/clients/milvus/config.py index 48d26ed3..0c4da2ea 100644 --- a/engine/clients/milvus/config.py +++ b/engine/clients/milvus/config.py @@ -1,10 +1,15 @@ -from pymilvus import DataType +import os + +from pymilvus import DataType, connections from engine.base_client.distances import Distance MILVUS_COLLECTION_NAME = "Benchmark" MILVUS_DEFAULT_ALIAS = "bench" MILVUS_DEFAULT_PORT = "19530" +MILVUS_PASS = os.getenv("MILVUS_PASS", "") +MILVUS_USER = os.getenv("MILVUS_USER", "") +MILVUS_PORT = os.getenv("MILVUS_PORT", MILVUS_DEFAULT_PORT) DISTANCE_MAPPING = { Distance.L2: "L2", @@ -25,3 +30,22 @@ DataType.FLOAT: 0.0, DataType.DOUBLE: 0.0, } + + +def get_milvus_client(connection_params: dict, host: str, alias: str): + h = "" + uri = "" + if host.startswith("http"): + uri = host + else: + h = host + client = connections.connect( + alias=alias, + host=h, + uri=uri, + port=MILVUS_PORT, + user=MILVUS_USER, + password=MILVUS_PASS, + **connection_params + ) + return client diff --git a/engine/clients/milvus/configure.py b/engine/clients/milvus/configure.py index 85f2c774..ac3e5c48 100644 --- a/engine/clients/milvus/configure.py +++ b/engine/clients/milvus/configure.py @@ -1,11 +1,4 @@ -from pymilvus import ( - Collection, - CollectionSchema, - DataType, - FieldSchema, - MilvusException, - connections, -) +from pymilvus import Collection, CollectionSchema, DataType, FieldSchema from pymilvus.exceptions import DataTypeNotSupportException from pymilvus.orm import utility @@ -17,7 +10,7 @@ DTYPE_EXTRAS, MILVUS_COLLECTION_NAME, MILVUS_DEFAULT_ALIAS, - MILVUS_DEFAULT_PORT, + get_milvus_client, ) @@ -32,20 +25,18 @@ class MilvusConfigurator(BaseConfigurator): def __init__(self, host, collection_params: dict, connection_params: dict): super().__init__(host, collection_params, connection_params) - self.client = connections.connect( - alias=MILVUS_DEFAULT_ALIAS, - host=host, - port=str(connection_params.get("port", MILVUS_DEFAULT_PORT)), - **connection_params, - ) + self.client = get_milvus_client(connection_params, host, MILVUS_DEFAULT_ALIAS) print("established connection") def clean(self): - try: + if utility.has_collection(MILVUS_COLLECTION_NAME, using=MILVUS_DEFAULT_ALIAS): + print("dropping collection named {MILVUS_COLLECTION_NAME}...") utility.drop_collection(MILVUS_COLLECTION_NAME, using=MILVUS_DEFAULT_ALIAS) + print("dropped collection named {MILVUS_COLLECTION_NAME}...") + assert ( utility.has_collection(MILVUS_COLLECTION_NAME, using=MILVUS_DEFAULT_ALIAS) - except MilvusException: - pass + is False + ) def recreate(self, dataset: Dataset, collection_params): idx = FieldSchema( diff --git a/engine/clients/milvus/search.py b/engine/clients/milvus/search.py index 1694fc37..a4204146 100644 --- a/engine/clients/milvus/search.py +++ b/engine/clients/milvus/search.py @@ -9,7 +9,7 @@ DISTANCE_MAPPING, MILVUS_COLLECTION_NAME, MILVUS_DEFAULT_ALIAS, - MILVUS_DEFAULT_PORT, + get_milvus_client, ) from engine.clients.milvus.parser import MilvusConditionParser @@ -23,12 +23,7 @@ class MilvusSearcher(BaseSearcher): @classmethod def init_client(cls, host, distance, connection_params: dict, search_params: dict): - cls.client = connections.connect( - alias=MILVUS_DEFAULT_ALIAS, - host=host, - port=str(connection_params.get("port", MILVUS_DEFAULT_PORT)), - **connection_params - ) + cls.client = get_milvus_client(connection_params, host, MILVUS_DEFAULT_ALIAS) cls.collection = Collection(MILVUS_COLLECTION_NAME, using=MILVUS_DEFAULT_ALIAS) cls.search_params = search_params cls.distance = DISTANCE_MAPPING[distance] diff --git a/engine/clients/milvus/upload.py b/engine/clients/milvus/upload.py index 8c3768e1..032a0987 100644 --- a/engine/clients/milvus/upload.py +++ b/engine/clients/milvus/upload.py @@ -1,12 +1,9 @@ +import logging import multiprocessing as mp from typing import List -from pymilvus import ( - Collection, - MilvusException, - connections, - wait_for_index_building_complete, -) +import backoff +from pymilvus import Collection, MilvusException, wait_for_index_building_complete from dataset_reader.base_reader import Record from engine.base_client.upload import BaseUploader @@ -15,7 +12,7 @@ DTYPE_DEFAULT, MILVUS_COLLECTION_NAME, MILVUS_DEFAULT_ALIAS, - MILVUS_DEFAULT_PORT, + get_milvus_client, ) @@ -31,12 +28,7 @@ def get_mp_start_method(cls): @classmethod def init_client(cls, host, distance, connection_params, upload_params): - cls.client = connections.connect( - alias=MILVUS_DEFAULT_ALIAS, - host=host, - port=str(connection_params.get("port", MILVUS_DEFAULT_PORT)), - **connection_params - ) + cls.client = get_milvus_client(connection_params, host, MILVUS_DEFAULT_ALIAS) cls.collection = Collection(MILVUS_COLLECTION_NAME, using=MILVUS_DEFAULT_ALIAS) cls.upload_params = upload_params cls.distance = DISTANCE_MAPPING[distance] @@ -61,7 +53,13 @@ def upload_batch(cls, batch: List[Record]): for record in batch: ids.append(record.id) vectors.append(record.vector) + cls.upload_with_backoff(field_values, ids, vectors) + @classmethod + @backoff.on_exception( + backoff.expo, MilvusException, max_time=600, backoff_log_level=logging.WARN + ) + def upload_with_backoff(cls, field_values, ids, vectors): cls.collection.insert([ids, vectors] + field_values) @classmethod diff --git a/experiments/configurations/milvus-single-node.json b/experiments/configurations/milvus-single-node.json index bffc0a1c..175965ef 100644 --- a/experiments/configurations/milvus-single-node.json +++ b/experiments/configurations/milvus-single-node.json @@ -5,19 +5,30 @@ "connection_params": {}, "collection_params": {}, "search_params": [ - { "parallel": 1, "config": { "ef": 128 } }, { "parallel": 1, "config": { "ef": 256 } }, { "parallel": 1, "config": { "ef": 512 } }, - { "parallel": 100, "config": { "ef": 128 } }, { "parallel": 100, "config": { "ef": 256 } }, { "parallel": 100, "config": { "ef": 512 } } + { "parallel": 1, "params": { "ef": 64 } }, { "parallel": 1, "params": { "ef": 128 } }, { "parallel": 1, "params": { "ef": 256 } }, { "parallel": 1, "params": { "ef": 512 } }, + { "parallel": 100, "params": { "ef": 64 } }, { "parallel": 100, "params": { "ef": 128 } }, { "parallel": 100, "params": { "ef": 256 } }, { "parallel": 100, "params": { "ef": 512 } } ], "upload_params": { "parallel": 16, "index_params": { "efConstruction": 100, "M": 16 } } }, + { + "name": "milvus-m-16-ef-64", + "engine": "milvus", + "connection_params": {}, + "collection_params": {}, + "search_params": [ + { "parallel": 1, "params": { "ef": 64 } }, { "parallel": 1, "params": { "ef": 128 } }, { "parallel": 1, "params": { "ef": 256 } }, { "parallel": 1, "params": { "ef": 512 } }, + { "parallel": 100, "params": { "ef": 64 } }, { "parallel": 100, "params": { "ef": 128 } }, { "parallel": 100, "params": { "ef": 256 } }, { "parallel": 100, "params": { "ef": 512 } } + ], + "upload_params": { "parallel": 16, "index_params": { "efConstruction": 64, "M": 16 } } + }, { "name": "milvus-m-16-ef-128", "engine": "milvus", "connection_params": {}, "collection_params": {}, "search_params": [ - { "parallel": 1, "config": { "ef": 128 } }, { "parallel": 1, "config": { "ef": 256 } }, { "parallel": 1, "config": { "ef": 512 } }, - { "parallel": 100, "config": { "ef": 128 } }, { "parallel": 100, "config": { "ef": 256 } }, { "parallel": 100, "config": { "ef": 512 } } + { "parallel": 1, "params": { "ef": 64 } }, { "parallel": 1, "params": { "ef": 128 } }, { "parallel": 1, "params": { "ef": 256 } }, { "parallel": 1, "params": { "ef": 512 } }, + { "parallel": 100, "params": { "ef": 64 } }, { "parallel": 100, "params": { "ef": 128 } }, { "parallel": 100, "params": { "ef": 256 } }, { "parallel": 100, "params": { "ef": 512 } } ], "upload_params": { "parallel": 16, "index_params": { "efConstruction": 128, "M": 16 } } }, @@ -27,8 +38,8 @@ "connection_params": {}, "collection_params": {}, "search_params": [ - { "parallel": 1, "config": { "ef": 128 } }, { "parallel": 1, "config": { "ef": 256 } }, { "parallel": 1, "config": { "ef": 512 } }, - { "parallel": 100, "config": { "ef": 128 } }, { "parallel": 100, "config": { "ef": 256 } }, { "parallel": 100, "config": { "ef": 512 } } + { "parallel": 1, "params": { "ef": 64 } }, { "parallel": 1, "params": { "ef": 128 } }, { "parallel": 1, "params": { "ef": 256 } }, { "parallel": 1, "params": { "ef": 512 } }, + { "parallel": 100, "params": { "ef": 64 } }, { "parallel": 100, "params": { "ef": 128 } }, { "parallel": 100, "params": { "ef": 256 } }, { "parallel": 100, "params": { "ef": 512 } } ], "upload_params": { "parallel": 16, "index_params": { "efConstruction": 128, "M": 32 } } }, @@ -38,8 +49,8 @@ "connection_params": {}, "collection_params": {}, "search_params": [ - { "parallel": 1, "config": { "ef": 128 } }, { "parallel": 1, "config": { "ef": 256 } }, { "parallel": 1, "config": { "ef": 512 } }, - { "parallel": 100, "config": { "ef": 128 } }, { "parallel": 100, "config": { "ef": 256 } }, { "parallel": 100, "config": { "ef": 512 } } + { "parallel": 1, "params": { "ef": 64 } }, { "parallel": 1, "params": { "ef": 128 } }, { "parallel": 1, "params": { "ef": 256 } }, { "parallel": 1, "params": { "ef": 512 } }, + { "parallel": 100, "params": { "ef": 64 } }, { "parallel": 100, "params": { "ef": 128 } }, { "parallel": 100, "params": { "ef": 256 } }, { "parallel": 100, "params": { "ef": 512 } } ], "upload_params": { "parallel": 16, "index_params": { "efConstruction": 256, "M": 32 } } }, @@ -49,8 +60,8 @@ "connection_params": {}, "collection_params": {}, "search_params": [ - { "parallel": 1, "config": { "ef": 128 } }, { "parallel": 1, "config": { "ef": 256 } }, { "parallel": 1, "config": { "ef": 512 } }, - { "parallel": 100, "config": { "ef": 128 } }, { "parallel": 100, "config": { "ef": 256 } }, { "parallel": 100, "config": { "ef": 512 } } + { "parallel": 1, "params": { "ef": 64 } }, { "parallel": 1, "params": { "ef": 128 } }, { "parallel": 1, "params": { "ef": 256 } }, { "parallel": 1, "params": { "ef": 512 } }, + { "parallel": 100, "params": { "ef": 64 } }, { "parallel": 100, "params": { "ef": 128 } }, { "parallel": 100, "params": { "ef": 256 } }, { "parallel": 100, "params": { "ef": 512 } } ], "upload_params": { "parallel": 16, "index_params": { "efConstruction": 512, "M": 32 } } }, @@ -60,8 +71,8 @@ "connection_params": {}, "collection_params": {}, "search_params": [ - 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