vector-db-benchmark/engine/clients/client_factory.py at master · qdrant/vector-db-benchmark · GitHub

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from abc import ABC
from typing import List, Type

from engine.base_client.client import (
    BaseClient,
    BaseConfigurator,
    BaseSearcher,
    BaseUploader,
)
from engine.clients.elasticsearch import (
    ElasticConfigurator,
    ElasticSearcher,
    ElasticUploader,
)
from engine.clients.milvus import MilvusConfigurator, MilvusSearcher, MilvusUploader
from engine.clients.opensearch import (
    OpenSearchConfigurator,
    OpenSearchSearcher,
    OpenSearchUploader,
)
from engine.clients.pgvector import (
    PgVectorConfigurator,
    PgVectorSearcher,
    PgVectorUploader,
)
from engine.clients.qdrant import QdrantConfigurator, QdrantSearcher, QdrantUploader
from engine.clients.qdrant_hybrid import (
    QdrantHybridConfigurator,
    QdrantHybridSearcher,
    QdrantHybridUploader,
)
from engine.clients.qdrant_native import (
    QdrantNativeConfigurator,
    QdrantNativeSearcher,
    QdrantNativeUploader,
)
from engine.clients.redis import RedisConfigurator, RedisSearcher, RedisUploader
from engine.clients.weaviate import (
    WeaviateConfigurator,
    WeaviateSearcher,
    WeaviateUploader,
)

ENGINE_CONFIGURATORS = {
    "qdrant": QdrantConfigurator,
    "qdrant_native": QdrantNativeConfigurator,
    "qdrant_hybrid": QdrantHybridConfigurator,
    "weaviate": WeaviateConfigurator,
    "milvus": MilvusConfigurator,
    "elasticsearch": ElasticConfigurator,
    "opensearch": OpenSearchConfigurator,
    "redis": RedisConfigurator,
    "pgvector": PgVectorConfigurator,
}

ENGINE_UPLOADERS = {
    "qdrant": QdrantUploader,
    "qdrant_native": QdrantNativeUploader,
    "qdrant_hybrid": QdrantHybridUploader,
    "weaviate": WeaviateUploader,
    "milvus": MilvusUploader,
    "elasticsearch": ElasticUploader,
    "opensearch": OpenSearchUploader,
    "redis": RedisUploader,
    "pgvector": PgVectorUploader,
}

ENGINE_SEARCHERS = {
    "qdrant": QdrantSearcher,
    "qdrant_native": QdrantNativeSearcher,
    "qdrant_hybrid": QdrantHybridSearcher,
    "weaviate": WeaviateSearcher,
    "milvus": MilvusSearcher,
    "elasticsearch": ElasticSearcher,
    "opensearch": OpenSearchSearcher,
    "redis": RedisSearcher,
    "pgvector": PgVectorSearcher,
}


class ClientFactory(ABC):
    def __init__(self, host):
        self.host = host
        self.engine = None

    def _create_configurator(self, experiment) -> BaseConfigurator:
        self.engine = experiment["engine"]
        engine_configurator_class = ENGINE_CONFIGURATORS[experiment["engine"]]
        engine_configurator = engine_configurator_class(
            self.host,
            collection_params={**experiment.get("collection_params", {})},
            connection_params={**experiment.get("connection_params", {})},
        )
        return engine_configurator

    def _create_uploader(self, experiment) -> BaseUploader:
        engine_uploader_class = ENGINE_UPLOADERS[experiment["engine"]]
        engine_uploader = engine_uploader_class(
            self.host,
            connection_params={**experiment.get("connection_params", {})},
            upload_params={**experiment.get("upload_params", {})},
        )
        return engine_uploader

    def _create_searchers(self, experiment) -> List[BaseSearcher]:
        engine_searcher_class: Type[BaseSearcher] = ENGINE_SEARCHERS[
            experiment["engine"]
        ]

        engine_searchers = [
            engine_searcher_class(
                self.host,
                connection_params={**experiment.get("connection_params", {})},
                search_params=search_params,
            )
            for search_params in experiment.get("search_params", [{}])
        ]

        return engine_searchers

    def build_client(self, experiment):
        return BaseClient(
            name=experiment["name"],
            engine=experiment["engine"],
            configurator=self._create_configurator(experiment),
            uploader=self._create_uploader(experiment),
            searchers=self._create_searchers(experiment),
        )