ANN Insert Operator: Milvus

author: shiyu

Desription

Insert data into Milvus collections. Please make sure you have created Milvus Collection before loading the data.

Code Example

Example

Write the pipeline in simplified style:

import towhee

towhee.dc(your_embeddings) \
    .ann_insert.milvus(uri='tcp://<milvus-host>:<milvus-port>/<collection-name>')

Write a same pipeline with explicit inputs/outputs name specifications:

import towhee

towhee.dc['vec'](your_embeddings) \
    .ann_insert.milvus['vec', 'results'](uri='tcp://<milvus-host>:<milvus-port>/<collection-name>') \
    .show()

Load Collection

Please load the Collection after inserted data.

collection.load()

Factory Constructor

Create the operator via the following factory method:

ann_insert.milvus(collection)

Parameters:

uri: str

The uri for Milvus Collection, such as tcp://<milvus-host>:<milvus-port>/<collection-name>.

Interface

Parameters:

data: list

The embedding data to be inserted.

Returns: mr

Return milvus results with milvus.insert.

More Resources

• Introducing Milvus 2.3.4 - Zilliz blog: Introducing Milvus 2.3.4 with the support for Access Logs, Parquet File imports, expanded collections/partitions, and more!
• Milvus vs Pgvector | Zilliz: Compare Milvus vs. Pgvector by the following set of capabilities. We want you to choose the best database for you, even if it’s not us.
• Optimizing Data Communication: Milvus Embraces NATS Messaging - Zilliz blog: Introducing the integration of NATS and Milvus, exploring its features, setup and migration process, and performance testing results.
• Milvus | Open-source Vector Databse created by Zilliz: Milvus, built by the Zilliz team, is a high-performance open-source vector database designed to handle billions of vectors for AI applications.
• An Engineering Perspective: Why Milvus is Compelling for Your Apps? - Zilliz blog: Explore Milvus 2.3 from three crucial angles: database selection, development experience, and system reliability.
• Spring AI and Milvus: Using Milvus as a Spring AI Vector Store - Zilliz blog: A comprehensive guide on how to use Milvus as a Spring AI vector store