Zilliz Cloud Pipelines Introduction
Zilliz Cloud Pipelines is a cutting-edge solution designed to simplify and streamline the conversion of unstructured data into state-of-the-art vector embeddings. These embeddings are stored in the Zilliz Cloud vector database, enabling efficient indexing and retrieval. By offering an integrated approach, Zilliz Cloud Pipelines addresses the complexities developers often face when dealing with unstructured data, ensuring high-quality retrieval and enhancing the overall development process.
Zilliz Cloud Pipelines Features
Simplify the Workflow for Developers
Developers can benefit greatly from Zilliz Cloud Pipelines as it transforms unstructured data into searchable vectors with ease. This integrated solution eliminates the complexity of converting and retrieving unstructured data, allowing developers to focus on other critical aspects of their projects.
Deliver Excellence across All Stages of Vector Search Pipelines
Zilliz Cloud Pipelines is built by AI experts to master the nuanced processes involved in creating high-quality vector pipelines from unstructured data. This includes parsing, cleaning data, embedding, and approximate nearest neighbor (ANN) searching. The solution ensures superior quality at each stage, regardless of the user's level of expertise.
Ensure Scalability for Large Datasets and High-Throughput Queries
One of the significant challenges developers encounter is scaling large datasets and high-throughput queries while maintaining performance. Zilliz Cloud Pipelines addresses this issue by providing built-in scalability and high performance, eliminating the need for extensive customization or infrastructure modifications.
Vector Conversion
Zilliz Cloud Pipelines simplifies the conversion of unstructured data into searchable vector embeddings. It supports various functions, including creating vector embeddings for document chunks and preserving metadata for retrieval during searches.
Semantic Search
The solution efficiently converts query text into vector embeddings, delivering the top-K most relevant document chunks with text and metadata. This enables users to discover meaningful search results quickly and effectively.
Filter with Metadata
Zilliz Cloud Pipelines enhances search capabilities by allowing users to filter results using pre-defined metadata. It supports refined searches of raw vectors and leverages stored metadata for precise query results.
Zilliz Cloud Pipelines Use Cases
Enhancing Semantic Search Capabilities
Zilliz Cloud Pipelines can significantly enhance semantic search capabilities by transforming unstructured data into searchable vectors. This allows for more accurate and efficient search results, improving the overall user experience.
Supporting Various Zilliz Cloud Product Tiers
Zilliz Cloud Pipelines are available in multiple Zilliz Cloud product tiers, offering flexibility and scalability to meet the diverse needs of users and organizations.
Zilliz Cloud Pipelines Technical Specifications
Embedding Model
Zilliz Cloud Pipelines utilizes a robust embedding model to convert unstructured data into vector embeddings accurately and efficiently.
Supported Data Sources
The solution supports various data sources, ensuring seamless integration and compatibility with different systems and applications.
Supported Document File Formats
Zilliz Cloud Pipelines supports multiple document file formats, making it easy for users to process and convert unstructured data into searchable vectors.
Zilliz Cloud Pipelines FAQs
How does Zilliz Cloud Pipelines enhance semantic search capabilities?
Zilliz Cloud Pipelines enhances semantic search capabilities by converting unstructured data into searchable vector embeddings, allowing for more accurate and efficient search results.
Which Zilliz Cloud Product Tiers are Pipelines available in?
Zilliz Cloud Pipelines are available in multiple Zilliz Cloud product tiers to accommodate the varying needs of users and organizations.
Which embedding model does Zilliz Cloud Pipelines use?
Zilliz Cloud Pipelines utilizes a robust embedding model designed to convert unstructured data into vector embeddings accurately and efficiently.
How is Zilliz Cloud Pipelines charged?
Pricing for Zilliz Cloud Pipelines is based on the specific Zilliz Cloud product tier and the usage requirements of the user or organization.
Can I use Zilliz Cloud Pipelines standalone?
Yes, Zilliz Cloud Pipelines can be used as a standalone solution to simplify the conversion of unstructured data into searchable vectors.
What data sources are supported by Ingestion Pipelines?
Ingestion Pipelines support various data sources, ensuring seamless integration and compatibility with different systems and applications.
What document file formats are supported by Pipelines?
Zilliz Cloud Pipelines support multiple document file formats, making it easy for users to process and convert unstructured data into searchable vectors.
