Advantages

DataArtsFabric has the following advantages:

One-stop data intelligence development with unified experience

• A single workspace supports multiple workloads, including SQL, Ray-based data engineering, and model inference.
• Structured, semi-structured, and unstructured data are uniformly managed through LakeFormation, ensuring consistent metadata and permission control across the entire data intelligence development process.
• Data and AI workloads share a single copy of data, eliminating the need for data replication.

Out-of-the-box, elastic, and on-demand resources

• Mainstream open-source third-party large model inference services are pre-configured. Customers can directly call preset inference service APIs for tasks like text dialogues without acquiring additional resources. Pay-per-use billing is supported.
• The inference service automatically scales to meet demand.
• Ray workloads benefit from pod-level automatic scaling, dynamically allocating resources to handle peak loads.
• SQL supports both resource-based and query-based billing, with rapid, query-level elasticity for computing resources.

Open-source ecosystem

• Open-source Ray capabilities are provided within the Ascend ecosystem, with high-reliability Redis integration.
• The Ray dashboard offers visualized monitoring, troubleshooting, performance tuning, and application runtime management.
• SQL supports data formats such as ORC, Parquet, and Iceberg, leveraging the open lakehouse ecosystem.