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Data Management2024

IOWarp

Advanced data management platform for AI-augmented scientific workflows with $5M NSF funding

AI/MLData ManagementHPC

IOWarp: Advanced Data Management Platform for AI-Augmented Scientific Workflows

IOWarp is a $5 million NSF-funded platform (Award #2411318, 2024-2029) that provides proven infrastructure for intelligent I/O orchestration in scientific computing. IOWarp is a comprehensive data management platform designed to address the unique challenges in scientific workflows that integrate simulation, analytics, and Artificial Intelligence (AI).

Project Goals

  • Enhancing data exchange and transformation across scientific workflows
  • Reducing data access latency with advanced storage systems
  • Developing an open-source, community-driven framework

Architecture

Content Assimilation Engine (CAE)

Transforms diverse format-specific data into IOWarp's unified data representation format, optimized for data transfer.

Content Transfer Engine (CTE)

Manages efficient data flow across workflow stages with:

  • Multi-tiered I/O support
  • GPU Direct I/O
  • Secure Transfer Protocols

Content Exploration Interface (CEI)

Enables advanced data querying with WarpGPT, a language model-driven interface for complex scientific queries.

Towards Agentic-Driven Scientific Workflows

IOWarp pioneered the integration of AI agents into scientific computing following Anthropic's Model Context Protocol (MCP) release. Our agents can:

  • Understand Scientific Data - Parse HDF5, Adios BP5, NetCDF formats
  • Orchestrate Workflows - Submit jobs, manage resources
  • Generate Insights - Data analysis and visualization
  • Ensure Reproducibility - Full provenance tracking

Scientific MCPs

Available at github.com/iowarp/iowarp-mcps:

  • Adios MCP - Analyze Adios BP5 files
  • HDF5 MCP - Explore HDF5 datasets
  • Jarvis MCP - Automated deployment
  • Slurm MCP - Job scheduling

Collaborators

  • HDF Group
  • University of Utah
  • Argonne National Laboratory
  • Lawrence Livermore National Laboratory
  • NERSC

National Science Foundation - Award #2411318 (2024-2029) - $5 Million