Enhanced SOLE for AI
1. Proposed Workitem: Enhanced SOLE for AI
- Proposal Editor: Chris Lindop, Neil Tenenholtz, Rob Horn, Brian Bialecki
- Editor: <Name of candidate Lead Editor for the Profile, if known>
- Date: N/A (Wiki keeps history)
- Version: N/A (Wiki keeps history)
- Domain: <Domain name Radiology
2. The Problem
Healthcare providers have a strong desire to increase throughput and efficiency, both to improve the quality and timeliness of care and to control costs which include:
- Workflow restructuring/optimization (existing in SOLE)
- Disaster support/readiness (existing in SOLE)
- Performance tracking and bottleneck identification (extended)
- Resource allocation for new machines, upgrades (new)
- Software/Network Fault isolation/troubleshooting (new)
The SOLE profile currently lacks the capability to address the complexity introduced by AI and distributed cloud-native applications. This profile extends SOLE to address these gaps.
3. Key Use Case
A study is acquired. An Orchestrator/Task Manager invokes one or more applications. I need to know:
- Right-size the resources for an AI Application
- Allocate the resource allocation to optimize the algorithm performance
- How much CPU, what kind of accelerator, memory, bandwidth storage
- What is the uptime, latency, requests/algorithm utilization
- How to troubleshoot a problem
- Licensing deployment model assessment
'Should I pay for a machine running 24 hours or on-demand running?'
4. Standards and Systems
SOLE, Standardize Operational Logging of Events
W3C Trace Context
- / www.w3.org/TR/trace-context-1 (V1, status: recommendation)
- / w3c.github.io/trace-context (v2, status: draft)
5. Discussion
<Include additional discussion or consider a few details which might be useful for the detailed proposal>
- <Why IHE would be a good venue to solve the problem and what you think IHE should do to solve it.>
- <What might the IHE technical approach be? Existing Actors? New Transactions? Additional Profiles?>
- <What are some of the risks or open issues to be addressed?>
<This is the brief proposal. Try to keep it to 1 or at most 2 pages>
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