Product
GoldenRay Cloud Native Platform: Cluster Manager
Efficiently orchestrate and monitor workloads, resources, and policies across clusters with full-stack infrastructure control to ensure high performance, isolation, and governance.
Quota Management
Enterprise Readiness
Full Stack Visibility
GoldenRay Cloud Native Platform Cluster Manager
Dashboard
Orchestration
Network
Security
Service
Observability
Smarter Resource Allocation with
Advanced Quota Management
Advanced Quota Management
Optimize cluster utilization and workload scheduling with GoldenRay's Cloud Native Advanced Quota Management System
Fairshare Scheduling
Ensure equitable and efficient GPU utilization across users and teams through priority-based, over-quota-aware scheduling. Supports proportional resource allocation based on historical usage and user share weights.
Intelligent Job Queues
Increase GPU utilization by implementing multi-priority, backfill-enabled scheduling queues. Supports FIFO, LIFO, and weighted fair queuing strategies depending on workload types.
Guaranteed GPU Quotas
Implement per-user or per-namespace resource guarantees to ensure mission-critical workloads always have GPU availability. Prevents “noisy neighbor” issues by reserving GPU slices or MIG instances ahead of time.
Bin Packing & Workload Consolidation
Maximize GPU saturation and reduce fragmentation by employing real-time bin packing and co-location logic. Consolidates workloads based on GPU memory availability, compute intensity, and topology awareness (e.g., NVLink proximity).
Diverse Infrastructure Support
Centralized Resource Governance
Manage on-prem and multi-cloud clusters from a unified interface to gain visibility and maintain control across your AI infrastructure.
Govern Your AI Infrastructure
with
Enterprise Level
Standards
with
Enterprise Level
Standards
Set guardrails and secure your most critical AI assets
Enterprise Ready
Ensured Resource Security
Enable guardrails for your most sensitive workloads and ensure traceability with detailed audit logs across compute, storage, and network components.
Custom Roles
Role Based Access Control (RBAC)
Assign precise permissions to users and teams with fine-grained control over resources. Simplify governance while ensuring the right access to the right roles.
Monitor And Receive Insights
Inside Your AI Infrastructure
Inside Your AI Infrastructure
Monitor and analyze the utilization of your teams, resources and workloads from a single place
Infrastructure Observability
Unified Observability Across Environments
Gain real-time, actionable insights into the health and performance of your entire infrastructure, whether deployed on-premises, in the cloud, or across hybrid environments.
Visibility
Analytics - Historical Usage Trends
Leverage deep historical telemetry to uncover long-term usage patterns across compute, memory, and GPU resources.
