uid stringclasses 10 values | dataset_id stringclasses 1 value | year int64 2.02k 2.03k | queue_depth stringclasses 3 values | avg_wait_time_sec stringclasses 3 values | resource_utilization_pct stringclasses 3 values | preemption_rate stringclasses 3 values | job_failure_rate stringclasses 3 values | slo_breach_rate stringclasses 3 values | ops_summary stringclasses 9 values | question stringclasses 1 value | ground_truth_label stringclasses 2 values | ground_truth_rationale stringclasses 9 values | outcome_signal stringclasses 2 values | source_citation stringclasses 1 value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
DCQ-001 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,025 | low | low | balanced | low | low | low | Queue stable and utilization healthy. | Is queue to resource coherence intact. Answer coherent or incoherent. | coherent | Capacity matches demand. | stable_ops | Synthetic |
DCQ-002 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,025 | high | high | overloaded | high | high | high | Queue grows while resources saturate. | Is queue to resource coherence intact. Answer coherent or incoherent. | incoherent | Demand exceeds capacity and preemption rises. | scheduler_risk | Synthetic |
DCQ-003 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,025 | medium | low | balanced | medium | low | low | Utilization high but wait time controlled. | Is queue to resource coherence intact. Answer coherent or incoherent. | coherent | Scheduler maintains flow. | stable_ops | Synthetic |
DCQ-004 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,025 | medium | high | imbalanced | high | medium | medium | Resources exist but fragmentation causes waits. | Is queue to resource coherence intact. Answer coherent or incoherent. | incoherent | Fragmentation decouples queue from capacity. | scheduler_risk | Synthetic |
DCQ-005 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,024 | low | low | balanced | low | low | low | Stable. | Is queue to resource coherence intact. Answer coherent or incoherent. | coherent | Aligned. | stable_ops | Synthetic |
DCQ-006 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,024 | high | high | overloaded | high | high | high | Backlog and SLO breaches. | Is queue to resource coherence intact. Answer coherent or incoherent. | incoherent | Saturation drives failures. | scheduler_risk | Synthetic |
DCQ-007 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,024 | medium | medium | balanced | medium | low | low | Busy but controlled. | Is queue to resource coherence intact. Answer coherent or incoherent. | coherent | Managed pressure. | stable_ops | Synthetic |
DCQ-008 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,024 | medium | high | imbalanced | high | medium | high | Wait time spikes despite free capacity elsewhere. | Is queue to resource coherence intact. Answer coherent or incoherent. | incoherent | Placement mismatch. | scheduler_risk | Synthetic |
DCQ-009 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,023 | low | low | balanced | low | low | low | Stable. | Is queue to resource coherence intact. Answer coherent or incoherent. | coherent | Aligned. | stable_ops | Synthetic |
DCQ-010 | datacenter-job-queue-resource-coherence-risk-v0.1 | 2,023 | high | high | overloaded | high | high | high | Queue runaway. | Is queue to resource coherence intact. Answer coherent or incoherent. | incoherent | Queue-resource decoupling. | scheduler_risk | Synthetic |
What this repo is for
Detect scheduler pressure before customer-visible incidents.
Focus
• queue depth vs wait time • utilization vs SLO breaches • preemption vs job failure • fragmentation where capacity exists but cannot be used
Why it matters
Operators often see queue problems too late. This dataset spots the drift earlier and links it to real failure signals.
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