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[AMD][AgentX] support native ATOM server metrics - #2591

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zhuyuhua-v wants to merge 2 commits into
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zhuyuhua-v:yuhua/atom-metrics
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[AMD][AgentX] support native ATOM server metrics#2591
zhuyuhua-v wants to merge 2 commits into
SemiAnalysisAI:mainfrom
zhuyuhua-v:yuhua/atom-metrics

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@zhuyuhua-v

@zhuyuhua-v zhuyuhua-v commented Aug 13, 2026

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Summary

  • Add a native ATOM metrics backend that recognizes direct worker metrics (atom:) and Atomesh-normalized metrics (atom_).
  • Map ATOM token counters, prefix/LMCache hit rates, and GPU KV-cache usage into the shared AgentX aggregation schema.
  • Extend AIPerf dashboard plots to consume ATOM queue, throughput, cache, offload, and preemption metrics while preserving the existing vLLM paths and using token-based units for ATOM LMCache transfers.

Test plan

  • python -m pytest -q utils/agentic/aggregation/test_process_agentic_result.py (32 passed)
  • python -m py_compile utils/agentic/aggregation/backends/atom.py utils/generate_aiperf_plots.py

Signed-off-by: zhuyuhua-v <yuhzhu@amd.com>
Signed-off-by: zhuyuhua-v <yuhzhu@amd.com>
@seungrokj seungrokj added AMD agentx AgentX benchmarks, recipes, and infrastructure labels Aug 13, 2026
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