From be698daabb52a7f80faed6e5f6e357c41f9d96bc Mon Sep 17 00:00:00 2001
From: Mikhail Chusavitin <mchusavitin@mchusmbp.local>
Date: Tue, 14 Apr 2026 16:27:29 +0300
Subject: [PATCH] upgrade benchmark version and remove obsolete results;

---
 gpu-benchmark-20260410-184145/result.json |  579 ----------
 gpu-benchmark-20260410-193819/result.json |  585 ----------
 gpu-benchmark-20260411-085938/result.json |  577 ----------
 gpu-benchmark-20260413-040542/result.json |  190 ----
 gpu-benchmark-20260413-042023/result.json |  339 ------
 gpu-benchmark-20260413-043509/result.json |  485 --------
 gpu-benchmark-20260413-045001/result.json |  631 -----------
 gpu-benchmark-20260413-050458/result.json |  776 -------------
 gpu-benchmark-20260413-052002/result.json |  922 ---------------
 gpu-benchmark-20260413-053511/result.json | 1068 ------------------
 gpu-benchmark-20260413-055026/result.json | 1234 ---------------------
 gpu-benchmark-20260414-152824/result.json |  141 +++
 gpu-benchmark-20260414-152949/result.json |  385 +++++++
 gpu-benchmark-20260414-154657/result.json |  735 ++++++++++++
 14 files changed, 1261 insertions(+), 7386 deletions(-)
 delete mode 100755 gpu-benchmark-20260410-184145/result.json
 delete mode 100755 gpu-benchmark-20260410-193819/result.json
 delete mode 100755 gpu-benchmark-20260411-085938/result.json
 delete mode 100644 gpu-benchmark-20260413-040542/result.json
 delete mode 100644 gpu-benchmark-20260413-042023/result.json
 delete mode 100644 gpu-benchmark-20260413-043509/result.json
 delete mode 100644 gpu-benchmark-20260413-045001/result.json
 delete mode 100644 gpu-benchmark-20260413-050458/result.json
 delete mode 100644 gpu-benchmark-20260413-052002/result.json
 delete mode 100644 gpu-benchmark-20260413-053511/result.json
 delete mode 100644 gpu-benchmark-20260413-055026/result.json
 create mode 100644 gpu-benchmark-20260414-152824/result.json
 create mode 100644 gpu-benchmark-20260414-152949/result.json
 create mode 100644 gpu-benchmark-20260414-154657/result.json

diff --git a/gpu-benchmark-20260410-184145/result.json b/gpu-benchmark-20260410-184145/result.json
deleted file mode 100755
index 720a48e..0000000
--- a/gpu-benchmark-20260410-184145/result.json
+++ /dev/null
@@ -1,579 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-10T18:41:45.128862028Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "overall_status": "PARTIAL",
-  "selected_gpu_indices": [
-    0,
-    1,
-    2,
-    3
-  ],
-  "findings": [
-    "All 4 GPU(s) passed the benchmark.",
-    "Environment normalization was partial; compare results with caution.",
-    "GPU 0 ran without full benchmark normalization.",
-    "GPU 1 ran without full benchmark normalization.",
-    "GPU 2 showed unstable clocks/power over the benchmark window.",
-    "GPU 2 ran without full benchmark normalization.",
-    "GPU 3 ran without full benchmark normalization.",
-    "GPU power reporting may be unreliable: server delta 1310 W vs GPU-reported 2088 W (ratio 0.63). GPU telemetry likely over-reports actual consumption."
-  ],
-  "warnings": [
-    "gpu inventory query failed: nvidia-smi gpu info (index,uuid,name,pci.bus_id,vbios_version): exit status 2"
-  ],
-  "normalization": {
-    "status": "partial",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      },
-      {
-        "index": 2,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      },
-      {
-        "index": 3,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      }
-    ]
-  },
-  "gpus": [
-    {
-      "index": 0,
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "baseline": {
-        "duration_sec": 15.64054741,
-        "samples": 16,
-        "avg_temp_c": 32,
-        "p95_temp_c": 32,
-        "avg_power_w": 35.71249999999999,
-        "p95_power_w": 35.9375,
-        "avg_graphics_clock_mhz": 180,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 405,
-        "p95_memory_clock_mhz": 405,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 0.38374434928010487,
-        "temp_cv_pct": 0,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 517.039794776,
-        "samples": 517,
-        "avg_temp_c": 71.82978723404256,
-        "p95_temp_c": 73,
-        "avg_power_w": 526.566344294004,
-        "p95_power_w": 537.342,
-        "avg_graphics_clock_mhz": 2421.6382978723404,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 99.52417794970987,
-        "avg_mem_usage_pct": 39.276595744680854,
-        "clock_cv_pct": 0.33928654551992987,
-        "power_cv_pct": 6.134300387584527,
-        "temp_cv_pct": 1.6164905348919567,
-        "clock_drift_pct": 0.059851874611918786
-      },
-      "cooldown": {
-        "duration_sec": 120.692879388,
-        "samples": 117,
-        "avg_temp_c": 45.46153846153846,
-        "p95_temp_c": 54.19999999999999,
-        "avg_power_w": 40.62282051282055,
-        "p95_power_w": 55.827999999999996,
-        "avg_graphics_clock_mhz": 200.30769230769232,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 1643.5641025641025,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 95.08186420156572,
-        "power_cv_pct": 13.397079812097019,
-        "temp_cv_pct": 8.815261908432287,
-        "clock_drift_pct": 31.35192004208311
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 0,
-        "thermal_sustain_score": 100,
-        "stability_score": 86.25454929352739,
-        "interconnect_score": 0,
-        "composite_score": 432.9908197154495
-      },
-      "degradation_reasons": [
-        "normalization_partial"
-      ],
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
-    },
-    {
-      "index": 1,
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "baseline": {
-        "duration_sec": 15.648620713,
-        "samples": 16,
-        "avg_temp_c": 33,
-        "p95_temp_c": 33,
-        "avg_power_w": 34.43125000000001,
-        "p95_power_w": 34.83,
-        "avg_graphics_clock_mhz": 180,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 405,
-        "p95_memory_clock_mhz": 405,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 0.49361738151609885,
-        "temp_cv_pct": 0,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 517.039712514,
-        "samples": 517,
-        "avg_temp_c": 72.47969052224371,
-        "p95_temp_c": 74,
-        "avg_power_w": 525.4105029013539,
-        "p95_power_w": 533.974,
-        "avg_graphics_clock_mhz": 2422.015473887814,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 99.61315280464217,
-        "avg_mem_usage_pct": 39.15860735009671,
-        "clock_cv_pct": 0.014512672044927075,
-        "power_cv_pct": 5.368261116854865,
-        "temp_cv_pct": 1.8072124291831093,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.671014238,
-        "samples": 117,
-        "avg_temp_c": 45.38461538461539,
-        "p95_temp_c": 54,
-        "avg_power_w": 38.87683760683761,
-        "p95_power_w": 53.337999999999994,
-        "avg_graphics_clock_mhz": 189.5982905982906,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 1643.5641025641025,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 46.5414056859924,
-        "power_cv_pct": 13.395397467444464,
-        "temp_cv_pct": 8.157534756058777,
-        "clock_drift_pct": 17.934183593134943
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 0,
-        "thermal_sustain_score": 100,
-        "stability_score": 89.20542707811056,
-        "interconnect_score": 0,
-        "composite_score": 436.2987496625886
-      },
-      "degradation_reasons": [
-        "normalization_partial"
-      ],
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
-    },
-    {
-      "index": 2,
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "baseline": {
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-        "samples": 16,
-        "avg_temp_c": 28.625,
-        "p95_temp_c": 29,
-        "avg_power_w": 35.14999999999999,
-        "p95_power_w": 35.15,
-        "avg_graphics_clock_mhz": 180,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 405,
-        "p95_memory_clock_mhz": 405,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 2.0214587077101006e-14,
-        "temp_cv_pct": 1.6912591031473436,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 517.039507345,
-        "samples": 517,
-        "avg_temp_c": 70.29013539651838,
-        "p95_temp_c": 73,
-        "avg_power_w": 519.9781431334626,
-        "p95_power_w": 529.014,
-        "avg_graphics_clock_mhz": 2418.79497098646,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 99.42166344294004,
-        "avg_mem_usage_pct": 39.353965183752415,
-        "clock_cv_pct": 3.0099394503204846,
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-        "p95_temp_c": 52.19999999999999,
-        "avg_power_w": 40.580256410256354,
-        "p95_power_w": 54.64799999999999,
-        "avg_graphics_clock_mhz": 186.07692307692307,
-        "p95_graphics_clock_mhz": 180,
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-        "avg_usage_pct": 0,
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-        "power_cv_pct": 12.772094703863496,
-        "temp_cv_pct": 8.475122734640708,
-        "clock_drift_pct": 12.241118033338953
-      },
-      "throttle_counters": {
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-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
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-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
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-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
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-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 0,
-        "thermal_sustain_score": 100,
-        "stability_score": 74.41022943110082,
-        "interconnect_score": 0,
-        "composite_score": 419.7133534031841
-      },
-      "degradation_reasons": [
-        "variance_too_high",
-        "normalization_partial"
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-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
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-      "index": 3,
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-      "backend": "cublasLt",
-      "status": "OK",
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-        "avg_temp_c": 30.375,
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-        "avg_power_w": 34.65437499999999,
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-        "avg_graphics_clock_mhz": 179.5,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 405,
-        "p95_memory_clock_mhz": 405,
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-        "power_cv_pct": 0.01431502864571969,
-        "temp_cv_pct": 1.5938203070812416,
-        "clock_drift_pct": 0
-      },
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-        "samples": 517,
-        "avg_temp_c": 70.26305609284333,
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-        "avg_power_w": 515.7172727272728,
-        "p95_power_w": 522.364,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 99.61315280464217,
-        "avg_mem_usage_pct": 39.22437137330754,
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-        "temp_cv_pct": 1.5613533584243726,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.710135838,
-        "samples": 117,
-        "avg_temp_c": 44.58974358974359,
-        "p95_temp_c": 52,
-        "avg_power_w": 39.0471794871795,
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-        "avg_graphics_clock_mhz": 186.97435897435898,
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-        "avg_memory_clock_mhz": 1643.5641025641025,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 27.466449046011803,
-        "power_cv_pct": 12.490801537100193,
-        "temp_cv_pct": 8.28381511460339,
-        "clock_drift_pct": 13.747521480502309
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 0,
-        "thermal_sustain_score": 100,
-        "stability_score": 88.47183877243081,
-        "interconnect_score": 0,
-        "composite_score": 435.47639817859726
-      },
-      "degradation_reasons": [
-        "normalization_partial"
-      ],
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
-    }
-  ],
-  "server_power": {
-    "available": true,
-    "idle_w": 632,
-    "loaded_w": 1942.2352941176468,
-    "delta_w": 1310.2352941176468,
-    "gpu_reported_sum_w": 2087.6722630560935,
-    "reporting_ratio": 0.6276058351226187
-  }
-}
diff --git a/gpu-benchmark-20260410-193819/result.json b/gpu-benchmark-20260410-193819/result.json
deleted file mode 100755
index 904861a..0000000
--- a/gpu-benchmark-20260410-193819/result.json
+++ /dev/null
@@ -1,585 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-10T19:38:19.724808089Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "parallel_gpus": true,
-  "overall_status": "PARTIAL",
-  "selected_gpu_indices": [
-    0,
-    1,
-    2,
-    3
-  ],
-  "findings": [
-    "All 4 GPU(s) passed the benchmark.",
-    "Environment normalization was partial; compare results with caution.",
-    "GPU 0 showed unstable clocks/power over the benchmark window.",
-    "GPU 0 ran without full benchmark normalization.",
-    "GPU 1 showed unstable clocks/power over the benchmark window.",
-    "GPU 1 ran without full benchmark normalization.",
-    "GPU 2 showed unstable clocks/power over the benchmark window.",
-    "GPU 2 ran without full benchmark normalization.",
-    "GPU 3 showed unstable clocks/power over the benchmark window.",
-    "GPU 3 ran without full benchmark normalization."
-  ],
-  "warnings": [
-    "gpu inventory query failed: nvidia-smi gpu info (index,uuid,name,pci.bus_id,vbios_version): exit status 2"
-  ],
-  "normalization": {
-    "status": "partial",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      },
-      {
-        "index": 2,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      },
-      {
-        "index": 3,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      }
-    ]
-  },
-  "gpus": [
-    {
-      "index": 0,
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "baseline": {
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-        "avg_temp_c": 31.5,
-        "p95_temp_c": 32,
-        "avg_power_w": 35.63999999999999,
-        "p95_power_w": 35.64,
-        "avg_graphics_clock_mhz": 180,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 405,
-        "p95_memory_clock_mhz": 405,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 1.9936664864200346e-14,
-        "temp_cv_pct": 1.5873015873015872,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 521.038266969,
-        "samples": 521,
-        "avg_temp_c": 71.51247600767755,
-        "p95_temp_c": 72,
-        "avg_power_w": 521.897197696737,
-        "p95_power_w": 532,
-        "avg_graphics_clock_mhz": 2405.7063339731285,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 98.69481765834932,
-        "avg_mem_usage_pct": 38.351247600767756,
-        "clock_cv_pct": 7.7140057202952,
-        "power_cv_pct": 9.892799596716745,
-        "temp_cv_pct": 2.580458060863098,
-        "clock_drift_pct": 2.6961189099917497
-      },
-      "cooldown": {
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-        "samples": 116,
-        "avg_temp_c": 44.310344827586206,
-        "p95_temp_c": 51,
-        "avg_power_w": 39.81387931034485,
-        "p95_power_w": 54.0825,
-        "avg_graphics_clock_mhz": 179.6551724137931,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 1237.8275862068965,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
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-        "clock_cv_pct": 0.9043546249051633,
-        "power_cv_pct": 10.379008691678044,
-        "temp_cv_pct": 6.727580324493612,
-        "clock_drift_pct": 0.1537279016141304
-      },
-      "throttle_counters": {
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-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
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-      "precision_results": [
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-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
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-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
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-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
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-          "notes": "unsupported"
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-      "scores": {
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-        "thermal_sustain_score": 100,
-        "stability_score": 43.96614010540221,
-        "interconnect_score": 0,
-        "composite_score": 385.5855710463551
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-      "degradation_reasons": [
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-        "normalization_partial"
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-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
-    },
-    {
-      "index": 1,
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "baseline": {
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-        "avg_temp_c": 34,
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-        "p95_power_w": 34.83,
-        "avg_graphics_clock_mhz": 179.5,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 405,
-        "p95_memory_clock_mhz": 405,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 1.0788254446260215,
-        "power_cv_pct": 2.040030823313524e-14,
-        "temp_cv_pct": 0,
-        "clock_drift_pct": 0
-      },
-      "steady": {
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-        "avg_temp_c": 71.71593090211132,
-        "p95_temp_c": 72,
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-        "p95_power_w": 528.2,
-        "avg_graphics_clock_mhz": 2410.6295585412668,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 98.85220729366603,
-        "avg_mem_usage_pct": 38.35892514395393,
-        "clock_cv_pct": 6.24737613351838,
-        "power_cv_pct": 9.166896001630583,
-        "temp_cv_pct": 2.232861903238498,
-        "clock_drift_pct": 1.8814711300260394
-      },
-      "cooldown": {
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-        "avg_temp_c": 45.741379310344826,
-        "p95_temp_c": 52.25,
-        "avg_power_w": 38.606724137931074,
-        "p95_power_w": 52.75,
-        "avg_graphics_clock_mhz": 179.86206896551724,
-        "p95_graphics_clock_mhz": 180,
-        "avg_memory_clock_mhz": 1446.0344827586207,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0.5789750333796595,
-        "power_cv_pct": 11.580300308869425,
-        "temp_cv_pct": 6.546796049282795,
-        "clock_drift_pct": 0
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-      "throttle_counters": {
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-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
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-      "precision_results": [
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-        {
-          "name": "fp64",
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-          "notes": "unsupported"
-        },
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-      "scores": {
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-        "interconnect_score": 0,
-        "composite_score": 395.6158420178446
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-      "degradation_reasons": [
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-        "normalization_partial"
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-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
-    },
-    {
-      "index": 2,
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-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
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-      "precision_results": [
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-        "hw_thermal_slowdown_us": 0,
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-      "degradation_reasons": [
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-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
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-  ],
-  "server_power": {
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-    "idle_w": 670.6666666666666,
-    "loaded_w": 3577.3980582524273,
-    "delta_w": 2906.731391585761,
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-    "reporting_ratio": 1.4095553099110167
-  }
-}
diff --git a/gpu-benchmark-20260411-085938/result.json b/gpu-benchmark-20260411-085938/result.json
deleted file mode 100755
index 751f5ef..0000000
--- a/gpu-benchmark-20260411-085938/result.json
+++ /dev/null
@@ -1,577 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-11T08:59:38.567052641Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "stability",
-  "overall_status": "PARTIAL",
-  "selected_gpu_indices": [
-    0,
-    1,
-    2,
-    3
-  ],
-  "findings": [
-    "All 4 GPU(s) passed the benchmark.",
-    "Environment normalization was partial; compare results with caution.",
-    "GPU 0 ran without full benchmark normalization.",
-    "GPU 1 ran without full benchmark normalization.",
-    "GPU 2 ran without full benchmark normalization.",
-    "GPU 3 ran without full benchmark normalization.",
-    "GPU power reporting may be unreliable: server delta 990 W vs GPU-reported 2084 W (ratio 0.47). GPU telemetry likely over-reports actual consumption."
-  ],
-  "warnings": [
-    "gpu inventory query failed: nvidia-smi gpu info (index,uuid,name,pci.bus_id,vbios_version): exit status 2"
-  ],
-  "normalization": {
-    "status": "partial",
-    "gpus": [
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-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      },
-      {
-        "index": 2,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
-      },
-      {
-        "index": 3,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_status": "skipped",
-        "notes": [
-          "graphics clock lock skipped: gpu inventory unavailable or MaxGraphicsClockMHz=0"
-        ]
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-          "notes": "unsupported"
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-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
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-    {
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-        "p95_graphics_clock_mhz": 180,
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-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
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-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
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-  "server_power": {
-    "available": true,
-    "idle_w": 936,
-    "loaded_w": 1925.6498918250659,
-    "delta_w": 989.6498918250659,
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-}
diff --git a/gpu-benchmark-20260413-040542/result.json b/gpu-benchmark-20260413-040542/result.json
deleted file mode 100644
index 1833570..0000000
--- a/gpu-benchmark-20260413-040542/result.json
+++ /dev/null
@@ -1,190 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-13T04:05:42.675718581Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "parallel_gpus": true,
-  "ramp_step": 1,
-  "ramp_total": 8,
-  "ramp_run_id": "ramp-20260413-035309",
-  "overall_status": "OK",
-  "selected_gpu_indices": [
-    0
-  ],
-  "findings": [
-    "All 1 GPU(s) passed the benchmark.",
-    "GPU 0 held clocks without observable throttle counters during steady state.",
-    "Server power delta 1188 W exceeds GPU-reported sum 514 W by 131%. Other components (CPU, NVMe, networking) may be drawing substantial power under GPU load."
-  ],
-  "normalization": {
-    "status": "full",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      }
-    ]
-  },
-  "host_config": {
-    "cpu_model": "INTEL(R) XEON(R) GOLD 6530",
-    "cpu_sockets": 2,
-    "cpu_cores": 64,
-    "cpu_threads": 128,
-    "mem_total_gib": 125.36544799804688
-  },
-  "cpu_load": {
-    "avg_pct": 1.1,
-    "max_pct": 4.5,
-    "p95_pct": 4,
-    "samples": 71,
-    "status": "ok"
-  },
-  "gpus": [
-    {
-      "index": 0,
-      "uuid": "GPU-8281bc14-c076-e306-75b1-e91596be45e7",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4B:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.28,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 15.070173316,
-        "samples": 15,
-        "avg_temp_c": 57,
-        "p95_temp_c": 62.599999999999994,
-        "avg_power_w": 119.25133333333333,
-        "p95_power_w": 207.5479999999996,
-        "avg_graphics_clock_mhz": 2418,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0.6189673096400233,
-        "power_cv_pct": 74.77759859420686,
-        "temp_cv_pct": 6.077371254627639,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 518.070872587,
-        "samples": 518,
-        "avg_temp_c": 71.9073359073359,
-        "p95_temp_c": 72,
-        "avg_power_w": 514.3837065637066,
-        "p95_power_w": 520.4545,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 99.54826254826254,
-        "avg_mem_usage_pct": 38.46138996138996,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 5.442205008113535,
-        "temp_cv_pct": 0.9844059147322263,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.076189386,
-        "samples": 113,
-        "avg_temp_c": 49.92920353982301,
-        "p95_temp_c": 56,
-        "avg_power_w": 89.37265486725663,
-        "p95_power_w": 94.67,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 2.53783367168321,
-        "temp_cv_pct": 4.882111393317778,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.95333333333333,
-        "thermal_sustain_score": 100,
-        "stability_score": 89.11558998377294,
-        "interconnect_score": 0,
-        "composite_score": 545.2083180519243
-      }
-    }
-  ],
-  "server_power": {
-    "available": true,
-    "idle_w": 993.3333333333334,
-    "loaded_w": 2181.4117647058824,
-    "delta_w": 1188.078431372549,
-    "gpu_reported_sum_w": 514.3837065637066,
-    "reporting_ratio": 2.3097124115952243
-  }
-}
\ No newline at end of file
diff --git a/gpu-benchmark-20260413-042023/result.json b/gpu-benchmark-20260413-042023/result.json
deleted file mode 100644
index 84455cd..0000000
--- a/gpu-benchmark-20260413-042023/result.json
+++ /dev/null
@@ -1,339 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-13T04:20:23.254080304Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "parallel_gpus": true,
-  "ramp_step": 2,
-  "ramp_total": 8,
-  "ramp_run_id": "ramp-20260413-035309",
-  "overall_status": "OK",
-  "selected_gpu_indices": [
-    0,
-    1
-  ],
-  "findings": [
-    "All 2 GPU(s) passed the benchmark.",
-    "GPU 0 showed unstable clocks/power over the benchmark window.",
-    "GPU 1 showed unstable clocks/power over the benchmark window.",
-    "Server power delta 1672 W exceeds GPU-reported sum 1036 W by 61%. Other components (CPU, NVMe, networking) may be drawing substantial power under GPU load."
-  ],
-  "normalization": {
-    "status": "full",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      }
-    ]
-  },
-  "host_config": {
-    "cpu_model": "INTEL(R) XEON(R) GOLD 6530",
-    "cpu_sockets": 2,
-    "cpu_cores": 64,
-    "cpu_threads": 128,
-    "mem_total_gib": 125.36544799804688
-  },
-  "cpu_load": {
-    "avg_pct": 1.5,
-    "max_pct": 1.6,
-    "p95_pct": 1.6,
-    "samples": 71,
-    "status": "ok"
-  },
-  "gpus": [
-    {
-      "index": 0,
-      "uuid": "GPU-8281bc14-c076-e306-75b1-e91596be45e7",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4B:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.22,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 15.057418789,
-        "samples": 15,
-        "avg_temp_c": 59.53333333333333,
-        "p95_temp_c": 65.6,
-        "avg_power_w": 118.17133333333335,
-        "p95_power_w": 195.23499999999967,
-        "avg_graphics_clock_mhz": 2419.5333333333333,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0.3814546146932904,
-        "power_cv_pct": 64.74043823099278,
-        "temp_cv_pct": 6.098655679368466,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 520.069532944,
-        "samples": 520,
-        "avg_temp_c": 71.74807692307692,
-        "p95_temp_c": 72,
-        "avg_power_w": 511.9014230769234,
-        "p95_power_w": 520.072,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 99.03846153846153,
-        "avg_mem_usage_pct": 38.41538461538462,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 7.630331977379506,
-        "temp_cv_pct": 1.6849782906634136,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 121.009027315,
-        "samples": 114,
-        "avg_temp_c": 49.79824561403509,
-        "p95_temp_c": 54.349999999999994,
-        "avg_power_w": 89.54026315789477,
-        "p95_power_w": 93.49049999999998,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 1.7838271138649684,
-        "temp_cv_pct": 3.883484530370241,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.96333333333332,
-        "thermal_sustain_score": 100,
-        "stability_score": 84.73933604524099,
-        "interconnect_score": 0,
-        "composite_score": 539.0845072169755
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    },
-    {
-      "index": 1,
-      "uuid": "GPU-a66d6d68-9870-dfe0-1823-b38a141c21ae",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4C:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.225,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 15.057418789,
-        "samples": 15,
-        "avg_temp_c": 56.333333333333336,
-        "p95_temp_c": 61.599999999999994,
-        "avg_power_w": 113.68933333333335,
-        "p95_power_w": 194.66699999999966,
-        "avg_graphics_clock_mhz": 2419.5333333333333,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0.3814546146932904,
-        "power_cv_pct": 71.92406919974427,
-        "temp_cv_pct": 5.675540264275408,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 520.069532944,
-        "samples": 520,
-        "avg_temp_c": 74.13461538461539,
-        "p95_temp_c": 75,
-        "avg_power_w": 523.9403653846153,
-        "p95_power_w": 532.881,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 98.86923076923077,
-        "avg_mem_usage_pct": 39.32884615384615,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 8.668121242011786,
-        "temp_cv_pct": 1.9390814166506207,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 121.009027315,
-        "samples": 114,
-        "avg_temp_c": 51.63157894736842,
-        "p95_temp_c": 56,
-        "avg_power_w": 88.05026315789462,
-        "p95_power_w": 92.084,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 1.8363510924174664,
-        "temp_cv_pct": 3.5292319871148523,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.96249999999999,
-        "thermal_sustain_score": 100,
-        "stability_score": 82.66375751597643,
-        "interconnect_score": 0,
-        "composite_score": 536.175405738999
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    }
-  ],
-  "server_power": {
-    "available": true,
-    "idle_w": 1028,
-    "loaded_w": 2699.883495145631,
-    "delta_w": 1671.883495145631,
-    "gpu_reported_sum_w": 1035.8417884615387,
-    "reporting_ratio": 1.6140336427522965
-  }
-}
\ No newline at end of file
diff --git a/gpu-benchmark-20260413-043509/result.json b/gpu-benchmark-20260413-043509/result.json
deleted file mode 100644
index e64eee2..0000000
--- a/gpu-benchmark-20260413-043509/result.json
+++ /dev/null
@@ -1,485 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-13T04:35:09.488332038Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "parallel_gpus": true,
-  "ramp_step": 3,
-  "ramp_total": 8,
-  "ramp_run_id": "ramp-20260413-035309",
-  "overall_status": "OK",
-  "selected_gpu_indices": [
-    0,
-    1,
-    2
-  ],
-  "findings": [
-    "All 3 GPU(s) passed the benchmark.",
-    "GPU 0 showed unstable clocks/power over the benchmark window.",
-    "GPU 1 showed unstable clocks/power over the benchmark window.",
-    "GPU 2 showed unstable clocks/power over the benchmark window.",
-    "Server power delta 2188 W exceeds GPU-reported sum 1565 W by 40%. Other components (CPU, NVMe, networking) may be drawing substantial power under GPU load."
-  ],
-  "normalization": {
-    "status": "full",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 2,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      }
-    ]
-  },
-  "host_config": {
-    "cpu_model": "INTEL(R) XEON(R) GOLD 6530",
-    "cpu_sockets": 2,
-    "cpu_cores": 64,
-    "cpu_threads": 128,
-    "mem_total_gib": 125.36544799804688
-  },
-  "cpu_load": {
-    "avg_pct": 1.9,
-    "max_pct": 2.5,
-    "p95_pct": 2.5,
-    "samples": 82,
-    "status": "ok"
-  },
-  "gpus": [
-    {
-      "index": 0,
-      "uuid": "GPU-8281bc14-c076-e306-75b1-e91596be45e7",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4B:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.255,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 15.033289155,
-        "samples": 15,
-        "avg_temp_c": 59.2,
-        "p95_temp_c": 65.3,
-        "avg_power_w": 118.2433333333333,
-        "p95_power_w": 195.2919999999997,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 64.53847869928777,
-        "temp_cv_pct": 5.890403977757667,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 522.069202793,
-        "samples": 522,
-        "avg_temp_c": 71.73946360153256,
-        "p95_temp_c": 72,
-        "avg_power_w": 511.1453831417621,
-        "p95_power_w": 520.4285,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 98.83141762452107,
-        "avg_mem_usage_pct": 38.42145593869732,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 8.76270864901095,
-        "temp_cv_pct": 2.1245135467552823,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.942911251,
-        "samples": 114,
-        "avg_temp_c": 49.43859649122807,
-        "p95_temp_c": 54,
-        "avg_power_w": 89.03017543859652,
-        "p95_power_w": 92.58,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 1.7468159750921186,
-        "temp_cv_pct": 3.6835591717577603,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
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-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.9575,
-        "thermal_sustain_score": 100,
-        "stability_score": 82.47458270197811,
-        "interconnect_score": 0,
-        "composite_score": 535.9061211105268
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    },
-    {
-      "index": 1,
-      "uuid": "GPU-a66d6d68-9870-dfe0-1823-b38a141c21ae",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4C:00.0",
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-      "compute_capability": "12.0",
-      "backend": "cublasLt",
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-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.165,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
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-        "samples": 15,
-        "avg_temp_c": 61,
-        "p95_temp_c": 66.6,
-        "avg_power_w": 112.94333333333337,
-        "p95_power_w": 177.84699999999975,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 57.05117016518504,
-        "temp_cv_pct": 5.678855106783204,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 522.069202793,
-        "samples": 522,
-        "avg_temp_c": 73.69731800766283,
-        "p95_temp_c": 74,
-        "avg_power_w": 521.9090804597699,
-        "p95_power_w": 532.379,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 98.46934865900383,
-        "avg_mem_usage_pct": 38.99233716475096,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 9.915628616003222,
-        "temp_cv_pct": 2.3155813129932827,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.942911251,
-        "samples": 114,
-        "avg_temp_c": 50.75438596491228,
-        "p95_temp_c": 55,
-        "avg_power_w": 87.372894736842,
-        "p95_power_w": 90.94749999999999,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 1.7330150264667308,
-        "temp_cv_pct": 3.4872476446986864,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
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-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
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-          "lanes": 16,
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-          "teraops_per_sec": 298.015759794176
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-          "name": "fp8_e5m2",
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-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
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-      "degradation_reasons": [
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-      "default_power_limit_w": 600,
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-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
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-        "avg_temp_c": 53.733333333333334,
-        "p95_temp_c": 59.3,
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-        "p95_power_w": 191.34599999999966,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 67.3613557450656,
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-        "clock_drift_pct": 0
-      },
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-        "samples": 522,
-        "avg_temp_c": 73.5823754789272,
-        "p95_temp_c": 74,
-        "avg_power_w": 531.7479693486594,
-        "p95_power_w": 542.509,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 98.47892720306514,
-        "avg_mem_usage_pct": 38.74521072796935,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 9.887326796340815,
-        "temp_cv_pct": 2.4110385580810907,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
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-        "samples": 114,
-        "avg_temp_c": 49.57017543859649,
-        "p95_temp_c": 54.349999999999994,
-        "avg_power_w": 90.77263157894727,
-        "p95_power_w": 94.967,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 2.017263598743592,
-        "temp_cv_pct": 4.05207099778575,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
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-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
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-        {
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-          "m": 8320,
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-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
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-          "k": 13696,
-          "iterations": 27840,
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-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
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-      "scores": {
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-        "power_sustain_score": 99.96166666666666,
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-        "interconnect_score": 0,
-        "composite_score": 532.7578857315244
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-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    }
-  ],
-  "server_power": {
-    "available": true,
-    "idle_w": 1036,
-    "loaded_w": 3223.5728155339807,
-    "delta_w": 2187.5728155339807,
-    "gpu_reported_sum_w": 1564.8024329501914,
-    "reporting_ratio": 1.397986588894582
-  }
-}
\ No newline at end of file
diff --git a/gpu-benchmark-20260413-045001/result.json b/gpu-benchmark-20260413-045001/result.json
deleted file mode 100644
index 3b8e5c3..0000000
--- a/gpu-benchmark-20260413-045001/result.json
+++ /dev/null
@@ -1,631 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-13T04:50:01.238832218Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "parallel_gpus": true,
-  "ramp_step": 4,
-  "ramp_total": 8,
-  "ramp_run_id": "ramp-20260413-035309",
-  "overall_status": "OK",
-  "selected_gpu_indices": [
-    0,
-    1,
-    2,
-    3
-  ],
-  "findings": [
-    "All 4 GPU(s) passed the benchmark.",
-    "GPU 0 showed unstable clocks/power over the benchmark window.",
-    "GPU 1 showed unstable clocks/power over the benchmark window.",
-    "GPU 2 showed unstable clocks/power over the benchmark window.",
-    "GPU 3 showed unstable clocks/power over the benchmark window.",
-    "Server power delta 2690 W exceeds GPU-reported sum 2085 W by 29%. Other components (CPU, NVMe, networking) may be drawing substantial power under GPU load."
-  ],
-  "normalization": {
-    "status": "full",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 2,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 3,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      }
-    ]
-  },
-  "host_config": {
-    "cpu_model": "INTEL(R) XEON(R) GOLD 6530",
-    "cpu_sockets": 2,
-    "cpu_cores": 64,
-    "cpu_threads": 128,
-    "mem_total_gib": 125.36544799804688
-  },
-  "cpu_load": {
-    "avg_pct": 3.1,
-    "max_pct": 3.3,
-    "p95_pct": 3.2,
-    "samples": 70,
-    "status": "ok"
-  },
-  "gpus": [
-    {
-      "index": 0,
-      "uuid": "GPU-8281bc14-c076-e306-75b1-e91596be45e7",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4B:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.255,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 15.036223085,
-        "samples": 15,
-        "avg_temp_c": 58.666666666666664,
-        "p95_temp_c": 64.3,
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-        "p95_power_w": 124.32599999999992,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 18.77753269993211,
-        "temp_cv_pct": 5.9915574211200315,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 525.067614256,
-        "samples": 525,
-        "avg_temp_c": 71.64,
-        "p95_temp_c": 72,
-        "avg_power_w": 508.3619999999994,
-        "p95_power_w": 520.1840000000001,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 98.29523809523809,
-        "avg_mem_usage_pct": 38.43047619047619,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 10.748058849985153,
-        "temp_cv_pct": 2.789715042814912,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.741717307,
-        "samples": 114,
-        "avg_temp_c": 49.62280701754386,
-        "p95_temp_c": 53,
-        "avg_power_w": 89.43131578947367,
-        "p95_power_w": 92.2615,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 1.4118633273458687,
-        "temp_cv_pct": 2.9165260445929433,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
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-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
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-        "thermal_sustain_score": 100,
-        "stability_score": 78.50388230002969,
-        "interconnect_score": 0,
-        "composite_score": 530.3421839833501
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-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    },
-    {
-      "index": 1,
-      "uuid": "GPU-a66d6d68-9870-dfe0-1823-b38a141c21ae",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4C:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.185,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 15.036223085,
-        "samples": 15,
-        "avg_temp_c": 60.333333333333336,
-        "p95_temp_c": 66.3,
-        "avg_power_w": 104.13399999999999,
-        "p95_power_w": 135.44299999999987,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
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-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 525.067614256,
-        "samples": 525,
-        "avg_temp_c": 74.02285714285715,
-        "p95_temp_c": 75,
-        "avg_power_w": 520.1055999999996,
-        "p95_power_w": 532.95,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 97.92761904761905,
-        "avg_mem_usage_pct": 38.944761904761904,
-        "clock_cv_pct": 0,
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-        "temp_cv_pct": 2.9818204514658326,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.741717307,
-        "samples": 114,
-        "avg_temp_c": 51.53508771929825,
-        "p95_temp_c": 55,
-        "avg_power_w": 88.07684210526322,
-        "p95_power_w": 90.61,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 1.3530652386403696,
-        "temp_cv_pct": 2.546658308018548,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.96916666666668,
-        "thermal_sustain_score": 100,
-        "stability_score": 76.76130625709312,
-        "interconnect_score": 0,
-        "composite_score": 527.9102110302674
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    },
-    {
-      "index": 2,
-      "uuid": "GPU-82b32f5b-5fca-9674-a845-cfd5da365d09",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
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-      "backend": "cublasLt",
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-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.255,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
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-        "avg_temp_c": 58.46666666666667,
-        "p95_temp_c": 64.3,
-        "avg_power_w": 104.23466666666667,
-        "p95_power_w": 128.58599999999993,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
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-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 20.35320302333862,
-        "temp_cv_pct": 5.986045495282411,
-        "clock_drift_pct": 0
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-      "steady": {
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-        "samples": 525,
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-        "p95_temp_c": 75,
-        "avg_power_w": 530.595066666667,
-        "p95_power_w": 544.2040000000001,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 97.9047619047619,
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-        "temp_cv_pct": 3.1451081246290715,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
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-        "samples": 114,
-        "avg_temp_c": 50.473684210526315,
-        "p95_temp_c": 54,
-        "avg_power_w": 91.29131578947388,
-        "p95_power_w": 94.4975,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 1.5813669058676583,
-        "temp_cv_pct": 2.9944744585943432,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
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-          "m": 11904,
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-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
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-          "m": 8320,
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-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
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-        {
-          "name": "fp8_e4m3",
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-          "name": "fp8_e5m2",
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-      "degradation_reasons": [
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-      "locked_memory_clock_mhz": 12481,
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-        "p95_temp_c": 61.3,
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-        "p95_power_w": 116.39399999999993,
-        "avg_graphics_clock_mhz": 2425.2,
-        "p95_graphics_clock_mhz": 2430,
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-        "p95_memory_clock_mhz": 12481,
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-        "p95_power_w": 539.4580000000001,
-        "avg_graphics_clock_mhz": 2422.0761904761903,
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-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 97.94285714285714,
-        "avg_mem_usage_pct": 38.499047619047616,
-        "clock_cv_pct": 0.03207964525416391,
-        "power_cv_pct": 11.564343959222406,
-        "temp_cv_pct": 3.0543353777078432,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
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-        "samples": 114,
-        "avg_temp_c": 52.39473684210526,
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-        "avg_power_w": 88.51675438596483,
-        "p95_power_w": 91.02149999999999,
-        "avg_graphics_clock_mhz": 2422.2105263157896,
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-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
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-        "clock_cv_pct": 0.05286830237971597,
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-        "temp_cv_pct": 2.5104636139944287,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
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-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
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-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
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-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
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-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
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-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
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-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
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-        "thermal_sustain_score": 100,
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-      "degradation_reasons": [
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-  ],
-  "server_power": {
-    "available": true,
-    "idle_w": 1048,
-    "loaded_w": 3737.5384615384614,
-    "delta_w": 2689.5384615384614,
-    "gpu_reported_sum_w": 2085.0581714285704,
-    "reporting_ratio": 1.2899105158757913
-  }
-}
\ No newline at end of file
diff --git a/gpu-benchmark-20260413-050458/result.json b/gpu-benchmark-20260413-050458/result.json
deleted file mode 100644
index aa41f05..0000000
--- a/gpu-benchmark-20260413-050458/result.json
+++ /dev/null
@@ -1,776 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-13T05:04:58.909534574Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "parallel_gpus": true,
-  "ramp_step": 5,
-  "ramp_total": 8,
-  "ramp_run_id": "ramp-20260413-035309",
-  "overall_status": "OK",
-  "selected_gpu_indices": [
-    0,
-    1,
-    2,
-    3,
-    4
-  ],
-  "findings": [
-    "All 5 GPU(s) passed the benchmark.",
-    "GPU 0 showed unstable clocks/power over the benchmark window.",
-    "GPU 1 showed unstable clocks/power over the benchmark window.",
-    "GPU 2 showed unstable clocks/power over the benchmark window.",
-    "GPU 3 showed unstable clocks/power over the benchmark window.",
-    "GPU 4 showed unstable clocks/power over the benchmark window."
-  ],
-  "normalization": {
-    "status": "full",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 2,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 3,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 4,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      }
-    ]
-  },
-  "host_config": {
-    "cpu_model": "INTEL(R) XEON(R) GOLD 6530",
-    "cpu_sockets": 2,
-    "cpu_cores": 64,
-    "cpu_threads": 128,
-    "mem_total_gib": 125.36544799804688
-  },
-  "cpu_load": {
-    "avg_pct": 3.7,
-    "max_pct": 3.9,
-    "p95_pct": 3.9,
-    "samples": 70,
-    "status": "ok"
-  },
-  "gpus": [
-    {
-      "index": 0,
-      "uuid": "GPU-8281bc14-c076-e306-75b1-e91596be45e7",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4B:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.2645,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 15.003491683,
-        "samples": 15,
-        "avg_temp_c": 58.8,
-        "p95_temp_c": 64.3,
-        "avg_power_w": 97.76533333333332,
-        "p95_power_w": 104.70400000000001,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 3.7803015697327367,
-        "temp_cv_pct": 5.798962291403367,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 527.066986904,
-        "samples": 527,
-        "avg_temp_c": 71.57495256166983,
-        "p95_temp_c": 73,
-        "avg_power_w": 507.0497533206832,
-        "p95_power_w": 520.9,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 97.74952561669829,
-        "avg_mem_usage_pct": 37.86337760910816,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 12.012757746133422,
-        "temp_cv_pct": 3.2586034768067687,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.648768617,
-        "samples": 114,
-        "avg_temp_c": 49.56140350877193,
-        "p95_temp_c": 52,
-        "avg_power_w": 89.30096491228069,
-        "p95_power_w": 91.444,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 1.1038088274923465,
-        "temp_cv_pct": 2.4499053413094867,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.95591666666667,
-        "thermal_sustain_score": 100,
-        "stability_score": 75.97448450773315,
-        "interconnect_score": 0,
-        "composite_score": 526.796538479771
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-  }
-}
\ No newline at end of file
diff --git a/gpu-benchmark-20260413-052002/result.json b/gpu-benchmark-20260413-052002/result.json
deleted file mode 100644
index 5ba822c..0000000
--- a/gpu-benchmark-20260413-052002/result.json
+++ /dev/null
@@ -1,922 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-13T05:20:02.176595191Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "parallel_gpus": true,
-  "ramp_step": 6,
-  "ramp_total": 8,
-  "ramp_run_id": "ramp-20260413-035309",
-  "overall_status": "OK",
-  "selected_gpu_indices": [
-    0,
-    1,
-    2,
-    3,
-    4,
-    5
-  ],
-  "findings": [
-    "All 6 GPU(s) passed the benchmark.",
-    "GPU 0 showed unstable clocks/power over the benchmark window.",
-    "GPU 1 showed unstable clocks/power over the benchmark window.",
-    "GPU 2 showed unstable clocks/power over the benchmark window.",
-    "GPU 3 showed unstable clocks/power over the benchmark window.",
-    "GPU 4 showed unstable clocks/power over the benchmark window.",
-    "GPU 5 showed unstable clocks/power over the benchmark window."
-  ],
-  "normalization": {
-    "status": "full",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
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-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 16.053059923,
-        "samples": 16,
-        "avg_temp_c": 54.875,
-        "p95_temp_c": 60.25,
-        "avg_power_w": 92.22937500000002,
-        "p95_power_w": 98.205,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 3.382386785564523,
-        "temp_cv_pct": 5.9006076751656575,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 529.066805487,
-        "samples": 529,
-        "avg_temp_c": 69.15879017013232,
-        "p95_temp_c": 70,
-        "avg_power_w": 509.86896030245765,
-        "p95_power_w": 525.116,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 97.53308128544424,
-        "avg_mem_usage_pct": 37.90359168241966,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 13.0988749354967,
-        "temp_cv_pct": 3.6747327643850913,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.562160642,
-        "samples": 114,
-        "avg_temp_c": 46.5,
-        "p95_temp_c": 49.349999999999994,
-        "avg_power_w": 85.81798245614041,
-        "p95_power_w": 87.93700000000001,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 0.9711049131181364,
-        "temp_cv_pct": 2.503564953095039,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.94666666666666,
-        "thermal_sustain_score": 100,
-        "stability_score": 73.80225012900661,
-        "interconnect_score": 0,
-        "composite_score": 523.7449218546949
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    },
-    {
-      "index": 5,
-      "uuid": "GPU-8d5d3b52-6221-c572-e4dc-3eb34699d5a4",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:CC:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.272,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 16.053059923,
-        "samples": 16,
-        "avg_temp_c": 53.375,
-        "p95_temp_c": 58.25,
-        "avg_power_w": 93.08749999999998,
-        "p95_power_w": 98.725,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 3.571040763944285,
-        "temp_cv_pct": 5.416877520477929,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 529.066805487,
-        "samples": 529,
-        "avg_temp_c": 71.84499054820417,
-        "p95_temp_c": 73,
-        "avg_power_w": 518.6966351606807,
-        "p95_power_w": 536.0600000000001,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 97.17958412098298,
-        "avg_mem_usage_pct": 38.36862003780718,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 13.736936451172705,
-        "temp_cv_pct": 3.995613888278051,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.562160642,
-        "samples": 114,
-        "avg_temp_c": 49.01754385964912,
-        "p95_temp_c": 51,
-        "avg_power_w": 88.78377192982451,
-        "p95_power_w": 90.8905,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 0.9946861228149281,
-        "temp_cv_pct": 1.9293961305574223,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.95466666666665,
-        "thermal_sustain_score": 100,
-        "stability_score": 72.5261270976546,
-        "interconnect_score": 0,
-        "composite_score": 521.9634826377489
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    }
-  ],
-  "server_power": {
-    "available": true,
-    "idle_w": 1228,
-    "loaded_w": 4799.076923076923,
-    "delta_w": 3571.076923076923,
-    "gpu_reported_sum_w": 3113.334007561437,
-    "reporting_ratio": 1.1470266005522547
-  }
-}
\ No newline at end of file
diff --git a/gpu-benchmark-20260413-053511/result.json b/gpu-benchmark-20260413-053511/result.json
deleted file mode 100644
index f232c1d..0000000
--- a/gpu-benchmark-20260413-053511/result.json
+++ /dev/null
@@ -1,1068 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-13T05:35:11.571022479Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "parallel_gpus": true,
-  "ramp_step": 7,
-  "ramp_total": 8,
-  "ramp_run_id": "ramp-20260413-035309",
-  "overall_status": "OK",
-  "selected_gpu_indices": [
-    0,
-    1,
-    2,
-    3,
-    4,
-    5,
-    6
-  ],
-  "findings": [
-    "All 7 GPU(s) passed the benchmark.",
-    "GPU 0 showed unstable clocks/power over the benchmark window.",
-    "GPU 1 showed unstable clocks/power over the benchmark window.",
-    "GPU 2 showed unstable clocks/power over the benchmark window.",
-    "GPU 3 showed unstable clocks/power over the benchmark window.",
-    "GPU 4 showed unstable clocks/power over the benchmark window.",
-    "GPU 5 showed unstable clocks/power over the benchmark window.",
-    "GPU 6 showed unstable clocks/power over the benchmark window."
-  ],
-  "normalization": {
-    "status": "full",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 2,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 3,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 4,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 5,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 6,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      }
-    ]
-  },
-  "host_config": {
-    "cpu_model": "INTEL(R) XEON(R) GOLD 6530",
-    "cpu_sockets": 2,
-    "cpu_cores": 64,
-    "cpu_threads": 128,
-    "mem_total_gib": 125.36544799804688
-  },
-  "cpu_load": {
-    "avg_pct": 4.4,
-    "max_pct": 5.7,
-    "p95_pct": 5.6,
-    "samples": 84,
-    "status": "ok"
-  },
-  "gpus": [
-    {
-      "index": 0,
-      "uuid": "GPU-8281bc14-c076-e306-75b1-e91596be45e7",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4B:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.314,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 16.04678938,
-        "samples": 16,
-        "avg_temp_c": 58.1875,
-        "p95_temp_c": 64,
-        "avg_power_w": 97.07624999999999,
-        "p95_power_w": 104.1875,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 3.8062564565253245,
-        "temp_cv_pct": 5.641910198353984,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 531.065115947,
-        "samples": 531,
-        "avg_temp_c": 72.64783427495291,
-        "p95_temp_c": 74,
-        "avg_power_w": 510.3100188323918,
-        "p95_power_w": 532.09,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 96.99435028248588,
-        "avg_mem_usage_pct": 38.71939736346516,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 14.24939934825413,
-        "temp_cv_pct": 4.027206872308068,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.372856967,
-        "samples": 114,
-        "avg_temp_c": 50.12280701754386,
-        "p95_temp_c": 52,
-        "avg_power_w": 89.38657894736835,
-        "p95_power_w": 91.3775,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 0.9290319187872187,
-        "temp_cv_pct": 1.8524492295973676,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.94766666666668,
-        "thermal_sustain_score": 100,
-        "stability_score": 71.50120130349174,
-        "interconnect_score": 0,
-        "composite_score": 520.5214218839666
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    },
-    {
-      "index": 1,
-      "uuid": "GPU-a66d6d68-9870-dfe0-1823-b38a141c21ae",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4C:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.258,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 16.04678938,
-        "samples": 16,
-        "avg_temp_c": 60.5625,
-        "p95_temp_c": 66.25,
-        "avg_power_w": 95.88437499999998,
-        "p95_power_w": 102.965,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 3.962008587086827,
-        "temp_cv_pct": 5.748666450858805,
-        "clock_drift_pct": 0
-      },
-      "steady": {
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-        "samples": 531,
-        "avg_temp_c": 74.55743879472693,
-        "p95_temp_c": 76,
-        "avg_power_w": 516.4025988700567,
-        "p95_power_w": 534.14,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 96.92467043314501,
-        "avg_mem_usage_pct": 38.4030131826742,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 14.717500783253215,
-        "temp_cv_pct": 3.946380183758861,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
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-        "samples": 114,
-        "avg_temp_c": 51.75438596491228,
-        "p95_temp_c": 54,
-        "avg_power_w": 88.00070175438614,
-        "p95_power_w": 90.0505,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 0.9245185916668872,
-        "temp_cv_pct": 1.7274837025411365,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
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-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 2.950204809082421,
-        "temp_cv_pct": 5.905594689609921,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 531.065115947,
-        "samples": 531,
-        "avg_temp_c": 70.20338983050847,
-        "p95_temp_c": 71,
-        "avg_power_w": 509.8354237288135,
-        "p95_power_w": 527.455,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 96.84934086629002,
-        "avg_mem_usage_pct": 38.18079096045198,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 14.468544117030715,
-        "temp_cv_pct": 4.251349242502187,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.372856967,
-        "samples": 114,
-        "avg_temp_c": 47.35087719298246,
-        "p95_temp_c": 49.349999999999994,
-        "avg_power_w": 87.85578947368428,
-        "p95_power_w": 89.6515,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 0.983368735998178,
-        "temp_cv_pct": 1.977622251957387,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.95833333333333,
-        "thermal_sustain_score": 100,
-        "stability_score": 71.06291176593857,
-        "interconnect_score": 0,
-        "composite_score": 519.9162374103023
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    }
-  ],
-  "server_power": {
-    "available": true,
-    "idle_w": 1164,
-    "loaded_w": 5288.114285714286,
-    "delta_w": 4124.114285714286,
-    "gpu_reported_sum_w": 3609.3909416195866,
-    "reporting_ratio": 1.1426067035741314
-  }
-}
\ No newline at end of file
diff --git a/gpu-benchmark-20260413-055026/result.json b/gpu-benchmark-20260413-055026/result.json
deleted file mode 100644
index 2101463..0000000
--- a/gpu-benchmark-20260413-055026/result.json
+++ /dev/null
@@ -1,1234 +0,0 @@
-{
-  "benchmark_version": "1",
-  "generated_at": "2026-04-13T05:50:26.607897085Z",
-  "hostname": "debian",
-  "server_model": "G5500 V7",
-  "benchmark_profile": "standard",
-  "parallel_gpus": true,
-  "ramp_step": 8,
-  "ramp_total": 8,
-  "ramp_run_id": "ramp-20260413-035309",
-  "overall_status": "OK",
-  "selected_gpu_indices": [
-    0,
-    1,
-    2,
-    3,
-    4,
-    5,
-    6,
-    7
-  ],
-  "findings": [
-    "All 8 GPU(s) passed the benchmark.",
-    "GPU 0 showed unstable clocks/power over the benchmark window.",
-    "GPU 1 showed unstable clocks/power over the benchmark window.",
-    "GPU 2 showed unstable clocks/power over the benchmark window.",
-    "GPU 3 showed unstable clocks/power over the benchmark window.",
-    "GPU 4 showed unstable clocks/power over the benchmark window.",
-    "GPU 5 showed unstable clocks/power over the benchmark window.",
-    "GPU 6 showed unstable clocks/power over the benchmark window.",
-    "GPU 7 showed unstable clocks/power over the benchmark window.",
-    "Multi-GPU all_reduce max bus bandwidth: 3.9 GB/s."
-  ],
-  "normalization": {
-    "status": "full",
-    "gpus": [
-      {
-        "index": 0,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 1,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 2,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 3,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 4,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 5,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 6,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      },
-      {
-        "index": 7,
-        "persistence_mode": "applied",
-        "gpu_clock_lock_mhz": 2430,
-        "gpu_clock_lock_status": "applied",
-        "memory_clock_lock_mhz": 12481,
-        "memory_clock_lock_status": "applied"
-      }
-    ]
-  },
-  "host_config": {
-    "cpu_model": "INTEL(R) XEON(R) GOLD 6530",
-    "cpu_sockets": 2,
-    "cpu_cores": 64,
-    "cpu_threads": 128,
-    "mem_total_gib": 125.36544799804688
-  },
-  "cpu_load": {
-    "avg_pct": 4.9,
-    "max_pct": 6.9,
-    "p95_pct": 6.6,
-    "samples": 91,
-    "status": "ok"
-  },
-  "gpus": [
-    {
-      "index": 0,
-      "uuid": "GPU-8281bc14-c076-e306-75b1-e91596be45e7",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4B:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.284,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
-        "duration_sec": 16.034820522,
-        "samples": 16,
-        "avg_temp_c": 58.5625,
-        "p95_temp_c": 64.25,
-        "avg_power_w": 97.34562499999998,
-        "p95_power_w": 104.3425,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 3.8153775648467336,
-        "temp_cv_pct": 5.852307308796241,
-        "clock_drift_pct": 0
-      },
-      "steady": {
-        "duration_sec": 534.065632494,
-        "samples": 534,
-        "avg_temp_c": 72.97940074906367,
-        "p95_temp_c": 74,
-        "avg_power_w": 512.3819850187268,
-        "p95_power_w": 533.2760000000001,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 96.45692883895131,
-        "avg_mem_usage_pct": 38.39138576779026,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 15.592428960695315,
-        "temp_cv_pct": 4.647413618844314,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
-        "duration_sec": 120.311993894,
-        "samples": 114,
-        "avg_temp_c": 50.19298245614035,
-        "p95_temp_c": 52,
-        "avg_power_w": 89.36491228070172,
-        "p95_power_w": 91.181,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 0.8317003174992245,
-        "temp_cv_pct": 1.1765139936880011,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
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-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
-        },
-        {
-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.95266666666667,
-        "thermal_sustain_score": 100,
-        "stability_score": 68.81514207860937,
-        "interconnect_score": 3.92,
-        "composite_score": 572.8117211343068
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    },
-    {
-      "index": 1,
-      "uuid": "GPU-a66d6d68-9870-dfe0-1823-b38a141c21ae",
-      "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
-      "bus_id": "00000000:4C:00.0",
-      "vbios": "98.02.67.00.0A",
-      "compute_capability": "12.0",
-      "backend": "cublasLt",
-      "status": "OK",
-      "power_limit_w": 600,
-      "default_power_limit_w": 600,
-      "calibrated_peak_power_w": 600.224,
-      "max_graphics_clock_mhz": 2430,
-      "max_memory_clock_mhz": 12481,
-      "locked_graphics_clock_mhz": 2430,
-      "locked_memory_clock_mhz": 12481,
-      "baseline": {
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-        "samples": 16,
-        "avg_temp_c": 60.625,
-        "p95_temp_c": 66.25,
-        "avg_power_w": 96.18749999999999,
-        "p95_power_w": 102.9575,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 3.6190678467089095,
-        "temp_cv_pct": 5.650387466410194,
-        "clock_drift_pct": 0
-      },
-      "steady": {
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-        "samples": 534,
-        "avg_temp_c": 74.33707865168539,
-        "p95_temp_c": 76,
-        "avg_power_w": 513.9588576779026,
-        "p95_power_w": 534.706,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 96.09550561797752,
-        "avg_mem_usage_pct": 37.97752808988764,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 16.032037069751265,
-        "temp_cv_pct": 4.56941886281622,
-        "clock_drift_pct": 0
-      },
-      "cooldown": {
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-        "samples": 114,
-        "avg_temp_c": 51.333333333333336,
-        "p95_temp_c": 53,
-        "avg_power_w": 88.73859649122802,
-        "p95_power_w": 90.269,
-        "avg_graphics_clock_mhz": 2422,
-        "p95_graphics_clock_mhz": 2422,
-        "avg_memory_clock_mhz": 12481,
-        "p95_memory_clock_mhz": 12481,
-        "avg_usage_pct": 0,
-        "avg_mem_usage_pct": 0,
-        "clock_cv_pct": 0,
-        "power_cv_pct": 0.8602569271127033,
-        "temp_cv_pct": 1.4288820888835887,
-        "clock_drift_pct": 0
-      },
-      "throttle_counters": {
-        "sw_power_cap_us": 0,
-        "sw_thermal_slowdown_us": 0,
-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
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-          "category": "fp16_bf16",
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-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
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-        {
-          "name": "fp32_tf32",
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-          "m": 8320,
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-          "iterations": 27840,
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-          "name": "fp64",
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-          "name": "fp8_e5m2",
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-      "cooldown": {
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-        "p95_power_w": 92.95,
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-        "p95_graphics_clock_mhz": 2422,
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-        "avg_usage_pct": 0,
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-      "throttle_counters": {
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-          "m": 11904,
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-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
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-        {
-          "name": "fp32_tf32",
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-        "p95_memory_clock_mhz": 12481,
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-        "p95_graphics_clock_mhz": 2422,
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-        "p95_memory_clock_mhz": 12481,
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-        "avg_mem_usage_pct": 0,
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-        "sync_boost_us": 0,
-        "hw_thermal_slowdown_us": 0,
-        "hw_power_brake_slowdown_us": 0
-      },
-      "precision_results": [
-        {
-          "name": "fp16_tensor",
-          "category": "fp16_bf16",
-          "supported": true,
-          "lanes": 16,
-          "m": 11904,
-          "n": 11904,
-          "k": 11904,
-          "iterations": 27840,
-          "teraops_per_sec": 195.675631386624
-        },
-        {
-          "name": "fp32_tf32",
-          "category": "fp32_tf32",
-          "supported": true,
-          "lanes": 16,
-          "m": 8320,
-          "n": 8320,
-          "k": 8320,
-          "iterations": 27840,
-          "teraops_per_sec": 66.807922688
-        },
-        {
-          "name": "fp64",
-          "category": "fp64",
-          "supported": false,
-          "notes": "unsupported"
-        },
-        {
-          "name": "fp8_e4m3",
-          "category": "fp8",
-          "supported": true,
-          "lanes": 16,
-          "m": 13696,
-          "n": 13696,
-          "k": 13696,
-          "iterations": 27840,
-          "teraops_per_sec": 298.015759794176
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-          "name": "fp8_e5m2",
-          "category": "fp8",
-          "supported": false,
-          "notes": "unsupported"
-        }
-      ],
-      "scores": {
-        "compute_score": 560.4993138688001,
-        "power_sustain_score": 99.94099999999999,
-        "thermal_sustain_score": 100,
-        "stability_score": 69.06048459792324,
-        "interconnect_score": 3.92,
-        "composite_score": 573.1456981806597
-      },
-      "degradation_reasons": [
-        "variance_too_high"
-      ]
-    }
-  ],
-  "interconnect": {
-    "status": "OK",
-    "attempted": true,
-    "supported": true,
-    "selected_gpu_indices": [
-      0,
-      1,
-      2,
-      3,
-      4,
-      5,
-      6,
-      7
-    ],
-    "avg_algbw_gbps": 2.2100000000000004,
-    "max_algbw_gbps": 2.24,
-    "avg_busbw_gbps": 3.8699999999999997,
-    "max_busbw_gbps": 3.92
-  },
-  "server_power": {
-    "available": true,
-    "idle_w": 1305.3333333333333,
-    "loaded_w": 5845.942857142857,
-    "delta_w": 4540.609523809524,
-    "gpu_reported_sum_w": 4108.495730337079,
-    "reporting_ratio": 1.1051756705700635
-  }
-}
\ No newline at end of file
diff --git a/gpu-benchmark-20260414-152824/result.json b/gpu-benchmark-20260414-152824/result.json
new file mode 100644
index 0000000..e6db3b7
--- /dev/null
+++ b/gpu-benchmark-20260414-152824/result.json
@@ -0,0 +1,141 @@
+{
+  "benchmark_version": "1",
+  "generated_at": "2026-04-14T15:28:24.793730899Z",
+  "hostname": "debian",
+  "server_model": "MLT-S06",
+  "benchmark_profile": "standard",
+  "parallel_gpus": true,
+  "ramp_step": 1,
+  "ramp_total": 2,
+  "ramp_run_id": "ramp-20260414-152824",
+  "overall_status": "FAILED",
+  "selected_gpu_indices": [
+    0
+  ],
+  "findings": [
+    "0 of 1 GPU(s) passed the benchmark.",
+    "GPU 0 average SM clock stayed below the requested lock target."
+  ],
+  "normalization": {
+    "status": "full",
+    "gpus": [
+      {
+        "index": 0,
+        "persistence_mode": "applied",
+        "gpu_clock_lock_mhz": 1980,
+        "gpu_clock_lock_status": "applied",
+        "memory_clock_lock_mhz": 2619,
+        "memory_clock_lock_status": "applied"
+      }
+    ]
+  },
+  "host_config": {
+    "cpu_model": "Intel(R) Xeon(R) Gold 6430",
+    "cpu_sockets": 2,
+    "cpu_cores": 64,
+    "cpu_threads": 128,
+    "mem_total_gib": 62.53376007080078
+  },
+  "gpus": [
+    {
+      "index": 0,
+      "uuid": "GPU-9ee0af22-3dda-6f5c-1a13-35c63f324216",
+      "name": "NVIDIA H100 80GB HBM3",
+      "bus_id": "00000000:49:00.0",
+      "vbios": "96.00.74.00.01",
+      "status": "UNSUPPORTED",
+      "power_limit_w": 700,
+      "default_power_limit_w": 700,
+      "max_graphics_clock_mhz": 1980,
+      "max_memory_clock_mhz": 2619,
+      "locked_graphics_clock_mhz": 1980,
+      "locked_memory_clock_mhz": 2619,
+      "baseline": {
+        "duration_sec": 0,
+        "samples": 0,
+        "avg_temp_c": 0,
+        "p95_temp_c": 0,
+        "avg_power_w": 0,
+        "p95_power_w": 0,
+        "avg_graphics_clock_mhz": 0,
+        "p95_graphics_clock_mhz": 0,
+        "avg_memory_clock_mhz": 0,
+        "p95_memory_clock_mhz": 0,
+        "avg_usage_pct": 0,
+        "avg_mem_usage_pct": 0,
+        "clock_cv_pct": 0,
+        "power_cv_pct": 0,
+        "temp_cv_pct": 0,
+        "clock_drift_pct": 0
+      },
+      "steady": {
+        "duration_sec": 0,
+        "samples": 0,
+        "avg_temp_c": 0,
+        "p95_temp_c": 0,
+        "avg_power_w": 0,
+        "p95_power_w": 0,
+        "avg_graphics_clock_mhz": 0,
+        "p95_graphics_clock_mhz": 0,
+        "avg_memory_clock_mhz": 0,
+        "p95_memory_clock_mhz": 0,
+        "avg_usage_pct": 0,
+        "avg_mem_usage_pct": 0,
+        "clock_cv_pct": 0,
+        "power_cv_pct": 0,
+        "temp_cv_pct": 0,
+        "clock_drift_pct": 0
+      },
+      "cooldown": {
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+        "samples": 0,
+        "avg_temp_c": 0,
+        "p95_temp_c": 0,
+        "avg_power_w": 0,
+        "p95_power_w": 0,
+        "avg_graphics_clock_mhz": 0,
+        "p95_graphics_clock_mhz": 0,
+        "avg_memory_clock_mhz": 0,
+        "p95_memory_clock_mhz": 0,
+        "avg_usage_pct": 0,
+        "avg_mem_usage_pct": 0,
+        "clock_cv_pct": 0,
+        "power_cv_pct": 0,
+        "temp_cv_pct": 0,
+        "clock_drift_pct": 0
+      },
+      "throttle_counters": {
+        "sw_power_cap_us": 0,
+        "sw_thermal_slowdown_us": 0,
+        "sync_boost_us": 0,
+        "hw_thermal_slowdown_us": 0,
+        "hw_power_brake_slowdown_us": 0
+      },
+      "ecc": {
+        "corrected": 0,
+        "uncorrected": 0
+      },
+      "scores": {
+        "compute_score": 0,
+        "power_sustain_score": 0,
+        "thermal_sustain_score": 100,
+        "stability_score": 100,
+        "interconnect_score": 0,
+        "composite_score": 0
+      },
+      "degradation_reasons": [
+        "low_sm_clock_vs_target"
+      ],
+      "notes": [
+        "parallel warmup failed: context canceled",
+        "precision plan failed: context canceled"
+      ]
+    }
+  ],
+  "server_power": {
+    "available": false,
+    "notes": [
+      "IPMI power reading unavailable; server-side power characterization skipped"
+    ]
+  }
+}
\ No newline at end of file
diff --git a/gpu-benchmark-20260414-152949/result.json b/gpu-benchmark-20260414-152949/result.json
new file mode 100644
index 0000000..d8ba6af
--- /dev/null
+++ b/gpu-benchmark-20260414-152949/result.json
@@ -0,0 +1,385 @@
+{
+  "benchmark_version": "1",
+  "generated_at": "2026-04-14T15:29:49.813251958Z",
+  "hostname": "debian",
+  "server_model": "MLT-S06",
+  "benchmark_profile": "standard",
+  "parallel_gpus": true,
+  "ramp_step": 1,
+  "ramp_total": 2,
+  "ramp_run_id": "ramp-20260414-152949",
+  "overall_status": "OK",
+  "selected_gpu_indices": [
+    0
+  ],
+  "findings": [
+    "All 1 GPU(s) passed the benchmark.",
+    "GPU 0 average SM clock stayed below the requested lock target."
+  ],
+  "normalization": {
+    "status": "full",
+    "gpus": [
+      {
+        "index": 0,
+        "persistence_mode": "applied",
+        "gpu_clock_lock_mhz": 1980,
+        "gpu_clock_lock_status": "applied",
+        "memory_clock_lock_mhz": 2619,
+        "memory_clock_lock_status": "applied"
+      }
+    ]
+  },
+  "host_config": {
+    "cpu_model": "Intel(R) Xeon(R) Gold 6430",
+    "cpu_sockets": 2,
+    "cpu_cores": 64,
+    "cpu_threads": 128,
+    "mem_total_gib": 62.53376007080078
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+  "cpu_load": {
+    "avg_pct": 0.7,
+    "max_pct": 1.1,
+    "p95_pct": 1,
+    "samples": 78,
+    "status": "ok"
+  },
+  "cooling": {
+    "available": true,
+    "avg_fan_rpm": 6083.203125,
+    "notes": [
+      "fan duty cycle unavailable on this host; RPM-only fan telemetry was collected"
+    ]
+  },
+  "gpus": [
+    {
+      "index": 0,
+      "uuid": "GPU-9ee0af22-3dda-6f5c-1a13-35c63f324216",
+      "name": "NVIDIA H100 80GB HBM3",
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+      "compute_capability": "9.0",
+      "backend": "cublasLt",
+      "status": "OK",
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+      "calibrated_peak_power_w": 698.316,
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+        "temp_cv_pct": 5.571524764445532,
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+      "precision_steady": [
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+          "teraops_per_sec": 702.1073356117333,
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+      "ecc": {
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+      "precision_results": [
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+          "lanes": 16,
+          "m": 9856,
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+          "weighted_teraops_per_sec": 89.46124014485504
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+        {
+          "name": "fp32_tf32",
+          "category": "fp32_tf32",
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+          "weighted_teraops_per_sec": 61.71262413963264
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+        {
+          "name": "fp64",
+          "category": "fp64",
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+          "weight": 2,
+          "notes": "unsupported"
+        },
+        {
+          "name": "fp8_e4m3",
+          "category": "fp8",
+          "supported": true,
+          "lanes": 16,
+          "m": 11392,
+          "n": 11392,
+          "k": 11392,
+          "iterations": 28032,
+          "teraops_per_sec": 276.28846547206143,
+          "weight": 0.25,
+          "weighted_teraops_per_sec": 69.07211636801536
+        },
+        {
+          "name": "fp8_e5m2",
+          "category": "fp8",
+          "supported": false,
+          "weight": 0.25,
+          "notes": "unsupported"
+        },
+        {
+          "name": "int8_tensor",
+          "category": "int8",
+          "supported": true,
+          "lanes": 16,
+          "m": 8832,
+          "n": 8832,
+          "k": 8832,
+          "iterations": 28032,
+          "teraops_per_sec": 128.74785629405184,
+          "weight": 0.25,
+          "weighted_teraops_per_sec": 32.18696407351296
+        }
+      ],
+      "scores": {
+        "compute_score": 1274.3983840449878,
+        "synthetic_score": 1198.668500627183,
+        "mixed_score": 252.432944726016,
+        "mixed_efficiency": 0.21059445926370363,
+        "power_sustain_score": 99.75942857142857,
+        "thermal_sustain_score": 100,
+        "stability_score": 86.6552008085787,
+        "interconnect_score": 0,
+        "composite_score": 1231.422031972879
+      },
+      "degradation_reasons": [
+        "low_sm_clock_vs_target"
+      ]
+    }
+  ],
+  "server_power": {
+    "available": false,
+    "notes": [
+      "IPMI power reading unavailable; server-side power characterization skipped"
+    ]
+  }
+}
\ No newline at end of file
diff --git a/gpu-benchmark-20260414-154657/result.json b/gpu-benchmark-20260414-154657/result.json
new file mode 100644
index 0000000..a731346
--- /dev/null
+++ b/gpu-benchmark-20260414-154657/result.json
@@ -0,0 +1,735 @@
+{
+  "benchmark_version": "1",
+  "generated_at": "2026-04-14T15:46:57.112694192Z",
+  "hostname": "debian",
+  "server_model": "MLT-S06",
+  "benchmark_profile": "standard",
+  "parallel_gpus": true,
+  "ramp_step": 2,
+  "ramp_total": 2,
+  "ramp_run_id": "ramp-20260414-152949",
+  "overall_status": "OK",
+  "selected_gpu_indices": [
+    0,
+    1
+  ],
+  "findings": [
+    "All 2 GPU(s) passed the benchmark.",
+    "GPU 0 average SM clock stayed below the requested lock target.",
+    "GPU 0 showed unstable clocks/power over the benchmark window.",
+    "GPU 1 average SM clock stayed below the requested lock target.",
+    "GPU 1 showed unstable clocks/power over the benchmark window.",
+    "Multi-GPU all_reduce max bus bandwidth: 12.1 GB/s."
+  ],
+  "normalization": {
+    "status": "full",
+    "gpus": [
+      {
+        "index": 0,
+        "persistence_mode": "applied",
+        "gpu_clock_lock_mhz": 1980,
+        "gpu_clock_lock_status": "applied",
+        "memory_clock_lock_mhz": 2619,
+        "memory_clock_lock_status": "applied"
+      },
+      {
+        "index": 1,
+        "persistence_mode": "applied",
+        "gpu_clock_lock_mhz": 1980,
+        "gpu_clock_lock_status": "applied",
+        "memory_clock_lock_mhz": 2619,
+        "memory_clock_lock_status": "applied"
+      }
+    ]
+  },
+  "host_config": {
+    "cpu_model": "Intel(R) Xeon(R) Gold 6430",
+    "cpu_sockets": 2,
+    "cpu_cores": 64,
+    "cpu_threads": 128,
+    "mem_total_gib": 62.53376007080078
+  },
+  "cpu_load": {
+    "avg_pct": 1.5,
+    "max_pct": 1.9,
+    "p95_pct": 1.8,
+    "samples": 73,
+    "status": "ok"
+  },
+  "cooling": {
+    "available": true,
+    "avg_fan_rpm": 6134.375,
+    "notes": [
+      "fan duty cycle unavailable on this host; RPM-only fan telemetry was collected"
+    ]
+  },
+  "gpus": [
+    {
+      "index": 0,
+      "uuid": "GPU-9ee0af22-3dda-6f5c-1a13-35c63f324216",
+      "name": "NVIDIA H100 80GB HBM3",
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+      "vbios": "96.00.74.00.01",
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+      "status": "OK",
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+      "precision_steady": [
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+          "precision": "int8",
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+            "p95_memory_clock_mhz": 2619,
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+          "teraops_per_sec": 296.763047018496,
+          "weighted_teraops_per_sec": 296.763047018496,
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+        },
+        {
+          "precision": "fp64",
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+            "avg_temp_c": 87,
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+            "avg_power_w": 599.5233333333334,
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+            "avg_graphics_clock_mhz": 1090,
+            "p95_graphics_clock_mhz": 1095,
+            "avg_memory_clock_mhz": 2619,
+            "p95_memory_clock_mhz": 2619,
+            "avg_usage_pct": 100,
+            "avg_mem_usage_pct": 46.333333333333336,
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+            "clock_drift_pct": 0
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+        },
+        {
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+          "ecc": {
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+      ],
+      "cooldown": {
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+        "avg_temp_c": 0,
+        "p95_temp_c": 0,
+        "avg_power_w": 0,
+        "p95_power_w": 0,
+        "avg_graphics_clock_mhz": 0,
+        "p95_graphics_clock_mhz": 0,
+        "avg_memory_clock_mhz": 0,
+        "p95_memory_clock_mhz": 0,
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+        "avg_mem_usage_pct": 0,
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+      },
+      "throttle_counters": {
+        "sw_power_cap_us": 100013,
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+        "hw_thermal_slowdown_us": 0,
+        "hw_power_brake_slowdown_us": 0
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+      "ecc": {
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+        "uncorrected": 0
+      },
+      "precision_results": [
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+          "name": "fp16_tensor",
+          "category": "fp16_bf16",
+          "supported": true,
+          "lanes": 16,
+          "m": 9856,
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+          "iterations": 28000,
+          "teraops_per_sec": 178.71823088298666,
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+          "weighted_teraops_per_sec": 89.35911544149333
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+        {
+          "name": "fp32_tf32",
+          "category": "fp32_tf32",
+          "supported": true,
+          "lanes": 16,
+          "m": 6912,
+          "n": 6912,
+          "k": 6912,
+          "iterations": 28000,
+          "teraops_per_sec": 61.64217593856,
+          "weight": 1,
+          "weighted_teraops_per_sec": 61.64217593856
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+        {
+          "name": "fp64",
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+          "weight": 2,
+          "notes": "unsupported"
+        },
+        {
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+          "weighted_teraops_per_sec": 68.99326692010666
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+        {
+          "name": "fp8_e5m2",
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+          "notes": "unsupported"
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+        {
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+          "weighted_teraops_per_sec": 32.15022096384
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+            "p95_temp_c": 87,
+            "avg_power_w": 565.93,
+            "p95_power_w": 581.971,
+            "avg_graphics_clock_mhz": 1055,
+            "p95_graphics_clock_mhz": 1077,
+            "avg_memory_clock_mhz": 2619,
+            "p95_memory_clock_mhz": 2619,
+            "avg_usage_pct": 100,
+            "avg_mem_usage_pct": 42,
+            "clock_cv_pct": 1.7732973397032898,
+            "power_cv_pct": 2.3474912323387347,
+            "temp_cv_pct": 0,
+            "clock_drift_pct": 0
+          },
+          "ecc": {
+            "corrected": 0,
+            "uncorrected": 0
+          }
+        },
+        {
+          "precision": "fp4",
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+            "p95_temp_c": 87,
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+            "p95_power_w": 548.109,
+            "avg_graphics_clock_mhz": 885,
+            "p95_graphics_clock_mhz": 939,
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+            "p95_memory_clock_mhz": 2619,
+            "avg_usage_pct": 100,
+            "avg_mem_usage_pct": 42.333333333333336,
+            "clock_cv_pct": 5.535570040187973,
+            "power_cv_pct": 0.15226269553094146,
+            "temp_cv_pct": 0,
+            "clock_drift_pct": 0
+          },
+          "ecc": {
+            "corrected": 0,
+            "uncorrected": 0
+          }
+        }
+      ],
+      "cooldown": {
+        "duration_sec": 0,
+        "samples": 0,
+        "avg_temp_c": 0,
+        "p95_temp_c": 0,
+        "avg_power_w": 0,
+        "p95_power_w": 0,
+        "avg_graphics_clock_mhz": 0,
+        "p95_graphics_clock_mhz": 0,
+        "avg_memory_clock_mhz": 0,
+        "p95_memory_clock_mhz": 0,
+        "avg_usage_pct": 0,
+        "avg_mem_usage_pct": 0,
+        "clock_cv_pct": 0,
+        "power_cv_pct": 0,
+        "temp_cv_pct": 0,
+        "clock_drift_pct": 0
+      },
+      "throttle_counters": {
+        "sw_power_cap_us": 0,
+        "sw_thermal_slowdown_us": 0,
+        "sync_boost_us": 0,
+        "hw_thermal_slowdown_us": 0,
+        "hw_power_brake_slowdown_us": 0
+      },
+      "ecc": {
+        "corrected": 0,
+        "uncorrected": 0
+      },
+      "precision_results": [
+        {
+          "name": "fp16_tensor",
+          "category": "fp16_bf16",
+          "supported": true,
+          "lanes": 16,
+          "m": 9856,
+          "n": 9856,
+          "k": 9856,
+          "iterations": 25760,
+          "teraops_per_sec": 164.42077241234773,
+          "weight": 0.5,
+          "weighted_teraops_per_sec": 82.21038620617387
+        },
+        {
+          "name": "fp32_tf32",
+          "category": "fp32_tf32",
+          "supported": true,
+          "lanes": 16,
+          "m": 6912,
+          "n": 6912,
+          "k": 6912,
+          "iterations": 25760,
+          "teraops_per_sec": 56.710801863475204,
+          "weight": 1,
+          "weighted_teraops_per_sec": 56.710801863475204
+        },
+        {
+          "name": "fp64",
+          "category": "fp64",
+          "supported": false,
+          "weight": 2,
+          "notes": "unsupported"
+        },
+        {
+          "name": "fp8_e4m3",
+          "category": "fp8",
+          "supported": true,
+          "lanes": 16,
+          "m": 11392,
+          "n": 11392,
+          "k": 11392,
+          "iterations": 25760,
+          "teraops_per_sec": 253.89522226599254,
+          "weight": 0.25,
+          "weighted_teraops_per_sec": 63.473805566498136
+        },
+        {
+          "name": "fp8_e5m2",
+          "category": "fp8",
+          "supported": false,
+          "weight": 0.25,
+          "notes": "unsupported"
+        },
+        {
+          "name": "int8_tensor",
+          "category": "int8",
+          "supported": true,
+          "lanes": 16,
+          "m": 8832,
+          "n": 8832,
+          "k": 8832,
+          "iterations": 25760,
+          "teraops_per_sec": 118.3128131469312,
+          "weight": 0.25,
+          "weighted_teraops_per_sec": 29.5782032867328
+        }
+      ],
+      "scores": {
+        "compute_score": 1160.4874635859287,
+        "synthetic_score": 1090.8955045090647,
+        "mixed_score": 231.97319692288,
+        "mixed_efficiency": 0.21264474549950116,
+        "power_sustain_score": 0,
+        "thermal_sustain_score": 100,
+        "stability_score": 75.33829122588782,
+        "interconnect_score": 12.1,
+        "composite_score": 1030.9140807492215
+      },
+      "degradation_reasons": [
+        "low_sm_clock_vs_target",
+        "variance_too_high"
+      ]
+    }
+  ],
+  "interconnect": {
+    "status": "OK",
+    "attempted": true,
+    "supported": true,
+    "selected_gpu_indices": [
+      0,
+      1
+    ],
+    "avg_algbw_gbps": 11.920000000000002,
+    "max_algbw_gbps": 12.1,
+    "avg_busbw_gbps": 11.920000000000002,
+    "max_busbw_gbps": 12.1
+  },
+  "server_power": {
+    "available": false,
+    "notes": [
+      "IPMI power reading unavailable; server-side power characterization skipped"
+    ]
+  }
+}
\ No newline at end of file