{
  "current_three": [
    {
      "source": "rtsp-test-source-01",
      "result_fps": 10.12260432497836,
      "redis_fps": 10.082,
      "queue_min": 0,
      "queue_max": 3,
      "queue_final": 0,
      "stale_delta": 0,
      "drop_delta": 0,
      "role_stage_fps": {
        "pipeline_state_changed": 0.0,
        "decoded_frame_received": 10.001617022289375,
        "preprocess_output": 10.041946123185703,
        "infer_output": 10.041946123185703,
        "consume_entered": 10.041946123185703,
        "native_completed": 10.08227522408203,
        "inference_frame_completed": 10.12260432497836
      },
      "observation_missed_delta": 0,
      "redis_length": 100,
      "ttl_ms": [
        9878,
        9997
      ]
    },
    {
      "source": "rtsp-test-source-02",
      "result_fps": 10.301041682577912,
      "redis_fps": 10.18,
      "queue_min": 0,
      "queue_max": 5,
      "queue_final": 0,
      "stale_delta": 0,
      "drop_delta": 0,
      "role_stage_fps": {
        "pipeline_state_changed": 0.0,
        "decoded_frame_received": 9.977871747438213,
        "preprocess_output": 9.977871747438213,
        "infer_output": 10.058664231223139,
        "consume_entered": 10.058664231223139,
        "native_completed": 10.058664231223139,
        "inference_frame_completed": 10.301041682577912
      },
      "observation_missed_delta": 5,
      "redis_length": 100,
      "ttl_ms": [
        9784,
        9993
      ]
    },
    {
      "source": "rtsp-test-source-03",
      "result_fps": 10.174219892743167,
      "redis_fps": 9.972,
      "queue_min": 0,
      "queue_max": 6,
      "queue_final": 0,
      "stale_delta": 0,
      "drop_delta": 0,
      "role_stage_fps": {
        "pipeline_state_changed": 0.0,
        "decoded_frame_received": 9.972350450426834,
        "preprocess_output": 10.0127243388901,
        "infer_output": 9.972350450426834,
        "consume_entered": 9.972350450426834,
        "native_completed": 9.931976561963568,
        "inference_frame_completed": 10.174219892743167
      },
      "observation_missed_delta": 8,
      "redis_length": 100,
      "ttl_ms": [
        9800,
        9994
      ]
    }
  ],
  "publisher_delta": {
    "sent_frames": 736,
    "sent_status": 237,
    "replaced": 14,
    "expired": 0,
    "send_error": 0,
    "control_handoff_timeout": 0
  },
  "retry_admission_delta": {
    "workers_created": 7,
    "worker_start_error": 0,
    "worker_limit": 0,
    "worker_unavailable": 0,
    "control_handoff_timeout": 1
  },
  "sixteen_reference_ranges": {
    "decoded": [
      1.9167205611373994,
      6.278912183036308
    ],
    "selected": [
      1.9167205611373994,
      2.775940123026578
    ],
    "preprocess": [
      1.9828143735904131,
      2.775940123026578
    ],
    "infer": [
      1.9828143735904131,
      2.8420339354795923
    ],
    "native": [
      1.9828143735904131,
      2.775940123026578
    ],
    "result": [
      0.13218762490602753,
      0.26437524981205507
    ]
  },
  "resources": {
    "cgroup_cpu_percent": 209.00319890602614,
    "throttled_delta": 0,
    "ram_mib": [
      2061.42578125,
      2059.1640625
    ],
    "gpu": [
      [
        [
          5027,
          49140,
          29
        ]
      ],
      [
        [
          5027,
          49140,
          27
        ]
      ]
    ],
    "top_threads": [
      {
        "pid": 390574,
        "tid": "391111",
        "name": "GstInferServImp",
        "cpu_percent": 21.43975088102143,
        "runqueue_ms": 40.61017
      },
      {
        "pid": 390574,
        "tid": "391010",
        "name": "GstInferServImp",
        "cpu_percent": 21.049429593594006,
        "runqueue_ms": 32.932709
      },
      {
        "pid": 390574,
        "tid": "390976",
        "name": "GstInferServImp",
        "cpu_percent": 20.435973755268023,
        "runqueue_ms": 39.24158
      },
      {
        "pid": 390360,
        "tid": "390447",
        "name": "tritonserver",
        "cpu_percent": 18.72188610097808,
        "runqueue_ms": 34.03354
      },
      {
        "pid": 390574,
        "tid": "390997",
        "name": "preprocess-queu",
        "cpu_percent": 11.300618146770988,
        "runqueue_ms": 27.018996
      },
      {
        "pid": 390574,
        "tid": "391031",
        "name": "preprocess-queu",
        "cpu_percent": 11.297540843701025,
        "runqueue_ms": 30.065171
      },
      {
        "pid": 390574,
        "tid": "390977",
        "name": "preprocess-queu",
        "cpu_percent": 10.907450018177878,
        "runqueue_ms": 16.79498
      },
      {
        "pid": 390360,
        "tid": "390510",
        "name": "tritonserver",
        "cpu_percent": 7.158770476021622,
        "runqueue_ms": 81.20075
      },
      {
        "pid": 390360,
        "tid": "390511",
        "name": "tritonserver",
        "cpu_percent": 7.132197070481411,
        "runqueue_ms": 73.972238
      },
      {
        "pid": 390574,
        "tid": "391103",
        "name": "python3",
        "cpu_percent": 6.856745118400492,
        "runqueue_ms": 12.384092
      },
      {
        "pid": 390574,
        "tid": "390939",
        "name": "python3",
        "cpu_percent": 6.682392867027623,
        "runqueue_ms": 24.715286
      },
      {
        "pid": 390574,
        "tid": "391002",
        "name": "python3",
        "cpu_percent": 6.546215262426236,
        "runqueue_ms": 26.16363
      }
    ]
  },
  "preserved": {
    "original_runs": true,
    "registry_hash": true
  },
  "limitations": [
    "16-channel markers are startup reference, not steady FPS or GPU kernel time.",
    "No paired Triton statistics/CPU timings in historical16 window.",
    "Handoff timeout confirmed; original bootstrap traceback unavailable.",
    "Current result>10 reflects queue draining/boundary timing, not increased configured FPS.",
    "Diagnostic source tested, not deployed to existing image."
  ]
}