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            "pcie": "Gen5 x16"
          }
        ],
        "gpu_count_used": 2,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
        "rocm_version": "7.2.0.70200-43~24.04",
        "backend": "llama.cpp",
        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/unsloth/Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 128896 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "unsloth/Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf",
        "quant": "UD-Q5_K_XL",
        "file_size_gb": 24.77,
        "sha256": null
      },
      "config": {
        "context_tokens": 131072,
        "kv_type": "f16",
        "layout": "split",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 1071.1,
        "decode_tps": 57.94,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          15.47,
          15.48
        ],
        "peak_vram_gb_total": 30.94,
        "peak_system_ram_gb": 41.02,
        "errors": 0,
        "duration_s": 97
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-UD-Q5_K_XL-both-32K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2321-35b-udq5kxl-2gpu-256k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-12T23:21:50-05:00",
      "finished_at": "2026-10-12T23:26:09-05:00",
      "hardware": {
        "gpus": [
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          },
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          }
        ],
        "gpu_count_used": 2,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/unsloth/Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 259968 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "unsloth/Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf",
        "quant": "UD-Q5_K_XL",
        "file_size_gb": 24.77,
        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "split",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 671.7,
        "decode_tps": 42.03,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          17.8,
          17.99
        ],
        "peak_vram_gb_total": 35.74,
        "peak_system_ram_gb": 44.71,
        "errors": 0,
        "duration_s": 259
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-UD-Q5_K_XL-both-128K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2326-35b-q6k-1gpu-4k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-12T23:26:34-05:00",
      "finished_at": "2026-10-12T23:26:52-05:00",
      "hardware": {
        "gpus": [
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          }
        ],
        "gpu_count_used": 1,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
        "rocm_version": "7.2.0.70200-43~24.04",
        "backend": "llama.cpp",
        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen36-35b-gguf/Qwen_Qwen3.6-35B-A3B-Q6_K.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 1920 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q6_K.gguf",
        "quant": "Q6_K",
        "file_size_gb": 28.82,
        "sha256": null
      },
      "config": {
        "context_tokens": 4096,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 2621.7,
        "decode_tps": 82.62,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          28.78
        ],
        "peak_vram_gb_total": 29.32,
        "peak_system_ram_gb": 40.91,
        "errors": 0,
        "duration_s": 18
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Q6_K single-GPU 4K table cell is 103.23 tok/s from the 23:55 card (the 4K point in the complete Q6_K single-GPU series). The earlier 23:26 card at 82.62 tok/s stays on /results and is not averaged into the cell.",
      "raw_log_path": "logs/q36-35b-Q6_K-single-.jsonl"
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    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2327-35b-q5km-1gpu-4k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
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      "started_at": "2026-10-12T23:27:26-05:00",
      "finished_at": "2026-10-12T23:27:39-05:00",
      "hardware": {
        "gpus": [
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            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
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        ],
        "gpu_count_used": 1,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
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      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 1920 -r 1 -o jsonl"
      },
      "model": {
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        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf",
        "quant": "Q5_K_M",
        "file_size_gb": 24.13,
        "sha256": null
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      "config": {
        "context_tokens": 4096,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 2710.8,
        "decode_tps": 109.73,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        "peak_vram_gb_total": 24.68,
        "peak_system_ram_gb": 35.83,
        "errors": 0,
        "duration_s": 13
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q5_K_M-single-4K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2327-35b-q5km-1gpu-32k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
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      "started_at": "2026-10-12T23:27:39-05:00",
      "finished_at": "2026-10-12T23:28:02-05:00",
      "hardware": {
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            "pcie": "Gen5 x16"
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        "gpu_count_used": 1,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
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        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
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        "bios_version": "4.50",
        "resizable_bar": true
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        "kernel": "7.0.0-38-generic",
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        "rocm_version": "7.2.0.70200-43~24.04",
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        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 30592 -r 1 -o jsonl"
      },
      "model": {
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        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
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        "file_size_gb": 24.13,
        "sha256": null
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      "config": {
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        "kv_type": "f16",
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          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
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        "prompt_tokens": 2048,
        "gen_tokens": 128
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      "results": {
        "prefill_tps": 1902.6,
        "decode_tps": 96.21,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        "peak_vram_gb_total": 25.39,
        "peak_system_ram_gb": 36.46,
        "errors": 0,
        "duration_s": 23
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q5_K_M-single-32K.jsonl"
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    {
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      "run_id": "local-desktop-20261012-2328-35b-q5km-1gpu-128k-llamacpp-f16",
      "submitted_by": {
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        "display": "AMDai",
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      "finished_at": "2026-10-12T23:29:46-05:00",
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        "kernel": "7.0.0-38-generic",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 128896 -r 1 -o jsonl"
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      "model": {
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        "sha256": null
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        "kv_type": "f16",
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        "decode_tps": 69.64,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        "peak_system_ram_gb": 38.65,
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q5_K_M-single-128K.jsonl"
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    {
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        "rig": "local-desktop",
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      "finished_at": "2026-10-12T23:34:56-05:00",
      "hardware": {
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            "pcie": "Gen5 x16"
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        ],
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 259968 -r 1 -o jsonl"
      },
      "model": {
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        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf",
        "quant": "Q5_K_M",
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        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 541.7,
        "decode_tps": 40.54,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          28.56
        ],
        "peak_vram_gb_total": 29.15,
        "peak_system_ram_gb": 42.79,
        "errors": 0,
        "duration_s": 310
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q5_K_M-single-256K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2334-35b-q5km-2gpu-4k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
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      "finished_at": "2026-10-12T23:35:07-05:00",
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            "pcie": "Gen5 x16"
          },
          {
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            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
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        ],
        "gpu_count_used": 2,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 1920 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf",
        "quant": "Q5_K_M",
        "file_size_gb": 24.13,
        "sha256": null
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      "config": {
        "context_tokens": 4096,
        "kv_type": "f16",
        "layout": "split",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 2647.2,
        "decode_tps": 88.19,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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          12.41
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        "peak_vram_gb_total": 25.13,
        "peak_system_ram_gb": 37.17,
        "errors": 0,
        "duration_s": 10
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q5_K_M-both-4K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2335-35b-q5km-2gpu-32k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-12T23:35:07-05:00",
      "finished_at": "2026-10-12T23:35:30-05:00",
      "hardware": {
        "gpus": [
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            "pcie": "Gen5 x16"
          },
          {
            "model": "Radeon AI PRO R9700",
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        ],
        "gpu_count_used": 2,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 30592 -r 1 -o jsonl"
      },
      "model": {
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        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf",
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        "file_size_gb": 24.13,
        "sha256": null
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      "config": {
        "context_tokens": 32768,
        "kv_type": "f16",
        "layout": "split",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
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        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
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      "results": {
        "prefill_tps": 1920.9,
        "decode_tps": 78.91,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        "peak_vram_gb_total": 26.13,
        "peak_system_ram_gb": 37.8,
        "errors": 0,
        "duration_s": 23
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q5_K_M-both-32K.jsonl"
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    {
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        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
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      "started_at": "2026-10-12T23:35:31-05:00",
      "finished_at": "2026-10-12T23:37:08-05:00",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 128896 -r 1 -o jsonl"
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      "model": {
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      "config": {
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        "kv_type": "f16",
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q5_K_M-both-128K.jsonl"
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    {
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        "rig": "local-desktop",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q5_K_M.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 259968 -r 1 -o jsonl"
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q5_K_M-both-256K.jsonl"
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    {
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    {
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 30592 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf",
        "quant": "Q4_K_M",
        "file_size_gb": 20.75,
        "sha256": null
      },
      "config": {
        "context_tokens": 32768,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 1902.1,
        "decode_tps": 101.88,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          21.55
        ],
        "peak_vram_gb_total": 22.17,
        "peak_system_ram_gb": 34.58,
        "errors": 0,
        "duration_s": 22
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q4_K_M-single-32K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2342-35b-q4km-1gpu-128k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
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      "started_at": "2026-10-12T23:42:26-05:00",
      "finished_at": "2026-10-12T23:44:09-05:00",
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            "gfx": "gfx1201",
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            "pcie": "Gen5 x16"
          }
        ],
        "gpu_count_used": 1,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
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        "os": "Ubuntu 24.04.5 LTS",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 128896 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf",
        "quant": "Q4_K_M",
        "file_size_gb": 20.75,
        "sha256": null
      },
      "config": {
        "context_tokens": 131072,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 942.1,
        "decode_tps": 72.48,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          23.61
        ],
        "peak_vram_gb_total": 24.27,
        "peak_system_ram_gb": 36.5,
        "errors": 0,
        "duration_s": 102
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q4_K_M-single-128K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2344-35b-q4km-1gpu-256k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-12T23:44:09-05:00",
      "finished_at": "2026-10-12T23:49:02-05:00",
      "hardware": {
        "gpus": [
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            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          }
        ],
        "gpu_count_used": 1,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
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      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
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        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 259968 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf",
        "quant": "Q4_K_M",
        "file_size_gb": 20.75,
        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 558.5,
        "decode_tps": 47.77,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          26.36
        ],
        "peak_vram_gb_total": 27.03,
        "peak_system_ram_gb": 39.05,
        "errors": 0,
        "duration_s": 292
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q4_K_M-single-256K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2349-35b-q4km-2gpu-4k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-12T23:49:02-05:00",
      "finished_at": "2026-10-12T23:49:11-05:00",
      "hardware": {
        "gpus": [
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            "model": "Radeon AI PRO R9700",
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            "pcie": "Gen5 x16"
          },
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
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        ],
        "gpu_count_used": 2,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
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        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
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        "bios_version": "4.50",
        "resizable_bar": true
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      "software": {
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        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
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        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 1920 -r 1 -o jsonl"
      },
      "model": {
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        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf",
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        "file_size_gb": 20.75,
        "sha256": null
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      "config": {
        "context_tokens": 4096,
        "kv_type": "f16",
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        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
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        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
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      "results": {
        "prefill_tps": 2660.4,
        "decode_tps": 93.28,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        "peak_vram_gb_total": 21.69,
        "peak_system_ram_gb": 33.74,
        "errors": 0,
        "duration_s": 9
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q4_K_M-both-4K.jsonl"
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    {
      "schema": "amdai-bench/run@1",
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      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
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      "started_at": "2026-10-12T23:49:11-05:00",
      "finished_at": "2026-10-12T23:49:34-05:00",
      "hardware": {
        "gpus": [
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            "pcie": "Gen5 x16"
          },
          {
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            "pcie": "Gen5 x16"
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        ],
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        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
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      "software": {
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 30592 -r 1 -o jsonl"
      },
      "model": {
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        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf",
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        "sha256": null
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      "config": {
        "context_tokens": 32768,
        "kv_type": "f16",
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        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
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        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 1933.1,
        "decode_tps": 82.57,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        "peak_vram_gb_total": 22.72,
        "peak_system_ram_gb": 34.39,
        "errors": 0,
        "duration_s": 22
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q4_K_M-both-32K.jsonl"
    },
    {
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      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
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      "started_at": "2026-10-12T23:49:35-05:00",
      "finished_at": "2026-10-12T23:51:11-05:00",
      "hardware": {
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            "gfx": "gfx1201",
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            "pcie": "Gen5 x16"
          },
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
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            "pcie": "Gen5 x16"
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        ],
        "gpu_count_used": 2,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
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      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
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        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 128896 -r 1 -o jsonl"
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      "model": {
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        "file": "Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf",
        "quant": "Q4_K_M",
        "file_size_gb": 20.75,
        "sha256": null
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      "config": {
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        "kv_type": "f16",
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        "offload": {
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          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
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        "prompt_tokens": 2048,
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      "results": {
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        "decode_tps": 62.12,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        ],
        "peak_vram_gb_total": 26.26,
        "peak_system_ram_gb": 38.04,
        "errors": 0,
        "duration_s": 95
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q4_K_M-both-128K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2351-35b-q4km-2gpu-256k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-12T23:51:11-05:00",
      "finished_at": "2026-10-12T23:55:28-05:00",
      "hardware": {
        "gpus": [
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            "gfx": "gfx1201",
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            "pcie": "Gen5 x16"
          },
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
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        ],
        "gpu_count_used": 2,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
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      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
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        "rocm_version": "7.2.0.70200-43~24.04",
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        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen-matrix/qwen36-35b-a3b/bartowski/Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 259968 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q4_K_M.gguf",
        "quant": "Q4_K_M",
        "file_size_gb": 20.75,
        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "split",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 673,
        "decode_tps": 42.88,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          15.28,
          15.74
        ],
        "peak_vram_gb_total": 31.02,
        "peak_system_ram_gb": 40.84,
        "errors": 0,
        "duration_s": 257
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q4_K_M-both-256K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2355-35b-q6k-1gpu-4k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-12T23:55:52-05:00",
      "finished_at": "2026-10-12T23:56:08-05:00",
      "hardware": {
        "gpus": [
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          }
        ],
        "gpu_count_used": 1,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
        "rocm_version": "7.2.0.70200-43~24.04",
        "backend": "llama.cpp",
        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen36-35b-gguf/Qwen_Qwen3.6-35B-A3B-Q6_K.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 1920 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q6_K.gguf",
        "quant": "Q6_K",
        "file_size_gb": 28.82,
        "sha256": null
      },
      "config": {
        "context_tokens": 4096,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 2623.6,
        "decode_tps": 103.23,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          28.78
        ],
        "peak_vram_gb_total": 29.26,
        "peak_system_ram_gb": 40.15,
        "errors": 0,
        "duration_s": 15
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Q6_K single-GPU 4K table cell is 103.23 tok/s from the 23:55 card (the 4K point in the complete Q6_K single-GPU series). The earlier 23:26 card at 82.62 tok/s stays on /results and is not averaged into the cell.",
      "raw_log_path": "logs/q36-35b-Q6_K-single-4K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2356-35b-q6k-1gpu-32k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-12T23:56:08-05:00",
      "finished_at": "2026-10-12T23:56:39-05:00",
      "hardware": {
        "gpus": [
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            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          }
        ],
        "gpu_count_used": 1,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
        "rocm_version": "7.2.0.70200-43~24.04",
        "backend": "llama.cpp",
        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen36-35b-gguf/Qwen_Qwen3.6-35B-A3B-Q6_K.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 30592 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q6_K.gguf",
        "quant": "Q6_K",
        "file_size_gb": 28.82,
        "sha256": null
      },
      "config": {
        "context_tokens": 32768,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 1683,
        "decode_tps": 71.19,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          28.68
        ],
        "peak_vram_gb_total": 29.17,
        "peak_system_ram_gb": 44.01,
        "errors": 0,
        "duration_s": 31
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Partly offloaded to DDR5 on one GPU (llama.cpp --fit-target 1024). Decode is not an in-VRAM figure.",
      "raw_log_path": "logs/q36-35b-Q6_K-single-32K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261012-2356-35b-q6k-1gpu-128k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-12T23:56:39-05:00",
      "finished_at": "2026-10-12T23:58:54-05:00",
      "hardware": {
        "gpus": [
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            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
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        "gpu_count_used": 1,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
        "rocm_version": "7.2.0.70200-43~24.04",
        "backend": "llama.cpp",
        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen36-35b-gguf/Qwen_Qwen3.6-35B-A3B-Q6_K.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 128896 -r 1 -o jsonl"
      },
      "model": {
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        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q6_K.gguf",
        "quant": "Q6_K",
        "file_size_gb": 28.82,
        "sha256": null
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      "config": {
        "context_tokens": 131072,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
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          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
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      "results": {
        "prefill_tps": 800.3,
        "decode_tps": 54.51,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        "peak_vram_gb_total": 29.25,
        "peak_system_ram_gb": 45.43,
        "errors": 0,
        "duration_s": 134
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Partly offloaded to DDR5 on one GPU (llama.cpp --fit-target 1024). Decode is not an in-VRAM figure.",
      "raw_log_path": "logs/q36-35b-Q6_K-single-128K.jsonl"
    },
    {
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      "run_id": "local-desktop-20261012-2358-35b-q6k-1gpu-256k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
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      "finished_at": "2026-10-13T00:05:20-05:00",
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        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
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      "software": {
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        "kernel": "7.0.0-38-generic",
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        "rocm_version": "7.2.0.70200-43~24.04",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen36-35b-gguf/Qwen_Qwen3.6-35B-A3B-Q6_K.gguf -dev Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 259968 -r 1 -o jsonl"
      },
      "model": {
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        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q6_K.gguf",
        "quant": "Q6_K",
        "file_size_gb": 28.82,
        "sha256": null
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      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
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          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
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        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 471.6,
        "decode_tps": 37.78,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        "peak_vram_gb_total": 29.3,
        "peak_system_ram_gb": 43.69,
        "errors": 0,
        "duration_s": 385
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes. · Partly offloaded to DDR5 on one GPU (llama.cpp --fit-target 1024). Decode is not an in-VRAM figure.",
      "raw_log_path": "logs/q36-35b-Q6_K-single-256K.jsonl"
    },
    {
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      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
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      "started_at": "2026-10-13T00:05:21-05:00",
      "finished_at": "2026-10-13T00:05:32-05:00",
      "hardware": {
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          {
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            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
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        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
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        "kernel": "7.0.0-38-generic",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen36-35b-gguf/Qwen_Qwen3.6-35B-A3B-Q6_K.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 1920 -r 1 -o jsonl"
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        "file": "Qwen_Qwen3.6-35B-A3B-Q6_K.gguf",
        "quant": "Q6_K",
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        "sha256": null
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      "config": {
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        "kv_type": "f16",
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        "offload": {
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          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
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      "results": {
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        "decode_tps": 83.5,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
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        "peak_vram_gb_total": 29.64,
        "peak_system_ram_gb": 38.22,
        "errors": 0,
        "duration_s": 11
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      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q6_K-both-4K.jsonl"
    },
    {
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      "submitted_by": {
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        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
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      "finished_at": "2026-10-13T00:05:58-05:00",
      "hardware": {
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            "pcie": "Gen5 x16"
          },
          {
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            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
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        ],
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        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
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      "software": {
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        "kernel": "7.0.0-38-generic",
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        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen36-35b-gguf/Qwen_Qwen3.6-35B-A3B-Q6_K.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 30592 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q6_K.gguf",
        "quant": "Q6_K",
        "file_size_gb": 28.82,
        "sha256": null
      },
      "config": {
        "context_tokens": 32768,
        "kv_type": "f16",
        "layout": "split",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 1890.7,
        "decode_tps": 75.43,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          15.5,
          15.16
        ],
        "peak_vram_gb_total": 30.66,
        "peak_system_ram_gb": 38.98,
        "errors": 0,
        "duration_s": 26
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q6_K-both-32K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261013-0005-35b-q6k-2gpu-128k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-13T00:05:58-05:00",
      "finished_at": "2026-10-13T00:07:38-05:00",
      "hardware": {
        "gpus": [
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          },
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          }
        ],
        "gpu_count_used": 2,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
        "rocm_version": "7.2.0.70200-43~24.04",
        "backend": "llama.cpp",
        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen36-35b-gguf/Qwen_Qwen3.6-35B-A3B-Q6_K.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 128896 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q6_K.gguf",
        "quant": "Q6_K",
        "file_size_gb": 28.82,
        "sha256": null
      },
      "config": {
        "context_tokens": 131072,
        "kv_type": "f16",
        "layout": "split",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 1059.7,
        "decode_tps": 58.04,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          17.21,
          17
        ],
        "peak_vram_gb_total": 34.21,
        "peak_system_ram_gb": 41.41,
        "errors": 0,
        "duration_s": 100
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q6_K-both-128K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-20261013-0007-35b-q6k-2gpu-256k-llamacpp-f16",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": "2026-10-13T00:07:38-05:00",
      "finished_at": "2026-10-13T00:12:01-05:00",
      "hardware": {
        "gpus": [
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          },
          {
            "model": "Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": "Gen5 x16"
          }
        ],
        "gpu_count_used": 2,
        "cpu": "AMD Ryzen 9 9950X (16C/32T)",
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": "ASRock X870 Taichi Creator",
        "bios_version": "4.50",
        "resizable_bar": true
      },
      "software": {
        "os": "Ubuntu 24.04.5 LTS",
        "kernel": "7.0.0-38-generic",
        "mesa_or_vulkan_driver": "Mesa RADV 25.2.8-0ubuntu0.24.04.2",
        "rocm_version": "7.2.0.70200-43~24.04",
        "backend": "llama.cpp",
        "backend_version_or_commit": "llama.cpp c060ca974 (build 10603, 2026-08-23) Vulkan; cmake Release GGML_VULKAN=ON GGML_NATIVE=ON GGML_OPENMP=ON",
        "launch_command": "GGML_VK_VISIBLE_DEVICES=0,1 ~/llama.cpp-new/build/bin/llama-bench -m ~/models/qwen36-35b-gguf/Qwen_Qwen3.6-35B-A3B-Q6_K.gguf -dev Vulkan0/Vulkan1 -sm layer -ngl 99 -fitt 1024 -fa 1 -ctk f16 -ctv f16 -b 2048 -ub 1024 -t 8 -p 2048 -n 128 -d 259968 -r 1 -o jsonl"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen_Qwen3.6-35B-A3B-Q6_K.gguf",
        "quant": "Q6_K",
        "file_size_gb": 28.82,
        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "split",
        "offload": {
          "experts_to_ram": false,
          "note": "llama.cpp --fit-target 1024 MiB placed tensors; experts_to_ram inferred from model size vs peak VRAM"
        },
        "concurrency": 1,
        "prompt_tokens": 2048,
        "gen_tokens": 128
      },
      "results": {
        "prefill_tps": 666.2,
        "decode_tps": 42.2,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [
          19.46,
          19.51
        ],
        "peak_vram_gb_total": 38.96,
        "peak_system_ram_gb": 45.15,
        "errors": 0,
        "duration_s": 262
      },
      "measured": true,
      "notes": "VRAM sampled every 1 s via amdgpu mem_info_vram_used; Vulkan0 (display) includes desktop baseline ~0.5 GB · DDR5 = MemTotal-MemAvailable + resident page cache of the model files (mincore), 1 s samples; GB = GiB · RAM at DDR5-5200: one transient bad read in 10 earlier sha256 passes; sanity prompt cross-checked · Measured, pending re-verify after RAM fix. DDR5-5200 later proved unstable; a kernel oops at 00:14 CT aborted the sweep. All 33 cards predate the oops. Each card already notes one transient bad read in earlier sha256 passes.",
      "raw_log_path": "logs/q36-35b-Q6_K-both-256K.jsonl"
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-qwen36-udq5-dual-1",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — one llama-server per card behind a least-connections balancer.\n# Exact balancer command not recorded. Device-selection flags were not recorded.\n# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "unsloth/Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf",
        "quant": "UD-Q5_K_XL",
        "file_size_gb": 26.6,
        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "dual-instance",
        "offload": {
          "experts_to_ram": false,
          "note": "0% system RAM offload"
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 100,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two copies (one per card). About 100 tok/s per request.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-qwen36-udq5-dual-2",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — one llama-server per card behind a least-connections balancer.\n# Exact balancer command not recorded. Device-selection flags were not recorded.\n# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "unsloth/Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf",
        "quant": "UD-Q5_K_XL",
        "file_size_gb": 26.6,
        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "dual-instance",
        "offload": {
          "experts_to_ram": false,
          "note": "0% system RAM offload"
        },
        "concurrency": 2,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": null,
        "aggregate_tps": 172,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two concurrent requests across two copies. 172 tok/s total.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-qwen36-udq5-dual-soak",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — one llama-server per card behind a least-connections balancer.\n# Exact balancer command not recorded. Device-selection flags were not recorded.\n# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "unsloth/Qwen3.6-35B-A3B-GGUF",
        "file": "Qwen3.6-35B-A3B-UD-Q5_K_XL.gguf",
        "quant": "UD-Q5_K_XL",
        "file_size_gb": 26.6,
        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "dual-instance",
        "offload": {
          "experts_to_ram": false,
          "note": "0% system RAM offload"
        },
        "concurrency": 4,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": null,
        "aggregate_tps": 177,
        "peak_vram_gb_per_gpu": [
          27.7,
          29.7
        ],
        "peak_vram_gb_total": 57.4,
        "peak_system_ram_gb": 13,
        "errors": 0,
        "duration_s": 1236
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. 4–8 concurrent, about 177 tok/s total. Soak: 423 requests, 20.6 min, 0 errors. Peak VRAM 27.7 / 29.7 GB (Linux GiB labeled GB). DDR5 about 13 GB.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-strata-prior",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "Strata",
        "backend_version_or_commit": "v0.1.42",
        "launch_command": "# Shape only — exact Strata flags TODO. Recipe strata-flash-q6, no MTP.\n# This site’s convention: 127.0.0.1:8083 so llama-server can keep :8080.\ncurl -s http://127.0.0.1:8083/v1/models"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Hot experts in VRAM; rest on DDR5. Publisher folder ~169 GB."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 32.6,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Prior first-party Flash Q6: Strata ~32.6 tok/s. Card count was not published; recorded on the two-R9700 host. A different run from the 32.8 / 31.8 two-card points.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-llamacpp-prior",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/UD-Q6_K_XL \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 262144,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Publisher folder ~169 GB — expect RAM to hold most of it on one 32 GB card."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 16,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Prior first-party Flash Q6: llama.cpp ~16 tok/s versus Strata ~32.6. Card count was not published; recorded on the two-R9700 host.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-strata-8k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "Strata",
        "backend_version_or_commit": "v0.1.42",
        "launch_command": "# Shape only — exact Strata flags TODO. Recipe strata-flash-q6, no MTP.\n# This site’s convention: 127.0.0.1:8083 so llama-server can keep :8080.\ncurl -s http://127.0.0.1:8083/v1/models"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 8192,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 8K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 32.8,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6 at 262K load. Strata 32.8 tok/s at 8K. DDR5-5200.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-strata-3600-8k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 3600,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
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        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "Strata",
        "backend_version_or_commit": "v0.1.42",
        "launch_command": "# Shape only — exact Strata flags TODO. Recipe strata-flash-q6, no MTP.\n# This site’s convention: 127.0.0.1:8083 so llama-server can keep :8080.\ncurl -s http://127.0.0.1:8083/v1/models"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 8192,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 8K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 32,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6, Strata, DDR5-3600, 32.0 tok/s at 8K. Pair with 32.8 at DDR5-5200.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-strata-32k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "Strata",
        "backend_version_or_commit": "v0.1.42",
        "launch_command": "# Shape only — exact Strata flags TODO. Recipe strata-flash-q6, no MTP.\n# This site’s convention: 127.0.0.1:8083 so llama-server can keep :8080.\ncurl -s http://127.0.0.1:8083/v1/models"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 32768,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 32K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 32.8,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6 at 262K load. Strata 32.8 tok/s at 32K.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-strata-100k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "Strata",
        "backend_version_or_commit": "v0.1.42",
        "launch_command": "# Shape only — exact Strata flags TODO. Recipe strata-flash-q6, no MTP.\n# This site’s convention: 127.0.0.1:8083 so llama-server can keep :8080.\ncurl -s http://127.0.0.1:8083/v1/models"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 100000,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 100K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 31.8,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6 at 262K load. Strata 31.8 tok/s at 100K.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-llamacpp-5200-8k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/UD-Q6_K_XL \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 8192,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 8K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 18.5,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6, llama.cpp, DDR5-5200, 18.5 tok/s at 8K.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-llamacpp-5200-32k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
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        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/UD-Q6_K_XL \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 32768,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 32K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 18.2,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6, llama.cpp, DDR5-5200, 18.2 tok/s at 32K.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-llamacpp-5200-100k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/UD-Q6_K_XL \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 100000,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 100K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 17.9,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6, llama.cpp, DDR5-5200, 17.9 tok/s at 100K.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-llamacpp-3600-8k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 3600,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/UD-Q6_K_XL \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 8192,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 8K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 15.9,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6, llama.cpp, DDR5-3600, 15.9 tok/s at 8K.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-llamacpp-3600-32k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 3600,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/UD-Q6_K_XL \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 32768,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 32K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 15.6,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6, llama.cpp, DDR5-3600, 15.6 tok/s at 32K.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-flash-q6-llamacpp-3600-100k",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 2,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 3600,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "llama.cpp",
        "backend_version_or_commit": null,
        "launch_command": "# Shape only — exact flags TODO on stacks.\n./build-vk/bin/llama-server \\\n  -m ~/models/UD-Q6_K_XL \\\n  -ngl 99 \\\n  -c 262144 \\\n  --cache-type-k f16 \\\n  --cache-type-v f16 \\\n  --host 127.0.0.1 --port 8080"
      },
      "model": {
        "name": "Qwen 3.8 Flash",
        "repo": "unsloth/Qwen3.8-Flash-Next-GGUF",
        "file": "UD-Q6_K_XL (folder)",
        "quant": "UD-Q6_K_XL",
        "file_size_gb": 169,
        "sha256": null
      },
      "config": {
        "context_tokens": 100000,
        "kv_type": "f16",
        "layout": "single",
        "offload": {
          "experts_to_ram": true,
          "note": "Two-card Q6 loaded at 262K. Decode measured at 100K."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": 15.3,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Two-card Flash Q6, llama.cpp, DDR5-3600, 15.3 tok/s at 100K. Strata prefill drops 9–20% at DDR5-5200 versus 3600 — unexplained; no first-party prefill tok/s published.",
      "raw_log_path": null
    },
    {
      "schema": "amdai-bench/run@1",
      "run_id": "local-desktop-qwen36-vllm-int4-band",
      "submitted_by": {
        "handle": "amdai",
        "display": "AMDai",
        "rig": "local-desktop",
        "verified": true
      },
      "started_at": null,
      "finished_at": null,
      "hardware": {
        "gpus": [
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          },
          {
            "model": "AMD Radeon AI PRO R9700",
            "gfx": "gfx1201",
            "vram_gb": 32,
            "pcie": null
          }
        ],
        "gpu_count_used": 1,
        "cpu": null,
        "ram_kit_gb": 256,
        "ram_usable_gb": 249,
        "ram_speed_mts": 5200,
        "motherboard": null,
        "bios_version": null,
        "resizable_bar": null
      },
      "software": {
        "os": "Linux",
        "kernel": null,
        "mesa_or_vulkan_driver": null,
        "rocm_version": null,
        "backend": "vLLM",
        "backend_version_or_commit": "stilldeadcode/vllm-radiance:0.5.8",
        "launch_command": "# Image only — exact serve flags not recorded.\n# stilldeadcode/vllm-radiance:0.5.8\n# This site’s convention: 127.0.0.1:8000"
      },
      "model": {
        "name": "Qwen3.6-35B-A3B",
        "repo": "Qwen/Qwen3.6-35B-A3B",
        "file": "INT4-W4A16 (image weights)",
        "quant": "INT4-W4A16",
        "file_size_gb": null,
        "sha256": null
      },
      "config": {
        "context_tokens": 4096,
        "kv_type": "not recorded",
        "layout": "single",
        "offload": {
          "experts_to_ram": false,
          "note": "vLLM image; used_on_our_rig catalog is false."
        },
        "concurrency": 1,
        "prompt_tokens": null,
        "gen_tokens": null
      },
      "results": {
        "prefill_tps": null,
        "decode_tps": null,
        "aggregate_tps": null,
        "peak_vram_gb_per_gpu": [],
        "peak_vram_gb_total": null,
        "peak_system_ram_gb": null,
        "errors": 0,
        "duration_s": null
      },
      "measured": true,
      "notes": "Measured on our rig, 2026-10. Band only — no single decode_tps. Image stilldeadcode/vllm-radiance:0.5.8. Exact serve flags not recorded.",
      "raw_log_path": null,
      "estimates": {
        "decode_tps_low": 50,
        "decode_tps_high": 61,
        "note": "First-party 50–61 tok/s band on one R9700. Better for concurrency and prefill, worse for single-user decode than llama.cpp. Community table r/LocalLLaMA 1viq0pq is cited separately."
      }
    }
  ]
}
