{
 "generated_at": "2026-08-29",
 "prompt_presets": [
  42,
  290,
  1800,
  12500
 ],
 "hardware": [
  {
   "name": "NVIDIA RTX 3090 24GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 24,
   "bandwidth_gbs": 936,
   "tflops_fp16": 71.2,
   "form_factor": "desktop",
   "status": "released",
   "id": "rtx-3090",
   "popularity_rank": 1,
   "pinned": false
  },
  {
   "id": "ryzen-ai-max-395-128gb",
   "name": "AMD Ryzen AI Max+ 395 128GB (Strix Halo)",
   "vendor": "amd",
   "backend": "rocm",
   "vram_gb": 128,
   "bandwidth_gbs": 256,
   "tflops_fp16": 59.4,
   "form_factor": "mini",
   "status": "released",
   "popularity_rank": 2,
   "pinned": false
  },
  {
   "id": "rtx-5090",
   "name": "NVIDIA RTX 5090 32GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 32,
   "bandwidth_gbs": 1792,
   "tflops_fp16": 209.5,
   "form_factor": "desktop",
   "status": "released",
   "popularity_rank": 3,
   "pinned": false
  },
  {
   "id": "rtx-4090",
   "name": "NVIDIA RTX 4090 24GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 24,
   "bandwidth_gbs": 1008,
   "tflops_fp16": 165.2,
   "form_factor": "desktop",
   "status": "released",
   "popularity_rank": 4,
   "pinned": false
  },
  {
   "id": "mac-studio-m5-ultra-512gb",
   "name": "Mac Studio M5 Ultra 512GB",
   "vendor": "apple",
   "backend": "metal",
   "vram_gb": 512,
   "bandwidth_gbs": 1200,
   "tflops_fp16": 140,
   "form_factor": "desktop",
   "status": "announced",
   "popularity_rank": 5,
   "pinned": false
  },
  {
   "id": "m5-max-128gb",
   "name": "MacBook Pro M5 Max 128GB",
   "vendor": "apple",
   "backend": "metal",
   "vram_gb": 128,
   "bandwidth_gbs": 614,
   "tflops_fp16": 70,
   "form_factor": "laptop",
   "status": "released",
   "popularity_rank": 6,
   "pinned": false
  },
  {
   "name": "NVIDIA RTX 5060 Ti 16GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 16,
   "bandwidth_gbs": 448,
   "tflops_fp16": 47.4,
   "form_factor": "desktop",
   "status": "released",
   "id": "rtx-5060-ti-16gb",
   "popularity_rank": 7,
   "pinned": false
  },
  {
   "id": "dgx-spark-128gb",
   "name": "NVIDIA DGX Spark 128GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 128,
   "bandwidth_gbs": 273,
   "tflops_fp16": 125,
   "form_factor": "mini",
   "status": "released",
   "popularity_rank": 8,
   "pinned": false
  },
  {
   "name": "NVIDIA RTX PRO 6000 96GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 96,
   "bandwidth_gbs": 1792,
   "tflops_fp16": 251.9,
   "form_factor": "desktop",
   "status": "released",
   "id": "rtx-pro-6000-blackwell",
   "popularity_rank": 9,
   "pinned": false
  },
  {
   "id": "mac-studio-m3-ultra-512gb",
   "name": "Mac Studio M3 Ultra 512GB",
   "vendor": "apple",
   "backend": "metal",
   "vram_gb": 512,
   "bandwidth_gbs": 819,
   "tflops_fp16": 56.8,
   "form_factor": "desktop",
   "status": "released",
   "popularity_rank": 10,
   "pinned": false
  },
  {
   "id": "rx-7900-xtx",
   "name": "AMD RX 7900 XTX 24GB",
   "vendor": "amd",
   "backend": "rocm",
   "vram_gb": 24,
   "bandwidth_gbs": 960,
   "tflops_fp16": 122.8,
   "form_factor": "desktop",
   "status": "released",
   "popularity_rank": 11,
   "pinned": false
  },
  {
   "id": "rtx-3060",
   "name": "NVIDIA RTX 3060 12GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 12,
   "bandwidth_gbs": 360,
   "tflops_fp16": 25.5,
   "form_factor": "desktop",
   "status": "released",
   "popularity_rank": 12,
   "pinned": false
  },
  {
   "id": "m4-max-128gb",
   "name": "Mac Studio M4 Max 128GB",
   "vendor": "apple",
   "backend": "metal",
   "vram_gb": 128,
   "bandwidth_gbs": 546,
   "tflops_fp16": 34,
   "form_factor": "desktop",
   "status": "released",
   "popularity_rank": 13,
   "pinned": false
  },
  {
   "name": "NVIDIA RTX 5070 Ti 16GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 16,
   "bandwidth_gbs": 896,
   "tflops_fp16": 87.9,
   "form_factor": "desktop",
   "status": "released",
   "id": "rtx-5070-ti",
   "popularity_rank": 14,
   "pinned": false
  },
  {
   "name": "AMD RX 9070 XT 16GB",
   "vendor": "amd",
   "backend": "rocm",
   "vram_gb": 16,
   "bandwidth_gbs": 644.6,
   "tflops_fp16": 194.6,
   "form_factor": "desktop",
   "status": "released",
   "id": "rx-9070-xt",
   "popularity_rank": 15,
   "pinned": false
  },
  {
   "name": "Intel Arc Pro B70 32GB",
   "vendor": "intel",
   "backend": "vulkan",
   "vram_gb": 32,
   "bandwidth_gbs": 608,
   "tflops_fp16": 45.8,
   "form_factor": "desktop",
   "status": "released",
   "id": "arc-pro-b70",
   "popularity_rank": 16,
   "pinned": false
  },
  {
   "id": "mac-mini-m4-pro-64gb",
   "name": "Mac Mini M4 Pro 64GB",
   "vendor": "apple",
   "backend": "metal",
   "vram_gb": 64,
   "bandwidth_gbs": 273,
   "tflops_fp16": 17,
   "form_factor": "mini",
   "status": "released",
   "popularity_rank": 17,
   "pinned": false
  },
  {
   "name": "AMD Radeon AI PRO R9700 32GB",
   "vendor": "amd",
   "backend": "rocm",
   "vram_gb": 32,
   "bandwidth_gbs": 644.6,
   "tflops_fp16": 191.4,
   "form_factor": "desktop",
   "status": "released",
   "id": "radeon-ai-pro-r9700",
   "popularity_rank": 18,
   "pinned": false
  },
  {
   "name": "NVIDIA RTX 5080 16GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 16,
   "bandwidth_gbs": 960,
   "tflops_fp16": 112.6,
   "form_factor": "desktop",
   "status": "released",
   "id": "rtx-5080",
   "popularity_rank": 19,
   "pinned": false
  },
  {
   "id": "m5-pro-48gb",
   "name": "MacBook Pro M5 Pro 48GB",
   "vendor": "apple",
   "backend": "metal",
   "vram_gb": 48,
   "bandwidth_gbs": 307,
   "tflops_fp16": 35,
   "form_factor": "laptop",
   "status": "released",
   "popularity_rank": 20,
   "pinned": false
  },
  {
   "id": "rx-7900-xt",
   "name": "AMD RX 7900 XT 20GB",
   "vendor": "amd",
   "backend": "rocm",
   "vram_gb": 20,
   "bandwidth_gbs": 800,
   "tflops_fp16": 103,
   "form_factor": "desktop",
   "status": "released",
   "popularity_rank": 21,
   "pinned": false
  },
  {
   "id": "rtx-4070-ti-super",
   "name": "NVIDIA RTX 4070 Ti Super 16GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 16,
   "bandwidth_gbs": 672,
   "tflops_fp16": 88.2,
   "form_factor": "desktop",
   "status": "released",
   "popularity_rank": 22,
   "pinned": false
  },
  {
   "id": "m4-pro-24gb",
   "name": "MacBook M4 Pro 24GB",
   "vendor": "apple",
   "backend": "metal",
   "vram_gb": 24,
   "bandwidth_gbs": 273,
   "tflops_fp16": 17,
   "form_factor": "laptop",
   "status": "released",
   "popularity_rank": 23,
   "pinned": false
  },
  {
   "id": "rtx-4070",
   "name": "NVIDIA RTX 4070 12GB",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 12,
   "bandwidth_gbs": 504,
   "tflops_fp16": 58.3,
   "form_factor": "desktop",
   "status": "released",
   "popularity_rank": 24,
   "pinned": false
  },
  {
   "id": "m3-max-48gb",
   "name": "MacBook M3 Max 48GB",
   "vendor": "apple",
   "backend": "metal",
   "vram_gb": 48,
   "bandwidth_gbs": 400,
   "tflops_fp16": 28,
   "form_factor": "laptop",
   "status": "released",
   "popularity_rank": 25,
   "pinned": false
  },
  {
   "name": "CPU-only (Ryzen 9 9950X, 96GB DDR5)",
   "vendor": "cpu",
   "backend": "cpu",
   "vram_gb": 96,
   "bandwidth_gbs": 89.6,
   "tflops_fp16": 5.8,
   "form_factor": "desktop",
   "status": "released",
   "id": "cpu-ryzen-9950x",
   "popularity_rank": 26,
   "pinned": false
  },
  {
   "id": "m2-pro-16gb",
   "name": "MacBook M2 Pro 16GB",
   "vendor": "apple",
   "backend": "metal",
   "vram_gb": 16,
   "bandwidth_gbs": 200,
   "tflops_fp16": 13,
   "form_factor": "laptop",
   "status": "released",
   "popularity_rank": 27,
   "pinned": false
  },
  {
   "id": "h100-80gb",
   "name": "H100 80GB (cloud)",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 80,
   "bandwidth_gbs": 3350,
   "tflops_fp16": 989,
   "form_factor": "server",
   "status": "released",
   "popularity_rank": 28,
   "pinned": false
  },
  {
   "id": "a100-80gb",
   "name": "A100 80GB (cloud)",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 80,
   "bandwidth_gbs": 2039,
   "tflops_fp16": 312,
   "form_factor": "server",
   "status": "released",
   "popularity_rank": 29,
   "pinned": false
  },
  {
   "name": "H200 141GB (cloud)",
   "vendor": "nvidia",
   "backend": "cuda",
   "vram_gb": 141,
   "bandwidth_gbs": 4800,
   "tflops_fp16": 989,
   "form_factor": "server",
   "status": "released",
   "id": "h200-141gb",
   "popularity_rank": 30,
   "pinned": false
  }
 ],
 "models": [
  {
   "name": "Qwen 3.6/3.8 27B",
   "family": "qwen",
   "total_params_b": 27.78,
   "active_params_b": 27.78,
   "quants": {
    "q4_k_m": {
     "file_gb": 16.82
    },
    "q8_0": {
     "file_gb": 28.6
    },
    "fp16": {
     "file_gb": 53.81
    }
   },
   "kv_gb_per_8k": 0.537,
   "context_max": 262144,
   "id": "qwen3.6-27b",
   "popularity_rank": 1,
   "pinned": false
  },
  {
   "name": "GLM-5.3 Flash",
   "family": "glm",
   "total_params_b": 321.3,
   "active_params_b": 18,
   "quants": {
    "q8_0": {
     "file_gb": 340.98
    },
    "fp16": {
     "file_gb": 642.81
    },
    "ud-iq1_s": {
     "file_gb": 93.09
    },
    "ud-iq1_m": {
     "file_gb": 97.58
    },
    "ud-iq2_xxs": {
     "file_gb": 101.84
    },
    "ud-q2_k_xl": {
     "file_gb": 108.72
    },
    "ud-iq3_xxs": {
     "file_gb": 120.37
    },
    "ud-q3_k_xl": {
     "file_gb": 147.54
    },
    "ud-iq4_xs": {
     "file_gb": 156.82
    },
    "ud-q4_k_xl": {
     "file_gb": 199.71
    },
    "ud-q5_k_xl": {
     "file_gb": 240.31
    },
    "ud-q6_k_xl": {
     "file_gb": 291.83
    }
   },
   "kv_gb_per_8k": 0.092,
   "context_max": 1048576,
   "id": "glm-5.3-flash",
   "popularity_rank": 2,
   "pinned": false
  },
  {
   "name": "GPT-OSS 20B",
   "family": "gpt-oss",
   "total_params_b": 20.91,
   "active_params_b": 3.6,
   "quants": {
    "mxfp4": {
     "file_gb": 12.11
    }
   },
   "kv_gb_per_8k": 0.205,
   "context_max": 131072,
   "id": "gpt-oss-20b",
   "popularity_rank": 3,
   "pinned": false
  },
  {
   "name": "Gemma 4 26B A4B",
   "family": "gemma",
   "total_params_b": 25.81,
   "active_params_b": 3.8,
   "quants": {
    "q4_k_m": {
     "file_gb": 16.95
    },
    "q8_0": {
     "file_gb": 26.86
    },
    "fp16": {
     "file_gb": 50.51
    }
   },
   "kv_gb_per_8k": 0.273,
   "context_max": 262144,
   "id": "gemma-4-26b-a4b",
   "popularity_rank": 4,
   "pinned": false
  },
  {
   "name": "Qwen 3.5/3.6 35B A3B",
   "family": "qwen",
   "total_params_b": 35.95,
   "active_params_b": 3,
   "quants": {
    "q4_k_m": {
     "file_gb": 22.13
    },
    "q8_0": {
     "file_gb": 36.9
    },
    "fp16": {
     "file_gb": 69.38
    }
   },
   "kv_gb_per_8k": 0.168,
   "context_max": 262144,
   "id": "qwen3.6-35b-a3b",
   "popularity_rank": 5,
   "pinned": false
  },
  {
   "name": "Ornith 1.5 35B A3B",
   "family": "ornith",
   "total_params_b": 35.95,
   "active_params_b": 3,
   "quants": {
    "q4_k_m": {
     "file_gb": 21.71
    },
    "q8_0": {
     "file_gb": 37.8
    },
    "fp16": {
     "file_gb": 71.97
    }
   },
   "kv_gb_per_8k": 0.168,
   "context_max": 262144,
   "id": "ornith-1.5-35b-a3b",
   "popularity_rank": 6,
   "pinned": false
  },
  {
   "name": "DeepSeek V4 Flash",
   "family": "deepseek",
   "total_params_b": 304.18,
   "active_params_b": 13,
   "quants": {
    "ud-iq1_s": {
     "file_gb": 82.54
    },
    "ud-iq1_m": {
     "file_gb": 86.9
    },
    "ud-iq2_xxs": {
     "file_gb": 90.86
    },
    "ud-iq2_m": {
     "file_gb": 90.93
    },
    "ud-q2_k_xl": {
     "file_gb": 96.83
    },
    "ud-iq3_xxs": {
     "file_gb": 104.21
    },
    "ud-iq3_s": {
     "file_gb": 116.07
    },
    "ud-q3_k_m": {
     "file_gb": 128.08
    },
    "ud-q3_k_xl": {
     "file_gb": 128.21
    },
    "ud-iq4_xs": {
     "file_gb": 136.66
    },
    "ud-iq4_nl": {
     "file_gb": 136.66
    },
    "ud-q4_k_xl": {
     "file_gb": 155.1
    },
    "ud-q8_k_xl": {
     "file_gb": 161.87
    }
   },
   "kv_gb_per_8k": 0.721,
   "context_max": 1048576,
   "id": "deepseek-v4-flash",
   "popularity_rank": 7,
   "pinned": false
  },
  {
   "name": "GPT-OSS 120B",
   "family": "gpt-oss",
   "total_params_b": 116.83,
   "active_params_b": 5.1,
   "quants": {
    "mxfp4": {
     "file_gb": 63.39
    }
   },
   "kv_gb_per_8k": 0.307,
   "context_max": 131072,
   "id": "gpt-oss-120b",
   "popularity_rank": 8,
   "pinned": false
  },
  {
   "name": "Gemma 4 31B",
   "family": "gemma",
   "total_params_b": 31.27,
   "active_params_b": 31.27,
   "quants": {
    "q4_k_m": {
     "file_gb": 18.32
    },
    "q8_0": {
     "file_gb": 32.64
    },
    "fp16": {
     "file_gb": 61.41
    }
   },
   "kv_gb_per_8k": 1.091,
   "context_max": 262144,
   "id": "gemma-4-31b",
   "popularity_rank": 9,
   "pinned": false
  },
  {
   "id": "llama-3.1-8b",
   "name": "Llama 3.1 8B",
   "family": "llama",
   "total_params_b": 8.03,
   "active_params_b": 8.03,
   "kv_gb_per_8k": 1.074,
   "quants": {
    "q4_k_m": {
     "file_gb": 4.92
    },
    "q8_0": {
     "file_gb": 8.54
    },
    "fp16": {
     "file_gb": 16.07
    }
   },
   "context_max": 131072,
   "popularity_rank": 10,
   "pinned": false
  },
  {
   "name": "Qwen 3.5 9B",
   "family": "qwen",
   "total_params_b": 9.65,
   "active_params_b": 9.65,
   "quants": {
    "q4_k_m": {
     "file_gb": 5.68
    },
    "q8_0": {
     "file_gb": 9.53
    },
    "fp16": {
     "file_gb": 17.92
    }
   },
   "kv_gb_per_8k": 0.268,
   "context_max": 262144,
   "id": "qwen3.5-9b",
   "popularity_rank": 11,
   "pinned": false
  },
  {
   "id": "deepseek-r1-14b",
   "name": "DeepSeek R1 Distill 14B",
   "family": "deepseek",
   "total_params_b": 14.77,
   "active_params_b": 14.77,
   "kv_gb_per_8k": 1.611,
   "quants": {
    "q4_k_m": {
     "file_gb": 8.99
    },
    "q8_0": {
     "file_gb": 15.7
    },
    "fp16": {
     "file_gb": 29.55
    }
   },
   "context_max": 131072,
   "popularity_rank": 12,
   "pinned": false
  },
  {
   "name": "Ornith 1.5 9B",
   "family": "ornith",
   "total_params_b": 9.65,
   "active_params_b": 9.65,
   "quants": {
    "q4_k_m": {
     "file_gb": 5.78
    },
    "q8_0": {
     "file_gb": 9.79
    },
    "fp16": {
     "file_gb": 19.33
    }
   },
   "kv_gb_per_8k": 0.268,
   "context_max": 262144,
   "id": "ornith-1.5-9b",
   "popularity_rank": 13,
   "pinned": false
  },
  {
   "name": "Muse Glimmer 30B",
   "family": "muse",
   "total_params_b": 29.78,
   "active_params_b": 29.78,
   "quants": {
    "q4_k_m": {
     "file_gb": 19.79
    },
    "q8_0": {
     "file_gb": 29.61
    },
    "fp16": {
     "file_gb": 55.73
    }
   },
   "kv_gb_per_8k": 0.191,
   "context_max": 131072,
   "id": "muse-glimmer-30b",
   "popularity_rank": 14,
   "pinned": false
  },
  {
   "name": "Qwen3 30B A3B",
   "family": "qwen",
   "total_params_b": 30.53,
   "active_params_b": 3.3,
   "quants": {
    "q4_k_m": {
     "file_gb": 18.56
    },
    "q8_0": {
     "file_gb": 32.48
    },
    "fp16": {
     "file_gb": 61.1
    }
   },
   "kv_gb_per_8k": 0.805,
   "context_max": 262144,
   "id": "qwen3-30b-a3b",
   "popularity_rank": 15,
   "pinned": false
  }
 ],
 "coefficients": {
  "cuda": {
   "decode_bw_eff": 0.3111,
   "prefill_flops_eff": 0.64,
   "ctx_derate_per_8k": 0.9065
  },
  "metal": {
   "decode_bw_eff": 0.472,
   "prefill_flops_eff": 0.2853,
   "ctx_derate_per_8k": 0.9222
  },
  "rocm": {
   "decode_bw_eff": 0.5726,
   "prefill_flops_eff": 0.1176,
   "ctx_derate_per_8k": 0.9643
  },
  "vulkan": {
   "decode_bw_eff": 0.1926,
   "prefill_flops_eff": 0.1369,
   "ctx_derate_per_8k": 0.92
  },
  "cpu": {
   "decode_bw_eff": 0.6628,
   "prefill_flops_eff": 0.6194,
   "ctx_derate_per_8k": 0.9
  }
 },
 "offload": {
  "ram_bw_gbs": 48.3,
  "err_q50": 1.442,
  "err_q80": 2.063,
  "n_rows": 48
 },
 "combos": {
  "rtx-3090|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    8.16,
    36.73
   ],
   "prefill_tps": [
    [
     386.4,
     1739.3
    ],
    [
     385.2,
     1734.1
    ],
    [
     378.3,
     1703.0
    ],
    [
     332.8,
     1498.1
    ]
   ]
  },
  "rtx-3090|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    65.82,
    296.33
   ],
   "prefill_tps": [
    [
     2981.3,
     13421.6
    ],
    [
     2972.5,
     13381.8
    ],
    [
     2919.2,
     13141.8
    ],
    [
     2567.9,
     11560.4
    ]
   ]
  },
  "rtx-3090|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    54.99,
    247.57
   ],
   "prefill_tps": [
    [
     2824.4,
     12715.2
    ],
    [
     2816.1,
     12677.5
    ],
    [
     2765.6,
     12450.2
    ],
    [
     2432.8,
     10951.9
    ]
   ]
  },
  "rtx-3090|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    104.74,
    181.3
   ],
   "prefill_tps": [
    [
     1730.7,
     7791.4
    ],
    [
     1725.6,
     7768.3
    ],
    [
     1694.6,
     7629.0
    ],
    [
     1490.7,
     6710.9
    ]
   ]
  },
  "rtx-3090|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    7.49,
    33.72
   ],
   "prefill_tps": [
    [
     343.2,
     1545.2
    ],
    [
     342.2,
     1540.6
    ],
    [
     336.1,
     1513.0
    ],
    [
     295.6,
     1330.9
    ]
   ]
  },
  "rtx-3090|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    78.1,
    135.18
   ],
   "prefill_tps": [
    [
     1780.5,
     8015.6
    ],
    [
     1775.2,
     7991.8
    ],
    [
     1743.4,
     7848.5
    ],
    [
     1533.6,
     6904.0
    ]
   ]
  },
  "rtx-3090|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    16.07,
    72.35
   ],
   "prefill_tps": [
    [
     1336.6,
     6017.2
    ],
    [
     1332.6,
     5999.3
    ],
    [
     1308.7,
     5891.7
    ],
    [
     1151.2,
     5182.7
    ]
   ]
  },
  "rtx-3090|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    8.54,
    38.45
   ],
   "prefill_tps": [
    [
     1336.6,
     6017.2
    ],
    [
     1332.6,
     5999.3
    ],
    [
     1308.7,
     5891.7
    ],
    [
     1151.2,
     5182.7
    ]
   ]
  },
  "rtx-3090|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    45.7,
    79.1
   ],
   "prefill_tps": [
    [
     977.2,
     4399.2
    ],
    [
     974.3,
     4386.1
    ],
    [
     956.8,
     4307.5
    ],
    [
     841.7,
     3789.1
    ]
   ]
  },
  "rtx-3090|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    8.74,
    39.35
   ],
   "prefill_tps": [
    [
     726.7,
     3271.3
    ],
    [
     724.5,
     3261.6
    ],
    [
     711.5,
     3203.2
    ],
    [
     625.9,
     2817.7
    ]
   ]
  },
  "rtx-3090|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3090|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    5.7,
    13.32
   ],
   "prefill_tps": [
    [
     82.2,
     192.2
    ],
    [
     82.1,
     192.0
    ],
    [
     81.6,
     190.7
    ],
    [
     77.8,
     181.8
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|qwen3.6-27b|q8_0": {
   "tier": "measured",
   "gen_tps": [
    5.69,
    7.18
   ],
   "prefill_tps": [
    [
     209.0,
     488.4
    ],
    [
     208.8,
     487.9
    ],
    [
     207.4,
     484.6
    ],
    [
     197.7,
     462.2
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    1.78,
    4.16
   ],
   "prefill_tps": [
    [
     82.2,
     192.2
    ],
    [
     82.1,
     192.0
    ],
    [
     81.6,
     190.7
    ],
    [
     77.8,
     181.8
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    18.39,
    35.56
   ],
   "prefill_tps": [
    [
     126.9,
     296.6
    ],
    [
     126.8,
     296.3
    ],
    [
     125.9,
     294.3
    ],
    [
     120.1,
     280.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    17.54,
    35.56
   ],
   "prefill_tps": [
    [
     126.9,
     296.6
    ],
    [
     126.8,
     296.3
    ],
    [
     125.9,
     294.3
    ],
    [
     120.1,
     280.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    16.81,
    35.56
   ],
   "prefill_tps": [
    [
     126.9,
     296.6
    ],
    [
     126.8,
     296.3
    ],
    [
     125.9,
     294.3
    ],
    [
     120.1,
     280.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    15.74,
    35.56
   ],
   "prefill_tps": [
    [
     126.9,
     296.6
    ],
    [
     126.8,
     296.3
    ],
    [
     125.9,
     294.3
    ],
    [
     120.1,
     280.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    14.22,
    33.23
   ],
   "prefill_tps": [
    [
     126.9,
     296.6
    ],
    [
     126.8,
     296.3
    ],
    [
     125.9,
     294.3
    ],
    [
     120.1,
     280.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|gpt-oss-20b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    65.02,
    82.08
   ],
   "prefill_tps": [
    [
     1168.1,
     2730.2
    ],
    [
     1166.9,
     2727.2
    ],
    [
     1159.1,
     2709.0
    ],
    [
     1105.3,
     2583.4
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    43.14,
    54.67
   ],
   "prefill_tps": [
    [
     866.3,
     2024.8
    ],
    [
     865.4,
     2022.6
    ],
    [
     859.6,
     2009.1
    ],
    [
     819.7,
     1915.9
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|gemma-4-26b-a4b|q8_0": {
   "tier": "measured",
   "gen_tps": [
    37.69,
    47.58
   ],
   "prefill_tps": [
    [
     877.7,
     2051.4
    ],
    [
     876.7,
     2049.2
    ],
    [
     870.9,
     2035.5
    ],
    [
     830.5,
     1941.1
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|gemma-4-26b-a4b|fp16": {
   "tier": "measured",
   "gen_tps": [
    18.6,
    26.26
   ],
   "prefill_tps": [
    [
     569.4,
     1330.9
    ],
    [
     568.8,
     1329.4
    ],
    [
     565.0,
     1320.5
    ],
    [
     538.8,
     1259.3
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    45.86,
    60.43
   ],
   "prefill_tps": [
    [
     728.3,
     1702.2
    ],
    [
     727.5,
     1700.3
    ],
    [
     722.6,
     1688.9
    ],
    [
     689.1,
     1610.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "measured",
   "gen_tps": [
    41.13,
    51.92
   ],
   "prefill_tps": [
    [
     711.9,
     1663.9
    ],
    [
     711.1,
     1662.1
    ],
    [
     706.4,
     1651.0
    ],
    [
     673.6,
     1574.5
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|qwen3.6-35b-a3b|fp16": {
   "tier": "measured",
   "gen_tps": [
    10.68,
    28.17
   ],
   "prefill_tps": [
    [
     343.9,
     803.8
    ],
    [
     343.6,
     803.0
    ],
    [
     341.3,
     797.6
    ],
    [
     325.4,
     760.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    27.18,
    49.23
   ],
   "prefill_tps": [
    [
     175.7,
     410.7
    ],
    [
     175.5,
     410.2
    ],
    [
     174.3,
     407.5
    ],
    [
     166.3,
     388.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    25.82,
    49.23
   ],
   "prefill_tps": [
    [
     175.7,
     410.7
    ],
    [
     175.5,
     410.2
    ],
    [
     174.3,
     407.5
    ],
    [
     166.3,
     388.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    24.69,
    49.23
   ],
   "prefill_tps": [
    [
     175.7,
     410.7
    ],
    [
     175.5,
     410.2
    ],
    [
     174.3,
     407.5
    ],
    [
     166.3,
     388.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "derived",
   "gen_tps": [
    24.67,
    49.23
   ],
   "prefill_tps": [
    [
     175.7,
     410.7
    ],
    [
     175.5,
     410.2
    ],
    [
     174.3,
     407.5
    ],
    [
     166.3,
     388.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    23.17,
    49.23
   ],
   "prefill_tps": [
    [
     175.7,
     410.7
    ],
    [
     175.5,
     410.2
    ],
    [
     174.3,
     407.5
    ],
    [
     166.3,
     388.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    21.53,
    49.23
   ],
   "prefill_tps": [
    [
     175.7,
     410.7
    ],
    [
     175.5,
     410.2
    ],
    [
     174.3,
     407.5
    ],
    [
     166.3,
     388.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "derived",
   "gen_tps": [
    19.33,
    45.18
   ],
   "prefill_tps": [
    [
     175.7,
     410.7
    ],
    [
     175.5,
     410.2
    ],
    [
     174.3,
     407.5
    ],
    [
     166.3,
     388.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "ryzen-ai-max-395-128gb|gpt-oss-120b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    45.82,
    57.84
   ],
   "prefill_tps": [
    [
     442.0,
     1033.0
    ],
    [
     441.5,
     1031.8
    ],
    [
     438.5,
     1024.9
    ],
    [
     418.2,
     977.4
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|gemma-4-31b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    9.73,
    12.29
   ],
   "prefill_tps": [
    [
     202.4,
     473.1
    ],
    [
     202.2,
     472.6
    ],
    [
     200.8,
     469.4
    ],
    [
     191.5,
     447.6
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|gemma-4-31b|q8_0": {
   "tier": "measured",
   "gen_tps": [
    5.49,
    6.93
   ],
   "prefill_tps": [
    [
     212.9,
     497.7
    ],
    [
     212.7,
     497.1
    ],
    [
     211.3,
     493.8
    ],
    [
     201.5,
     470.9
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|gemma-4-31b|fp16": {
   "tier": "measured",
   "gen_tps": [
    3.13,
    3.95
   ],
   "prefill_tps": [
    [
     272.5,
     636.8
    ],
    [
     272.2,
     636.1
    ],
    [
     270.3,
     631.8
    ],
    [
     257.8,
     602.5
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|llama-3.1-8b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    19.49,
    45.55
   ],
   "prefill_tps": [
    [
     284.5,
     664.8
    ],
    [
     284.1,
     664.1
    ],
    [
     282.2,
     659.7
    ],
    [
     269.2,
     629.1
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    11.23,
    26.24
   ],
   "prefill_tps": [
    [
     284.5,
     664.8
    ],
    [
     284.1,
     664.1
    ],
    [
     282.2,
     659.7
    ],
    [
     269.2,
     629.1
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    5.97,
    13.95
   ],
   "prefill_tps": [
    [
     284.5,
     664.8
    ],
    [
     284.1,
     664.1
    ],
    [
     282.2,
     659.7
    ],
    [
     269.2,
     629.1
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-r1-14b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    10.67,
    24.93
   ],
   "prefill_tps": [
    [
     154.7,
     361.5
    ],
    [
     154.5,
     361.1
    ],
    [
     153.4,
     358.6
    ],
    [
     146.3,
     342.0
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    6.11,
    14.27
   ],
   "prefill_tps": [
    [
     154.7,
     361.5
    ],
    [
     154.5,
     361.1
    ],
    [
     153.4,
     358.6
    ],
    [
     146.3,
     342.0
    ]
   ]
  },
  "ryzen-ai-max-395-128gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    3.24,
    7.58
   ],
   "prefill_tps": [
    [
     154.7,
     361.5
    ],
    [
     154.5,
     361.1
    ],
    [
     153.4,
     358.6
    ],
    [
     146.3,
     342.0
    ]
   ]
  },
  "rtx-5090|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    15.62,
    70.32
   ],
   "prefill_tps": [
    [
     1136.8,
     5117.8
    ],
    [
     1133.4,
     5102.6
    ],
    [
     1113.1,
     5011.1
    ],
    [
     979.2,
     4408.0
    ]
   ]
  },
  "rtx-5090|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    9.19,
    41.36
   ],
   "prefill_tps": [
    [
     1136.8,
     5117.8
    ],
    [
     1133.4,
     5102.6
    ],
    [
     1113.1,
     5011.1
    ],
    [
     979.2,
     4408.0
    ]
   ]
  },
  "rtx-5090|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    126.02,
    567.34
   ],
   "prefill_tps": [
    [
     8772.4,
     39492.0
    ],
    [
     8746.3,
     39374.8
    ],
    [
     8589.5,
     38668.8
    ],
    [
     7555.9,
     34015.4
    ]
   ]
  },
  "rtx-5090|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    105.29,
    473.99
   ],
   "prefill_tps": [
    [
     8310.7,
     37413.5
    ],
    [
     8286.0,
     37302.4
    ],
    [
     8137.4,
     36633.6
    ],
    [
     7158.2,
     32225.2
    ]
   ]
  },
  "rtx-5090|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    66.44,
    299.11
   ],
   "prefill_tps": [
    [
     8310.7,
     37413.5
    ],
    [
     8286.0,
     37302.4
    ],
    [
     8137.4,
     36633.6
    ],
    [
     7158.2,
     32225.2
    ]
   ]
  },
  "rtx-5090|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    142.28,
    640.52
   ],
   "prefill_tps": [
    [
     10526.8,
     47390.4
    ],
    [
     10495.6,
     47249.8
    ],
    [
     10307.4,
     46402.5
    ],
    [
     9067.0,
     40818.5
    ]
   ]
  },
  "rtx-5090|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    14.34,
    64.57
   ],
   "prefill_tps": [
    [
     1009.9,
     4546.6
    ],
    [
     1006.9,
     4533.1
    ],
    [
     988.9,
     4451.8
    ],
    [
     869.9,
     3916.1
    ]
   ]
  },
  "rtx-5090|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    50.42,
    87.27
   ],
   "prefill_tps": [
    [
     2966.5,
     13354.8
    ],
    [
     2957.7,
     13315.2
    ],
    [
     2904.7,
     13076.5
    ],
    [
     2555.1,
     11502.9
    ]
   ]
  },
  "rtx-5090|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    30.77,
    138.51
   ],
   "prefill_tps": [
    [
     3932.8,
     17705.0
    ],
    [
     3921.1,
     17652.5
    ],
    [
     3850.8,
     17335.9
    ],
    [
     3387.4,
     15249.8
    ]
   ]
  },
  "rtx-5090|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    16.35,
    73.61
   ],
   "prefill_tps": [
    [
     3932.8,
     17705.0
    ],
    [
     3921.1,
     17652.5
    ],
    [
     3850.8,
     17335.9
    ],
    [
     3387.4,
     15249.8
    ]
   ]
  },
  "rtx-5090|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    38.53,
    66.69
   ],
   "prefill_tps": [
    [
     2019.9,
     9093.5
    ],
    [
     2014.0,
     9066.5
    ],
    [
     1977.8,
     8904.0
    ],
    [
     1739.8,
     7832.5
    ]
   ]
  },
  "rtx-5090|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    16.74,
    75.34
   ],
   "prefill_tps": [
    [
     2138.2,
     9625.7
    ],
    [
     2131.8,
     9597.1
    ],
    [
     2093.6,
     9425.0
    ],
    [
     1841.6,
     8290.8
    ]
   ]
  },
  "rtx-5090|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    8.89,
    40.03
   ],
   "prefill_tps": [
    [
     2138.2,
     9625.7
    ],
    [
     2131.8,
     9597.1
    ],
    [
     2093.6,
     9425.0
    ],
    [
     1841.6,
     8290.8
    ]
   ]
  },
  "rtx-5090|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5090|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    8.79,
    39.56
   ],
   "prefill_tps": [
    [
     896.4,
     4035.6
    ],
    [
     893.8,
     4023.6
    ],
    [
     877.7,
     3951.4
    ],
    [
     772.1,
     3475.9
    ]
   ]
  },
  "rtx-4090|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    70.89,
    319.13
   ],
   "prefill_tps": [
    [
     6917.4,
     31141.2
    ],
    [
     6896.9,
     31048.8
    ],
    [
     6773.2,
     30492.0
    ],
    [
     5958.1,
     26822.7
    ]
   ]
  },
  "rtx-4090|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    59.22,
    266.62
   ],
   "prefill_tps": [
    [
     6553.3,
     29502.2
    ],
    [
     6533.9,
     29414.6
    ],
    [
     6416.7,
     28887.2
    ],
    [
     5644.5,
     25411.0
    ]
   ]
  },
  "rtx-4090|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    80.03,
    360.29
   ],
   "prefill_tps": [
    [
     8300.9,
     37369.4
    ],
    [
     8276.2,
     37258.5
    ],
    [
     8127.8,
     36590.4
    ],
    [
     7149.8,
     32187.2
    ]
   ]
  },
  "rtx-4090|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    8.07,
    36.32
   ],
   "prefill_tps": [
    [
     796.4,
     3585.2
    ],
    [
     794.0,
     3574.5
    ],
    [
     779.8,
     3510.4
    ],
    [
     685.9,
     3088.0
    ]
   ]
  },
  "rtx-4090|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    80.05,
    138.57
   ],
   "prefill_tps": [
    [
     3366.0,
     15153.4
    ],
    [
     3356.0,
     15108.4
    ],
    [
     3295.9,
     14837.5
    ],
    [
     2899.2,
     13052.0
    ]
   ]
  },
  "rtx-4090|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    17.31,
    77.91
   ],
   "prefill_tps": [
    [
     3101.2,
     13961.2
    ],
    [
     3092.0,
     13919.7
    ],
    [
     3036.6,
     13670.1
    ],
    [
     2671.1,
     12025.1
    ]
   ]
  },
  "rtx-4090|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    9.2,
    41.4
   ],
   "prefill_tps": [
    [
     3101.2,
     13961.2
    ],
    [
     3092.0,
     13919.7
    ],
    [
     3036.6,
     13670.1
    ],
    [
     2671.1,
     12025.1
    ]
   ]
  },
  "rtx-4090|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    39.33,
    68.84
   ],
   "prefill_tps": [
    [
     1897.3,
     8541.5
    ],
    [
     1891.7,
     8516.2
    ],
    [
     1857.8,
     8363.5
    ],
    [
     1634.2,
     7357.0
    ]
   ]
  },
  "rtx-4090|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    9.41,
    42.38
   ],
   "prefill_tps": [
    [
     1686.0,
     7590.3
    ],
    [
     1681.0,
     7567.7
    ],
    [
     1650.9,
     7432.0
    ],
    [
     1452.2,
     6537.7
    ]
   ]
  },
  "rtx-4090|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4090|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-studio-m5-ultra-512gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    11.03,
    26.92
   ],
   "prefill_tps": [
    [
     230.0,
     561.3
    ],
    [
     229.4,
     560.0
    ],
    [
     226.0,
     551.7
    ],
    [
     203.3,
     496.3
    ]
   ]
  },
  "m5-max-128gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    6.49,
    15.83
   ],
   "prefill_tps": [
    [
     230.0,
     561.3
    ],
    [
     229.4,
     560.0
    ],
    [
     226.0,
     551.7
    ],
    [
     203.3,
     496.3
    ]
   ]
  },
  "m5-max-128gb|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    3.45,
    8.41
   ],
   "prefill_tps": [
    [
     230.0,
     561.3
    ],
    [
     229.4,
     560.0
    ],
    [
     226.0,
     551.7
    ],
    [
     203.3,
     496.3
    ]
   ]
  },
  "m5-max-128gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    35.57,
    85.28
   ],
   "prefill_tps": [
    [
     354.9,
     866.3
    ],
    [
     354.1,
     864.2
    ],
    [
     348.8,
     851.4
    ],
    [
     313.8,
     765.9
    ]
   ]
  },
  "m5-max-128gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    33.93,
    82.82
   ],
   "prefill_tps": [
    [
     354.9,
     866.3
    ],
    [
     354.1,
     864.2
    ],
    [
     348.8,
     851.4
    ],
    [
     313.8,
     765.9
    ]
   ]
  },
  "m5-max-128gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    32.51,
    79.36
   ],
   "prefill_tps": [
    [
     354.9,
     866.3
    ],
    [
     354.1,
     864.2
    ],
    [
     348.8,
     851.4
    ],
    [
     313.8,
     765.9
    ]
   ]
  },
  "m5-max-128gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    30.46,
    74.34
   ],
   "prefill_tps": [
    [
     354.9,
     866.3
    ],
    [
     354.1,
     864.2
    ],
    [
     348.8,
     851.4
    ],
    [
     313.8,
     765.9
    ]
   ]
  },
  "m5-max-128gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    27.51,
    67.14
   ],
   "prefill_tps": [
    [
     354.9,
     866.3
    ],
    [
     354.1,
     864.2
    ],
    [
     348.8,
     851.4
    ],
    [
     313.8,
     765.9
    ]
   ]
  },
  "m5-max-128gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|gpt-oss-20b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    123.06,
    154.22
   ],
   "prefill_tps": [
    [
     1495.3,
     3649.5
    ],
    [
     1491.6,
     3640.6
    ],
    [
     1469.5,
     3586.7
    ],
    [
     1322.0,
     3226.6
    ]
   ]
  },
  "m5-max-128gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    75,
    100
   ],
   "prefill_tps": [
    [
     1681.3,
     4103.6
    ],
    [
     1677.2,
     4093.6
    ],
    [
     1652.3,
     4032.9
    ],
    [
     1486.5,
     3628.0
    ]
   ]
  },
  "m5-max-128gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    46.91,
    114.49
   ],
   "prefill_tps": [
    [
     1681.3,
     4103.6
    ],
    [
     1677.2,
     4093.6
    ],
    [
     1652.3,
     4032.9
    ],
    [
     1486.5,
     3628.0
    ]
   ]
  },
  "m5-max-128gb|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    24.94,
    60.88
   ],
   "prefill_tps": [
    [
     1681.3,
     4103.6
    ],
    [
     1677.2,
     4093.6
    ],
    [
     1652.3,
     4032.9
    ],
    [
     1486.5,
     3628.0
    ]
   ]
  },
  "m5-max-128gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    84.06,
    105.34
   ],
   "prefill_tps": [
    [
     1472.9,
     3594.9
    ],
    [
     1469.3,
     3586.1
    ],
    [
     1447.5,
     3532.9
    ],
    [
     1302.2,
     3178.3
    ]
   ]
  },
  "m5-max-128gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "measured",
   "gen_tps": [
    78.96,
    98.96
   ],
   "prefill_tps": [
    [
     2129.7,
     5197.9
    ],
    [
     2124.4,
     5185.2
    ],
    [
     2093.0,
     5108.3
    ],
    [
     1882.9,
     4595.5
    ]
   ]
  },
  "m5-max-128gb|qwen3.6-35b-a3b|fp16": {
   "tier": "derived",
   "gen_tps": [
    32.04,
    78.2
   ],
   "prefill_tps": [
    [
     2129.7,
     5197.9
    ],
    [
     2124.4,
     5185.2
    ],
    [
     2093.0,
     5108.3
    ],
    [
     1882.9,
     4595.5
    ]
   ]
  },
  "m5-max-128gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    52.59,
    118.08
   ],
   "prefill_tps": [
    [
     491.5,
     1199.5
    ],
    [
     490.3,
     1196.6
    ],
    [
     483.0,
     1178.8
    ],
    [
     434.5,
     1060.5
    ]
   ]
  },
  "m5-max-128gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    49.95,
    118.08
   ],
   "prefill_tps": [
    [
     491.5,
     1199.5
    ],
    [
     490.3,
     1196.6
    ],
    [
     483.0,
     1178.8
    ],
    [
     434.5,
     1060.5
    ]
   ]
  },
  "m5-max-128gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    47.77,
    116.6
   ],
   "prefill_tps": [
    [
     491.5,
     1199.5
    ],
    [
     490.3,
     1196.6
    ],
    [
     483.0,
     1178.8
    ],
    [
     434.5,
     1060.5
    ]
   ]
  },
  "m5-max-128gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "derived",
   "gen_tps": [
    47.73,
    116.51
   ],
   "prefill_tps": [
    [
     491.5,
     1199.5
    ],
    [
     490.3,
     1196.6
    ],
    [
     483.0,
     1178.8
    ],
    [
     434.5,
     1060.5
    ]
   ]
  },
  "m5-max-128gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    44.83,
    109.41
   ],
   "prefill_tps": [
    [
     491.5,
     1199.5
    ],
    [
     490.3,
     1196.6
    ],
    [
     483.0,
     1178.8
    ],
    [
     434.5,
     1060.5
    ]
   ]
  },
  "m5-max-128gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    41.65,
    101.66
   ],
   "prefill_tps": [
    [
     491.5,
     1199.5
    ],
    [
     490.3,
     1196.6
    ],
    [
     483.0,
     1178.8
    ],
    [
     434.5,
     1060.5
    ]
   ]
  },
  "m5-max-128gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "derived",
   "gen_tps": [
    37.4,
    91.27
   ],
   "prefill_tps": [
    [
     491.5,
     1199.5
    ],
    [
     490.3,
     1196.6
    ],
    [
     483.0,
     1178.8
    ],
    [
     434.5,
     1060.5
    ]
   ]
  },
  "m5-max-128gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-max-128gb|gpt-oss-120b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    67.04,
    163.62
   ],
   "prefill_tps": [
    [
     1252.7,
     3057.6
    ],
    [
     1249.7,
     3050.1
    ],
    [
     1231.2,
     3004.9
    ],
    [
     1107.6,
     2703.3
    ]
   ]
  },
  "m5-max-128gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    10.13,
    24.71
   ],
   "prefill_tps": [
    [
     204.3,
     498.7
    ],
    [
     203.8,
     497.5
    ],
    [
     200.8,
     490.1
    ],
    [
     180.6,
     440.9
    ]
   ]
  },
  "m5-max-128gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    5.68,
    13.87
   ],
   "prefill_tps": [
    [
     204.3,
     498.7
    ],
    [
     203.8,
     497.5
    ],
    [
     200.8,
     490.1
    ],
    [
     180.6,
     440.9
    ]
   ]
  },
  "m5-max-128gb|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    3.02,
    7.37
   ],
   "prefill_tps": [
    [
     204.3,
     498.7
    ],
    [
     203.8,
     497.5
    ],
    [
     200.8,
     490.1
    ],
    [
     180.6,
     440.9
    ]
   ]
  },
  "m5-max-128gb|llama-3.1-8b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    37.7,
    92.02
   ],
   "prefill_tps": [
    [
     795.6,
     1941.9
    ],
    [
     793.7,
     1937.2
    ],
    [
     781.9,
     1908.5
    ],
    [
     703.4,
     1716.9
    ]
   ]
  },
  "m5-max-128gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    21.72,
    53.02
   ],
   "prefill_tps": [
    [
     795.6,
     1941.9
    ],
    [
     793.7,
     1937.2
    ],
    [
     781.9,
     1908.5
    ],
    [
     703.4,
     1716.9
    ]
   ]
  },
  "m5-max-128gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    11.54,
    28.17
   ],
   "prefill_tps": [
    [
     795.6,
     1941.9
    ],
    [
     793.7,
     1937.2
    ],
    [
     781.9,
     1908.5
    ],
    [
     703.4,
     1716.9
    ]
   ]
  },
  "m5-max-128gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    32.93,
    41.28
   ],
   "prefill_tps": [
    [
     230.0,
     561.4
    ],
    [
     229.5,
     560.0
    ],
    [
     226.1,
     551.7
    ],
    [
     203.4,
     496.3
    ]
   ]
  },
  "m5-max-128gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    11.82,
    28.84
   ],
   "prefill_tps": [
    [
     432.6,
     1055.8
    ],
    [
     431.5,
     1053.2
    ],
    [
     425.1,
     1037.6
    ],
    [
     382.4,
     933.4
    ]
   ]
  },
  "m5-max-128gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    6.28,
    15.32
   ],
   "prefill_tps": [
    [
     432.6,
     1055.8
    ],
    [
     431.5,
     1053.2
    ],
    [
     425.1,
     1037.6
    ],
    [
     382.4,
     933.4
    ]
   ]
  },
  "rtx-5060-ti-16gb|qwen3.6-27b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    31.51,
    141.83
   ],
   "prefill_tps": [
    [
     1984.8,
     8935.2
    ],
    [
     1978.9,
     8908.7
    ],
    [
     1943.4,
     8748.9
    ],
    [
     1709.5,
     7696.1
    ]
   ]
  },
  "rtx-5060-ti-16gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|ornith-1.5-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|gemma-4-31b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    41.88,
    72.5
   ],
   "prefill_tps": [
    [
     1101.9,
     4960.5
    ],
    [
     1098.6,
     4945.8
    ],
    [
     1078.9,
     4857.1
    ],
    [
     949.1,
     4272.6
    ]
   ]
  },
  "rtx-5060-ti-16gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    7.69,
    34.63
   ],
   "prefill_tps": [
    [
     889.8,
     4005.8
    ],
    [
     887.2,
     3993.9
    ],
    [
     871.3,
     3922.3
    ],
    [
     766.4,
     3450.3
    ]
   ]
  },
  "rtx-5060-ti-16gb|llama-3.1-8b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|qwen3.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    21.07,
    36.47
   ],
   "prefill_tps": [
    [
     615.4,
     2770.6
    ],
    [
     613.6,
     2762.4
    ],
    [
     602.6,
     2712.8
    ],
    [
     530.1,
     2386.4
    ]
   ]
  },
  "rtx-5060-ti-16gb|deepseek-r1-14b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|ornith-1.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|muse-glimmer-30b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|qwen3-30b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5060-ti-16gb|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    2.38,
    10.71
   ],
   "prefill_tps": [
    [
     678.3,
     3053.6
    ],
    [
     676.3,
     3044.5
    ],
    [
     664.1,
     2989.9
    ],
    [
     584.2,
     2630.1
    ]
   ]
  },
  "dgx-spark-128gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    1.4,
    6.3
   ],
   "prefill_tps": [
    [
     678.3,
     3053.6
    ],
    [
     676.3,
     3044.5
    ],
    [
     664.1,
     2989.9
    ],
    [
     584.2,
     2630.1
    ]
   ]
  },
  "dgx-spark-128gb|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    0.74,
    3.35
   ],
   "prefill_tps": [
    [
     678.3,
     3053.6
    ],
    [
     676.3,
     3044.5
    ],
    [
     664.1,
     2989.9
    ],
    [
     584.2,
     2630.1
    ]
   ]
  },
  "dgx-spark-128gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    7.68,
    34.55
   ],
   "prefill_tps": [
    [
     1046.8,
     4712.6
    ],
    [
     1043.7,
     4698.7
    ],
    [
     1025.0,
     4614.4
    ],
    [
     901.7,
     4059.1
    ]
   ]
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    7.32,
    32.96
   ],
   "prefill_tps": [
    [
     1046.8,
     4712.6
    ],
    [
     1043.7,
     4698.7
    ],
    [
     1025.0,
     4614.4
    ],
    [
     901.7,
     4059.1
    ]
   ]
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    7.02,
    31.58
   ],
   "prefill_tps": [
    [
     1046.8,
     4712.6
    ],
    [
     1043.7,
     4698.7
    ],
    [
     1025.0,
     4614.4
    ],
    [
     901.7,
     4059.1
    ]
   ]
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    6.57,
    29.59
   ],
   "prefill_tps": [
    [
     1046.8,
     4712.6
    ],
    [
     1043.7,
     4698.7
    ],
    [
     1025.0,
     4614.4
    ],
    [
     901.7,
     4059.1
    ]
   ]
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    5.94,
    26.72
   ],
   "prefill_tps": [
    [
     1046.8,
     4712.6
    ],
    [
     1043.7,
     4698.7
    ],
    [
     1025.0,
     4614.4
    ],
    [
     901.7,
     4059.1
    ]
   ]
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    19.2,
    86.43
   ],
   "prefill_tps": [
    [
     5234.1,
     23563.2
    ],
    [
     5218.6,
     23493.3
    ],
    [
     5125.0,
     23072.0
    ],
    [
     4508.3,
     20295.6
    ]
   ]
  },
  "dgx-spark-128gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    16.04,
    72.21
   ],
   "prefill_tps": [
    [
     4958.6,
     22323.1
    ],
    [
     4943.9,
     22256.8
    ],
    [
     4855.3,
     21857.7
    ],
    [
     4271.0,
     19227.4
    ]
   ]
  },
  "dgx-spark-128gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    10.12,
    45.57
   ],
   "prefill_tps": [
    [
     4958.6,
     22323.1
    ],
    [
     4943.9,
     22256.8
    ],
    [
     4855.3,
     21857.7
    ],
    [
     4271.0,
     19227.4
    ]
   ]
  },
  "dgx-spark-128gb|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    5.38,
    24.23
   ],
   "prefill_tps": [
    [
     4958.6,
     22323.1
    ],
    [
     4943.9,
     22256.8
    ],
    [
     4855.3,
     21857.7
    ],
    [
     4271.0,
     19227.4
    ]
   ]
  },
  "dgx-spark-128gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    21.68,
    97.58
   ],
   "prefill_tps": [
    [
     6280.9,
     28275.9
    ],
    [
     6262.3,
     28192.0
    ],
    [
     6150.0,
     27686.5
    ],
    [
     5409.9,
     24354.7
    ]
   ]
  },
  "dgx-spark-128gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    13.0,
    58.52
   ],
   "prefill_tps": [
    [
     6280.9,
     28275.9
    ],
    [
     6262.3,
     28192.0
    ],
    [
     6150.0,
     27686.5
    ],
    [
     5409.9,
     24354.7
    ]
   ]
  },
  "dgx-spark-128gb|qwen3.6-35b-a3b|fp16": {
   "tier": "derived",
   "gen_tps": [
    6.91,
    31.12
   ],
   "prefill_tps": [
    [
     6280.9,
     28275.9
    ],
    [
     6262.3,
     28192.0
    ],
    [
     6150.0,
     27686.5
    ],
    [
     5409.9,
     24354.7
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    11.35,
    51.08
   ],
   "prefill_tps": [
    [
     1449.4,
     6525.2
    ],
    [
     1445.1,
     6505.8
    ],
    [
     1419.2,
     6389.2
    ],
    [
     1248.4,
     5620.3
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    10.78,
    48.52
   ],
   "prefill_tps": [
    [
     1449.4,
     6525.2
    ],
    [
     1445.1,
     6505.8
    ],
    [
     1419.2,
     6389.2
    ],
    [
     1248.4,
     5620.3
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    10.31,
    46.41
   ],
   "prefill_tps": [
    [
     1449.4,
     6525.2
    ],
    [
     1445.1,
     6505.8
    ],
    [
     1419.2,
     6389.2
    ],
    [
     1248.4,
     5620.3
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "derived",
   "gen_tps": [
    10.3,
    46.37
   ],
   "prefill_tps": [
    [
     1449.4,
     6525.2
    ],
    [
     1445.1,
     6505.8
    ],
    [
     1419.2,
     6389.2
    ],
    [
     1248.4,
     5620.3
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    9.67,
    43.54
   ],
   "prefill_tps": [
    [
     1449.4,
     6525.2
    ],
    [
     1445.1,
     6505.8
    ],
    [
     1419.2,
     6389.2
    ],
    [
     1248.4,
     5620.3
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    8.99,
    40.46
   ],
   "prefill_tps": [
    [
     1449.4,
     6525.2
    ],
    [
     1445.1,
     6505.8
    ],
    [
     1419.2,
     6389.2
    ],
    [
     1248.4,
     5620.3
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "derived",
   "gen_tps": [
    8.07,
    36.33
   ],
   "prefill_tps": [
    [
     1449.4,
     6525.2
    ],
    [
     1445.1,
     6505.8
    ],
    [
     1419.2,
     6389.2
    ],
    [
     1248.4,
     5620.3
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "dgx-spark-128gb|gpt-oss-120b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    14.47,
    65.12
   ],
   "prefill_tps": [
    [
     3694.7,
     16632.9
    ],
    [
     3683.7,
     16583.5
    ],
    [
     3617.6,
     16286.2
    ],
    [
     3182.3,
     14326.3
    ]
   ]
  },
  "dgx-spark-128gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    2.18,
    9.84
   ],
   "prefill_tps": [
    [
     602.6,
     2712.7
    ],
    [
     600.8,
     2704.7
    ],
    [
     590.0,
     2656.2
    ],
    [
     519.0,
     2336.6
    ]
   ]
  },
  "dgx-spark-128gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    1.23,
    5.52
   ],
   "prefill_tps": [
    [
     602.6,
     2712.7
    ],
    [
     600.8,
     2704.7
    ],
    [
     590.0,
     2656.2
    ],
    [
     519.0,
     2336.6
    ]
   ]
  },
  "dgx-spark-128gb|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    0.65,
    2.93
   ],
   "prefill_tps": [
    [
     602.6,
     2712.7
    ],
    [
     600.8,
     2704.7
    ],
    [
     590.0,
     2656.2
    ],
    [
     519.0,
     2336.6
    ]
   ]
  },
  "dgx-spark-128gb|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    25.97,
    44.95
   ],
   "prefill_tps": [
    [
     941.2,
     4237.4
    ],
    [
     938.5,
     4224.8
    ],
    [
     921.6,
     4149.0
    ],
    [
     810.7,
     3649.7
    ]
   ]
  },
  "dgx-spark-128gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    4.69,
    21.1
   ],
   "prefill_tps": [
    [
     2346.5,
     10563.8
    ],
    [
     2339.6,
     10532.5
    ],
    [
     2297.6,
     10343.6
    ],
    [
     2021.1,
     9098.9
    ]
   ]
  },
  "dgx-spark-128gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    2.49,
    11.21
   ],
   "prefill_tps": [
    [
     2346.5,
     10563.8
    ],
    [
     2339.6,
     10532.5
    ],
    [
     2297.6,
     10343.6
    ],
    [
     2021.1,
     9098.9
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    13.94,
    24.14
   ],
   "prefill_tps": [
    [
     521.2,
     2346.2
    ],
    [
     519.6,
     2339.3
    ],
    [
     510.3,
     2297.3
    ],
    [
     448.9,
     2020.9
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    2.55,
    11.48
   ],
   "prefill_tps": [
    [
     1275.7,
     5743.2
    ],
    [
     1272.0,
     5726.2
    ],
    [
     1249.2,
     5623.5
    ],
    [
     1098.8,
     4946.8
    ]
   ]
  },
  "dgx-spark-128gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    1.35,
    6.1
   ],
   "prefill_tps": [
    [
     1275.7,
     5743.2
    ],
    [
     1272.0,
     5726.2
    ],
    [
     1249.2,
     5623.5
    ],
    [
     1098.8,
     4946.8
    ]
   ]
  },
  "rtx-pro-6000-blackwell|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    15.62,
    70.32
   ],
   "prefill_tps": [
    [
     1366.9,
     6153.5
    ],
    [
     1362.8,
     6135.3
    ],
    [
     1338.4,
     6025.2
    ],
    [
     1177.3,
     5300.2
    ]
   ]
  },
  "rtx-pro-6000-blackwell|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    9.19,
    41.36
   ],
   "prefill_tps": [
    [
     1366.9,
     6153.5
    ],
    [
     1362.8,
     6135.3
    ],
    [
     1338.4,
     6025.2
    ],
    [
     1177.3,
     5300.2
    ]
   ]
  },
  "rtx-pro-6000-blackwell|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    4.88,
    21.98
   ],
   "prefill_tps": [
    [
     1366.9,
     6153.5
    ],
    [
     1362.8,
     6135.3
    ],
    [
     1338.4,
     6025.2
    ],
    [
     1177.3,
     5300.2
    ]
   ]
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    50.38,
    226.81
   ],
   "prefill_tps": [
    [
     2109.6,
     9496.9
    ],
    [
     2103.3,
     9468.7
    ],
    [
     2065.6,
     9299.0
    ],
    [
     1817.0,
     8179.9
    ]
   ]
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    126.02,
    567.34
   ],
   "prefill_tps": [
    [
     10547.8,
     47484.6
    ],
    [
     10516.5,
     47343.7
    ],
    [
     10327.9,
     46494.8
    ],
    [
     9085.1,
     40899.7
    ]
   ]
  },
  "rtx-pro-6000-blackwell|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    105.29,
    473.99
   ],
   "prefill_tps": [
    [
     9992.6,
     44985.5
    ],
    [
     9963.0,
     44852.0
    ],
    [
     9784.3,
     44047.7
    ],
    [
     8606.9,
     38747.1
    ]
   ]
  },
  "rtx-pro-6000-blackwell|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    66.44,
    299.11
   ],
   "prefill_tps": [
    [
     9992.6,
     44985.5
    ],
    [
     9963.0,
     44852.0
    ],
    [
     9784.3,
     44047.7
    ],
    [
     8606.9,
     38747.1
    ]
   ]
  },
  "rtx-pro-6000-blackwell|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    35.33,
    159.06
   ],
   "prefill_tps": [
    [
     9992.6,
     44985.5
    ],
    [
     9963.0,
     44852.0
    ],
    [
     9784.3,
     44047.7
    ],
    [
     8606.9,
     38747.1
    ]
   ]
  },
  "rtx-pro-6000-blackwell|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    142.28,
    640.52
   ],
   "prefill_tps": [
    [
     12657.3,
     56981.6
    ],
    [
     12619.8,
     56812.5
    ],
    [
     12393.5,
     55793.8
    ],
    [
     10902.1,
     49079.6
    ]
   ]
  },
  "rtx-pro-6000-blackwell|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    85.33,
    384.14
   ],
   "prefill_tps": [
    [
     12657.3,
     56981.6
    ],
    [
     12619.8,
     56812.5
    ],
    [
     12393.5,
     55793.8
    ],
    [
     10902.1,
     49079.6
    ]
   ]
  },
  "rtx-pro-6000-blackwell|qwen3.6-35b-a3b|fp16": {
   "tier": "derived",
   "gen_tps": [
    45.38,
    204.3
   ],
   "prefill_tps": [
    [
     12657.3,
     56981.6
    ],
    [
     12619.8,
     56812.5
    ],
    [
     12393.5,
     55793.8
    ],
    [
     10902.1,
     49079.6
    ]
   ]
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    74.48,
    335.32
   ],
   "prefill_tps": [
    [
     2920.9,
     13149.6
    ],
    [
     2912.3,
     13110.6
    ],
    [
     2860.0,
     12875.5
    ],
    [
     2515.9,
     11326.1
    ]
   ]
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    70.75,
    318.49
   ],
   "prefill_tps": [
    [
     2920.9,
     13149.6
    ],
    [
     2912.3,
     13110.6
    ],
    [
     2860.0,
     12875.5
    ],
    [
     2515.9,
     11326.1
    ]
   ]
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    67.66,
    304.61
   ],
   "prefill_tps": [
    [
     2920.9,
     13149.6
    ],
    [
     2912.3,
     13110.6
    ],
    [
     2860.0,
     12875.5
    ],
    [
     2515.9,
     11326.1
    ]
   ]
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-iq2_m": {
   "tier": "derived",
   "gen_tps": [
    67.61,
    304.38
   ],
   "prefill_tps": [
    [
     2920.9,
     13149.6
    ],
    [
     2912.3,
     13110.6
    ],
    [
     2860.0,
     12875.5
    ],
    [
     2515.9,
     11326.1
    ]
   ]
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-pro-6000-blackwell|gpt-oss-120b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    94.95,
    427.46
   ],
   "prefill_tps": [
    [
     7445.5,
     33518.6
    ],
    [
     7423.4,
     33419.1
    ],
    [
     7290.3,
     32819.9
    ],
    [
     6413.0,
     28870.4
    ]
   ]
  },
  "rtx-pro-6000-blackwell|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    14.34,
    64.57
   ],
   "prefill_tps": [
    [
     1214.3,
     5466.7
    ],
    [
     1210.7,
     5450.5
    ],
    [
     1189.0,
     5352.8
    ],
    [
     1045.9,
     4708.6
    ]
   ]
  },
  "rtx-pro-6000-blackwell|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    8.05,
    36.24
   ],
   "prefill_tps": [
    [
     1214.3,
     5466.7
    ],
    [
     1210.7,
     5450.5
    ],
    [
     1189.0,
     5352.8
    ],
    [
     1045.9,
     4708.6
    ]
   ]
  },
  "rtx-pro-6000-blackwell|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    4.28,
    19.26
   ],
   "prefill_tps": [
    [
     1214.3,
     5466.7
    ],
    [
     1210.7,
     5450.5
    ],
    [
     1189.0,
     5352.8
    ],
    [
     1045.9,
     4708.6
    ]
   ]
  },
  "rtx-pro-6000-blackwell|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    46.21,
    103.27
   ],
   "prefill_tps": [
    [
     3010.5,
     13552.7
    ],
    [
     3001.5,
     13512.5
    ],
    [
     2947.7,
     13270.2
    ],
    [
     2593.0,
     11673.3
    ]
   ]
  },
  "rtx-pro-6000-blackwell|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    30.77,
    138.51
   ],
   "prefill_tps": [
    [
     4728.8,
     21288.3
    ],
    [
     4714.7,
     21225.1
    ],
    [
     4630.2,
     20844.5
    ],
    [
     4073.0,
     18336.1
    ]
   ]
  },
  "rtx-pro-6000-blackwell|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    16.35,
    73.61
   ],
   "prefill_tps": [
    [
     4728.8,
     21288.3
    ],
    [
     4714.7,
     21225.1
    ],
    [
     4630.2,
     20844.5
    ],
    [
     4073.0,
     18336.1
    ]
   ]
  },
  "rtx-pro-6000-blackwell|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    23.71,
    70.76
   ],
   "prefill_tps": [
    [
     1739.2,
     7829.5
    ],
    [
     1734.0,
     7806.3
    ],
    [
     1702.9,
     7666.3
    ],
    [
     1498.0,
     6743.7
    ]
   ]
  },
  "rtx-pro-6000-blackwell|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    16.74,
    75.34
   ],
   "prefill_tps": [
    [
     2570.9,
     11573.8
    ],
    [
     2563.3,
     11539.4
    ],
    [
     2517.3,
     11332.5
    ],
    [
     2214.4,
     9968.8
    ]
   ]
  },
  "rtx-pro-6000-blackwell|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    8.89,
    40.03
   ],
   "prefill_tps": [
    [
     2570.9,
     11573.8
    ],
    [
     2563.3,
     11539.4
    ],
    [
     2517.3,
     11332.5
    ],
    [
     2214.4,
     9968.8
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    14.71,
    35.91
   ],
   "prefill_tps": [
    [
     186.6,
     455.5
    ],
    [
     186.2,
     454.4
    ],
    [
     183.4,
     447.6
    ],
    [
     165.0,
     402.7
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    8.65,
    21.12
   ],
   "prefill_tps": [
    [
     186.6,
     455.5
    ],
    [
     186.2,
     454.4
    ],
    [
     183.4,
     447.6
    ],
    [
     165.0,
     402.7
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    4.6,
    11.22
   ],
   "prefill_tps": [
    [
     186.6,
     455.5
    ],
    [
     186.2,
     454.4
    ],
    [
     183.4,
     447.6
    ],
    [
     165.0,
     402.7
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|q8_0": {
   "tier": "derived",
   "gen_tps": [
    12.95,
    31.62
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    47.45,
    113.75
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    45.26,
    110.47
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    43.37,
    105.85
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    40.63,
    99.15
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    36.69,
    89.56
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "derived",
   "gen_tps": [
    29.94,
    73.07
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "derived",
   "gen_tps": [
    28.16,
    68.74
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "measured",
   "gen_tps": [
    17.87,
    22.39
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "derived",
   "gen_tps": [
    18.38,
    44.86
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "derived",
   "gen_tps": [
    15.13,
    36.94
   ],
   "prefill_tps": [
    [
     288.0,
     703.0
    ],
    [
     287.3,
     701.2
    ],
    [
     283.0,
     690.8
    ],
    [
     254.6,
     621.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    118.68,
    289.66
   ],
   "prefill_tps": [
    [
     1440.1,
     3514.8
    ],
    [
     1436.5,
     3506.2
    ],
    [
     1415.2,
     3454.2
    ],
    [
     1273.2,
     3107.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    99.15,
    242.0
   ],
   "prefill_tps": [
    [
     1364.3,
     3329.8
    ],
    [
     1360.9,
     3321.6
    ],
    [
     1340.8,
     3272.4
    ],
    [
     1206.2,
     2943.9
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    62.57,
    152.72
   ],
   "prefill_tps": [
    [
     1364.3,
     3329.8
    ],
    [
     1360.9,
     3321.6
    ],
    [
     1340.8,
     3272.4
    ],
    [
     1206.2,
     2943.9
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    33.27,
    81.21
   ],
   "prefill_tps": [
    [
     1364.3,
     3329.8
    ],
    [
     1360.9,
     3321.6
    ],
    [
     1340.8,
     3272.4
    ],
    [
     1206.2,
     2943.9
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    133.99,
    327.03
   ],
   "prefill_tps": [
    [
     1728.1,
     4217.7
    ],
    [
     1723.8,
     4207.4
    ],
    [
     1698.3,
     4145.0
    ],
    [
     1527.8,
     3728.9
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    80.36,
    196.13
   ],
   "prefill_tps": [
    [
     1728.1,
     4217.7
    ],
    [
     1723.8,
     4207.4
    ],
    [
     1698.3,
     4145.0
    ],
    [
     1527.8,
     3728.9
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|qwen3.6-35b-a3b|fp16": {
   "tier": "derived",
   "gen_tps": [
    42.74,
    104.31
   ],
   "prefill_tps": [
    [
     1728.1,
     4217.7
    ],
    [
     1723.8,
     4207.4
    ],
    [
     1698.3,
     4145.0
    ],
    [
     1527.8,
     3728.9
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    70.14,
    157.5
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    66.62,
    157.5
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    63.72,
    155.52
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "measured",
   "gen_tps": [
    31.98,
    40.08
   ],
   "prefill_tps": [
    [
     265.7,
     648.5
    ],
    [
     265.1,
     647.0
    ],
    [
     261.1,
     637.4
    ],
    [
     234.9,
     573.4
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    59.79,
    145.94
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    55.56,
    135.6
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "derived",
   "gen_tps": [
    49.88,
    121.75
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "derived",
   "gen_tps": [
    45.2,
    110.33
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "derived",
   "gen_tps": [
    45.16,
    110.22
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "derived",
   "gen_tps": [
    42.37,
    103.4
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "derived",
   "gen_tps": [
    42.37,
    103.4
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "measured",
   "gen_tps": [
    26.08,
    32.69
   ],
   "prefill_tps": [
    [
     295.7,
     721.6
    ],
    [
     294.9,
     719.9
    ],
    [
     290.6,
     709.2
    ],
    [
     261.4,
     638.0
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "derived",
   "gen_tps": [
    35.77,
    87.3
   ],
   "prefill_tps": [
    [
     398.8,
     973.3
    ],
    [
     397.8,
     970.9
    ],
    [
     391.9,
     956.5
    ],
    [
     352.6,
     860.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|gpt-oss-120b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    89.42,
    218.25
   ],
   "prefill_tps": [
    [
     1016.5,
     2481.0
    ],
    [
     1014.0,
     2474.9
    ],
    [
     999.0,
     2438.3
    ],
    [
     898.7,
     2193.5
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    13.51,
    32.97
   ],
   "prefill_tps": [
    [
     165.8,
     404.6
    ],
    [
     165.4,
     403.7
    ],
    [
     162.9,
     397.7
    ],
    [
     146.6,
     357.7
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    7.58,
    18.5
   ],
   "prefill_tps": [
    [
     165.8,
     404.6
    ],
    [
     165.4,
     403.7
    ],
    [
     162.9,
     397.7
    ],
    [
     146.6,
     357.7
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    4.03,
    9.83
   ],
   "prefill_tps": [
    [
     165.8,
     404.6
    ],
    [
     165.4,
     403.7
    ],
    [
     162.9,
     397.7
    ],
    [
     146.6,
     357.7
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    55.99,
    70.17
   ],
   "prefill_tps": [
    [
     709.9,
     1732.6
    ],
    [
     708.1,
     1728.4
    ],
    [
     697.7,
     1702.8
    ],
    [
     627.6,
     1531.8
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    28.97,
    70.72
   ],
   "prefill_tps": [
    [
     645.6,
     1575.7
    ],
    [
     644.0,
     1571.9
    ],
    [
     634.5,
     1548.6
    ],
    [
     570.8,
     1393.1
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    15.4,
    37.58
   ],
   "prefill_tps": [
    [
     645.6,
     1575.7
    ],
    [
     644.0,
     1571.9
    ],
    [
     634.5,
     1548.6
    ],
    [
     570.8,
     1393.1
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    32.0,
    40.1
   ],
   "prefill_tps": [
    [
     371.1,
     905.7
    ],
    [
     370.2,
     903.5
    ],
    [
     364.7,
     890.1
    ],
    [
     328.1,
     800.8
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    15.76,
    38.47
   ],
   "prefill_tps": [
    [
     351.0,
     856.7
    ],
    [
     350.1,
     854.6
    ],
    [
     344.9,
     841.9
    ],
    [
     310.3,
     757.4
    ]
   ]
  },
  "mac-studio-m3-ultra-512gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    8.37,
    20.44
   ],
   "prefill_tps": [
    [
     351.0,
     856.7
    ],
    [
     350.1,
     854.6
    ],
    [
     344.9,
     841.9
    ],
    [
     310.3,
     757.4
    ]
   ]
  },
  "rx-7900-xtx|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    21.38,
    49.96
   ],
   "prefill_tps": [
    [
     170.0,
     397.3
    ],
    [
     169.8,
     396.9
    ],
    [
     168.7,
     394.2
    ],
    [
     160.8,
     375.9
    ]
   ]
  },
  "rx-7900-xtx|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    172.46,
    403.07
   ],
   "prefill_tps": [
    [
     1311.7,
     3065.8
    ],
    [
     1310.3,
     3062.4
    ],
    [
     1301.5,
     3042.0
    ],
    [
     1241.2,
     2900.9
    ]
   ]
  },
  "rx-7900-xtx|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    144.08,
    336.75
   ],
   "prefill_tps": [
    [
     1242.7,
     2904.4
    ],
    [
     1241.3,
     2901.2
    ],
    [
     1233.0,
     2881.9
    ],
    [
     1175.8,
     2748.2
    ]
   ]
  },
  "rx-7900-xtx|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    194.7,
    455.06
   ],
   "prefill_tps": [
    [
     1574.1,
     3679.0
    ],
    [
     1572.3,
     3674.9
    ],
    [
     1561.8,
     3650.4
    ],
    [
     1489.4,
     3481.1
    ]
   ]
  },
  "rx-7900-xtx|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    19.63,
    45.87
   ],
   "prefill_tps": [
    [
     151.0,
     353.0
    ],
    [
     150.8,
     352.6
    ],
    [
     149.8,
     350.2
    ],
    [
     142.9,
     334.0
    ]
   ]
  },
  "rx-7900-xtx|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    37.64,
    47.52
   ],
   "prefill_tps": [
    [
     572.1,
     1337.1
    ],
    [
     571.5,
     1335.7
    ],
    [
     567.7,
     1326.8
    ],
    [
     541.3,
     1265.2
    ]
   ]
  },
  "rx-7900-xtx|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    42.1,
    98.4
   ],
   "prefill_tps": [
    [
     588.1,
     1374.5
    ],
    [
     587.4,
     1372.9
    ],
    [
     583.5,
     1363.8
    ],
    [
     556.4,
     1300.5
    ]
   ]
  },
  "rx-7900-xtx|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    22.37,
    52.29
   ],
   "prefill_tps": [
    [
     588.1,
     1374.5
    ],
    [
     587.4,
     1372.9
    ],
    [
     583.5,
     1363.8
    ],
    [
     556.4,
     1300.5
    ]
   ]
  },
  "rx-7900-xtx|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    23.2,
    29.29
   ],
   "prefill_tps": [
    [
     321.3,
     750.9
    ],
    [
     320.9,
     750.1
    ],
    [
     318.8,
     745.0
    ],
    [
     304.0,
     710.5
    ]
   ]
  },
  "rx-7900-xtx|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    22.9,
    53.53
   ],
   "prefill_tps": [
    [
     319.7,
     747.2
    ],
    [
     319.4,
     746.4
    ],
    [
     317.2,
     741.4
    ],
    [
     302.5,
     707.1
    ]
   ]
  },
  "rx-7900-xtx|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xtx|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3.6-27b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|gpt-oss-20b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|gemma-4-26b-a4b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|ornith-1.5-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|gemma-4-31b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|llama-3.1-8b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-r1-14b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|ornith-1.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|muse-glimmer-30b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3-30b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-3060|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    9.81,
    23.94
   ],
   "prefill_tps": [
    [
     111.7,
     272.6
    ],
    [
     111.4,
     272.0
    ],
    [
     109.8,
     267.9
    ],
    [
     98.8,
     241.0
    ]
   ]
  },
  "m4-max-128gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    5.77,
    14.08
   ],
   "prefill_tps": [
    [
     111.7,
     272.6
    ],
    [
     111.4,
     272.0
    ],
    [
     109.8,
     267.9
    ],
    [
     98.8,
     241.0
    ]
   ]
  },
  "m4-max-128gb|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    3.07,
    7.48
   ],
   "prefill_tps": [
    [
     111.7,
     272.6
    ],
    [
     111.4,
     272.0
    ],
    [
     109.8,
     267.9
    ],
    [
     98.8,
     241.0
    ]
   ]
  },
  "m4-max-128gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    31.63,
    75.83
   ],
   "prefill_tps": [
    [
     172.4,
     420.8
    ],
    [
     172.0,
     419.8
    ],
    [
     169.4,
     413.5
    ],
    [
     152.4,
     372.0
    ]
   ]
  },
  "m4-max-128gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    30.18,
    73.65
   ],
   "prefill_tps": [
    [
     172.4,
     420.8
    ],
    [
     172.0,
     419.8
    ],
    [
     169.4,
     413.5
    ],
    [
     152.4,
     372.0
    ]
   ]
  },
  "m4-max-128gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    28.91,
    70.57
   ],
   "prefill_tps": [
    [
     172.4,
     420.8
    ],
    [
     172.0,
     419.8
    ],
    [
     169.4,
     413.5
    ],
    [
     152.4,
     372.0
    ]
   ]
  },
  "m4-max-128gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    27.08,
    66.1
   ],
   "prefill_tps": [
    [
     172.4,
     420.8
    ],
    [
     172.0,
     419.8
    ],
    [
     169.4,
     413.5
    ],
    [
     152.4,
     372.0
    ]
   ]
  },
  "m4-max-128gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    24.46,
    59.71
   ],
   "prefill_tps": [
    [
     172.4,
     420.8
    ],
    [
     172.0,
     419.8
    ],
    [
     169.4,
     413.5
    ],
    [
     152.4,
     372.0
    ]
   ]
  },
  "m4-max-128gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    79.12,
    193.11
   ],
   "prefill_tps": [
    [
     862.0,
     2103.9
    ],
    [
     859.9,
     2098.8
    ],
    [
     847.1,
     2067.7
    ],
    [
     762.1,
     1860.1
    ]
   ]
  },
  "m4-max-128gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    66.1,
    161.34
   ],
   "prefill_tps": [
    [
     816.6,
     1993.2
    ],
    [
     814.6,
     1988.3
    ],
    [
     802.6,
     1958.8
    ],
    [
     722.0,
     1762.2
    ]
   ]
  },
  "m4-max-128gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    41.71,
    101.81
   ],
   "prefill_tps": [
    [
     816.6,
     1993.2
    ],
    [
     814.6,
     1988.3
    ],
    [
     802.6,
     1958.8
    ],
    [
     722.0,
     1762.2
    ]
   ]
  },
  "m4-max-128gb|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    22.18,
    54.14
   ],
   "prefill_tps": [
    [
     816.6,
     1993.2
    ],
    [
     814.6,
     1988.3
    ],
    [
     802.6,
     1958.8
    ],
    [
     722.0,
     1762.2
    ]
   ]
  },
  "m4-max-128gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    89.32,
    218.02
   ],
   "prefill_tps": [
    [
     1034.4,
     2524.7
    ],
    [
     1031.9,
     2518.5
    ],
    [
     1016.6,
     2481.2
    ],
    [
     914.5,
     2232.1
    ]
   ]
  },
  "m4-max-128gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    53.57,
    130.75
   ],
   "prefill_tps": [
    [
     1034.4,
     2524.7
    ],
    [
     1031.9,
     2518.5
    ],
    [
     1016.6,
     2481.2
    ],
    [
     914.5,
     2232.1
    ]
   ]
  },
  "m4-max-128gb|qwen3.6-35b-a3b|fp16": {
   "tier": "derived",
   "gen_tps": [
    28.49,
    69.54
   ],
   "prefill_tps": [
    [
     1034.4,
     2524.7
    ],
    [
     1031.9,
     2518.5
    ],
    [
     1016.6,
     2481.2
    ],
    [
     914.5,
     2232.1
    ]
   ]
  },
  "m4-max-128gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    46.76,
    105.0
   ],
   "prefill_tps": [
    [
     238.7,
     582.6
    ],
    [
     238.1,
     581.2
    ],
    [
     234.6,
     572.6
    ],
    [
     211.0,
     515.1
    ]
   ]
  },
  "m4-max-128gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    44.42,
    105.0
   ],
   "prefill_tps": [
    [
     238.7,
     582.6
    ],
    [
     238.1,
     581.2
    ],
    [
     234.6,
     572.6
    ],
    [
     211.0,
     515.1
    ]
   ]
  },
  "m4-max-128gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    42.48,
    103.68
   ],
   "prefill_tps": [
    [
     238.7,
     582.6
    ],
    [
     238.1,
     581.2
    ],
    [
     234.6,
     572.6
    ],
    [
     211.0,
     515.1
    ]
   ]
  },
  "m4-max-128gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "derived",
   "gen_tps": [
    42.45,
    103.6
   ],
   "prefill_tps": [
    [
     238.7,
     582.6
    ],
    [
     238.1,
     581.2
    ],
    [
     234.6,
     572.6
    ],
    [
     211.0,
     515.1
    ]
   ]
  },
  "m4-max-128gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    39.86,
    97.29
   ],
   "prefill_tps": [
    [
     238.7,
     582.6
    ],
    [
     238.1,
     581.2
    ],
    [
     234.6,
     572.6
    ],
    [
     211.0,
     515.1
    ]
   ]
  },
  "m4-max-128gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    37.04,
    90.4
   ],
   "prefill_tps": [
    [
     238.7,
     582.6
    ],
    [
     238.1,
     581.2
    ],
    [
     234.6,
     572.6
    ],
    [
     211.0,
     515.1
    ]
   ]
  },
  "m4-max-128gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "derived",
   "gen_tps": [
    33.25,
    81.16
   ],
   "prefill_tps": [
    [
     238.7,
     582.6
    ],
    [
     238.1,
     581.2
    ],
    [
     234.6,
     572.6
    ],
    [
     211.0,
     515.1
    ]
   ]
  },
  "m4-max-128gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-max-128gb|gpt-oss-120b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    59.61,
    145.5
   ],
   "prefill_tps": [
    [
     608.5,
     1485.1
    ],
    [
     607.0,
     1481.5
    ],
    [
     598.0,
     1459.5
    ],
    [
     538.0,
     1313.0
    ]
   ]
  },
  "m4-max-128gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    9.0,
    21.98
   ],
   "prefill_tps": [
    [
     99.2,
     242.2
    ],
    [
     99.0,
     241.6
    ],
    [
     97.5,
     238.0
    ],
    [
     87.7,
     214.1
    ]
   ]
  },
  "m4-max-128gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    5.05,
    12.34
   ],
   "prefill_tps": [
    [
     99.2,
     242.2
    ],
    [
     99.0,
     241.6
    ],
    [
     97.5,
     238.0
    ],
    [
     87.7,
     214.1
    ]
   ]
  },
  "m4-max-128gb|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    2.69,
    6.56
   ],
   "prefill_tps": [
    [
     99.2,
     242.2
    ],
    [
     99.0,
     241.6
    ],
    [
     97.5,
     238.0
    ],
    [
     87.7,
     214.1
    ]
   ]
  },
  "m4-max-128gb|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    47.21,
    59.16
   ],
   "prefill_tps": [
    [
     404.2,
     986.6
    ],
    [
     403.3,
     984.2
    ],
    [
     397.3,
     969.6
    ],
    [
     357.4,
     872.3
    ]
   ]
  },
  "m4-max-128gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    19.32,
    47.15
   ],
   "prefill_tps": [
    [
     386.5,
     943.2
    ],
    [
     385.5,
     940.9
    ],
    [
     379.8,
     927.0
    ],
    [
     341.7,
     833.9
    ]
   ]
  },
  "m4-max-128gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    10.27,
    25.05
   ],
   "prefill_tps": [
    [
     386.5,
     943.2
    ],
    [
     385.5,
     940.9
    ],
    [
     379.8,
     927.0
    ],
    [
     341.7,
     833.9
    ]
   ]
  },
  "m4-max-128gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    25.86,
    32.41
   ],
   "prefill_tps": [
    [
     210.1,
     512.8
    ],
    [
     209.6,
     511.6
    ],
    [
     206.5,
     504.0
    ],
    [
     185.8,
     453.4
    ]
   ]
  },
  "m4-max-128gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    10.51,
    25.64
   ],
   "prefill_tps": [
    [
     210.1,
     512.8
    ],
    [
     209.6,
     511.5
    ],
    [
     206.5,
     504.0
    ],
    [
     185.8,
     453.4
    ]
   ]
  },
  "m4-max-128gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    5.58,
    13.62
   ],
   "prefill_tps": [
    [
     210.1,
     512.8
    ],
    [
     209.6,
     511.5
    ],
    [
     206.5,
     504.0
    ],
    [
     185.8,
     453.4
    ]
   ]
  },
  "rtx-5070-ti|qwen3.6-27b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    63.01,
    283.67
   ],
   "prefill_tps": [
    [
     3680.6,
     16569.7
    ],
    [
     3669.7,
     16520.5
    ],
    [
     3603.9,
     16224.3
    ],
    [
     3170.2,
     14271.9
    ]
   ]
  },
  "rtx-5070-ti|gemma-4-26b-a4b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|ornith-1.5-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|gemma-4-31b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    34.69,
    65.93
   ],
   "prefill_tps": [
    [
     1467.7,
     6607.4
    ],
    [
     1463.4,
     6587.8
    ],
    [
     1437.1,
     6469.7
    ],
    [
     1264.2,
     5691.2
    ]
   ]
  },
  "rtx-5070-ti|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    15.38,
    69.25
   ],
   "prefill_tps": [
    [
     1650.1,
     7428.5
    ],
    [
     1645.2,
     7406.5
    ],
    [
     1615.7,
     7273.6
    ],
    [
     1421.3,
     6398.3
    ]
   ]
  },
  "rtx-5070-ti|llama-3.1-8b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|qwen3.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    23.78,
    41.16
   ],
   "prefill_tps": [
    [
     939.2,
     4228.0
    ],
    [
     936.4,
     4215.5
    ],
    [
     919.6,
     4139.9
    ],
    [
     808.9,
     3641.7
    ]
   ]
  },
  "rtx-5070-ti|deepseek-r1-14b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|ornith-1.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|muse-glimmer-30b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|qwen3-30b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5070-ti|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3.6-27b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|gpt-oss-20b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    91.9,
    152.73
   ],
   "prefill_tps": [
    [
     1773.0,
     4144.0
    ],
    [
     1771.1,
     4139.4
    ],
    [
     1759.2,
     4111.8
    ],
    [
     1677.7,
     3921.1
    ]
   ]
  },
  "rx-9070-xt|gemma-4-26b-a4b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|ornith-1.5-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|gemma-4-31b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|llama-3.1-8b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    49.07,
    114.69
   ],
   "prefill_tps": [
    [
     931.9,
     2178.1
    ],
    [
     930.9,
     2175.7
    ],
    [
     924.7,
     2161.2
    ],
    [
     881.8,
     2060.9
    ]
   ]
  },
  "rx-9070-xt|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    28.27,
    66.07
   ],
   "prefill_tps": [
    [
     931.9,
     2178.1
    ],
    [
     930.9,
     2175.7
    ],
    [
     924.7,
     2161.2
    ],
    [
     881.8,
     2060.9
    ]
   ]
  },
  "rx-9070-xt|llama-3.1-8b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-r1-14b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    26.86,
    62.77
   ],
   "prefill_tps": [
    [
     506.6,
     1184.2
    ],
    [
     506.1,
     1182.9
    ],
    [
     502.7,
     1175.0
    ],
    [
     479.4,
     1120.5
    ]
   ]
  },
  "rx-9070-xt|deepseek-r1-14b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|ornith-1.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|muse-glimmer-30b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3-30b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-9070-xt|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    4.65,
    10.42
   ],
   "prefill_tps": [
    [
     75.3,
     168.9
    ],
    [
     75.2,
     168.5
    ],
    [
     74.0,
     165.9
    ],
    [
     66.4,
     148.8
    ]
   ]
  },
  "arc-pro-b70|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    2.73,
    6.13
   ],
   "prefill_tps": [
    [
     75.3,
     168.9
    ],
    [
     75.2,
     168.5
    ],
    [
     74.0,
     165.9
    ],
    [
     66.4,
     148.8
    ]
   ]
  },
  "arc-pro-b70|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|gpt-oss-20b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    37.85,
    114.15
   ],
   "prefill_tps": [
    [
     1350.1,
     3026.6
    ],
    [
     1346.7,
     3018.9
    ],
    [
     1326.1,
     2972.9
    ],
    [
     1189.3,
     2666.1
    ]
   ]
  },
  "arc-pro-b70|gemma-4-26b-a4b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    41.25,
    61.71
   ],
   "prefill_tps": [
    [
     753.7,
     1689.7
    ],
    [
     751.8,
     1685.4
    ],
    [
     740.4,
     1659.7
    ],
    [
     664.0,
     1488.4
    ]
   ]
  },
  "arc-pro-b70|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    19.78,
    44.34
   ],
   "prefill_tps": [
    [
     550.8,
     1234.7
    ],
    [
     549.4,
     1231.6
    ],
    [
     541.0,
     1212.8
    ],
    [
     485.2,
     1087.7
    ]
   ]
  },
  "arc-pro-b70|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    54.5,
    77.3
   ],
   "prefill_tps": [
    [
     533.1,
     1195.0
    ],
    [
     531.7,
     1192.0
    ],
    [
     523.6,
     1173.8
    ],
    [
     469.6,
     1052.7
    ]
   ]
  },
  "arc-pro-b70|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    4.27,
    9.57
   ],
   "prefill_tps": [
    [
     66.9,
     150.0
    ],
    [
     66.8,
     149.7
    ],
    [
     65.7,
     147.4
    ],
    [
     59.0,
     132.2
    ]
   ]
  },
  "arc-pro-b70|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|llama-3.1-8b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    15.9,
    35.64
   ],
   "prefill_tps": [
    [
     260.6,
     584.3
    ],
    [
     260.0,
     582.8
    ],
    [
     256.0,
     573.9
    ],
    [
     229.6,
     514.7
    ]
   ]
  },
  "arc-pro-b70|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    9.16,
    20.53
   ],
   "prefill_tps": [
    [
     260.6,
     584.3
    ],
    [
     260.0,
     582.8
    ],
    [
     256.0,
     573.9
    ],
    [
     229.6,
     514.7
    ]
   ]
  },
  "arc-pro-b70|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    4.87,
    10.91
   ],
   "prefill_tps": [
    [
     260.6,
     584.3
    ],
    [
     260.0,
     582.8
    ],
    [
     256.0,
     573.9
    ],
    [
     229.6,
     514.7
    ]
   ]
  },
  "arc-pro-b70|deepseek-r1-14b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    8.7,
    19.5
   ],
   "prefill_tps": [
    [
     141.7,
     317.7
    ],
    [
     141.3,
     316.9
    ],
    [
     139.2,
     312.0
    ],
    [
     124.8,
     279.8
    ]
   ]
  },
  "arc-pro-b70|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    4.98,
    11.17
   ],
   "prefill_tps": [
    [
     141.7,
     317.7
    ],
    [
     141.3,
     316.9
    ],
    [
     139.2,
     312.0
    ],
    [
     124.8,
     279.8
    ]
   ]
  },
  "arc-pro-b70|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    2.65,
    5.93
   ],
   "prefill_tps": [
    [
     141.7,
     317.7
    ],
    [
     141.3,
     316.9
    ],
    [
     139.2,
     312.0
    ],
    [
     124.8,
     279.8
    ]
   ]
  },
  "arc-pro-b70|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "arc-pro-b70|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    4.9,
    11.97
   ],
   "prefill_tps": [
    [
     55.9,
     136.3
    ],
    [
     55.7,
     136.0
    ],
    [
     54.9,
     134.0
    ],
    [
     49.4,
     120.5
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    2.88,
    7.04
   ],
   "prefill_tps": [
    [
     55.9,
     136.3
    ],
    [
     55.7,
     136.0
    ],
    [
     54.9,
     134.0
    ],
    [
     49.4,
     120.5
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    1.53,
    3.74
   ],
   "prefill_tps": [
    [
     55.9,
     136.3
    ],
    [
     55.7,
     136.0
    ],
    [
     54.9,
     134.0
    ],
    [
     49.4,
     120.5
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    39.56,
    96.55
   ],
   "prefill_tps": [
    [
     431.0,
     1052.0
    ],
    [
     429.9,
     1049.4
    ],
    [
     423.6,
     1033.8
    ],
    [
     381.1,
     930.0
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    33.05,
    80.67
   ],
   "prefill_tps": [
    [
     408.3,
     996.6
    ],
    [
     407.3,
     994.1
    ],
    [
     401.3,
     979.4
    ],
    [
     361.0,
     881.1
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    20.86,
    50.91
   ],
   "prefill_tps": [
    [
     408.3,
     996.6
    ],
    [
     407.3,
     994.1
    ],
    [
     401.3,
     979.4
    ],
    [
     361.0,
     881.1
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    11.09,
    27.07
   ],
   "prefill_tps": [
    [
     408.3,
     996.6
    ],
    [
     407.3,
     994.1
    ],
    [
     401.3,
     979.4
    ],
    [
     361.0,
     881.1
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    44.66,
    109.01
   ],
   "prefill_tps": [
    [
     517.2,
     1262.3
    ],
    [
     515.9,
     1259.3
    ],
    [
     508.3,
     1240.6
    ],
    [
     457.3,
     1116.1
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    26.79,
    65.38
   ],
   "prefill_tps": [
    [
     517.2,
     1262.3
    ],
    [
     515.9,
     1259.3
    ],
    [
     508.3,
     1240.6
    ],
    [
     457.3,
     1116.1
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "mac-mini-m4-pro-64gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    4.5,
    10.99
   ],
   "prefill_tps": [
    [
     49.6,
     121.1
    ],
    [
     49.5,
     120.8
    ],
    [
     48.8,
     119.0
    ],
    [
     43.9,
     107.1
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    2.53,
    6.17
   ],
   "prefill_tps": [
    [
     49.6,
     121.1
    ],
    [
     49.5,
     120.8
    ],
    [
     48.8,
     119.0
    ],
    [
     43.9,
     107.1
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    1.34,
    3.28
   ],
   "prefill_tps": [
    [
     49.6,
     121.1
    ],
    [
     49.5,
     120.8
    ],
    [
     48.8,
     119.0
    ],
    [
     43.9,
     107.1
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    29.39,
    36.83
   ],
   "prefill_tps": [
    [
     223.6,
     545.6
    ],
    [
     223.0,
     544.3
    ],
    [
     219.7,
     536.2
    ],
    [
     197.6,
     482.4
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    9.66,
    23.57
   ],
   "prefill_tps": [
    [
     193.2,
     471.6
    ],
    [
     192.8,
     470.5
    ],
    [
     189.9,
     463.5
    ],
    [
     170.8,
     417.0
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    5.13,
    12.53
   ],
   "prefill_tps": [
    [
     193.2,
     471.6
    ],
    [
     192.8,
     470.5
    ],
    [
     189.9,
     463.5
    ],
    [
     170.8,
     417.0
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    16.09,
    20.16
   ],
   "prefill_tps": [
    [
     117.1,
     285.8
    ],
    [
     116.8,
     285.1
    ],
    [
     115.1,
     280.9
    ],
    [
     103.5,
     252.7
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    5.25,
    12.82
   ],
   "prefill_tps": [
    [
     105.1,
     256.4
    ],
    [
     104.8,
     255.8
    ],
    [
     103.2,
     252.0
    ],
    [
     92.9,
     226.7
    ]
   ]
  },
  "mac-mini-m4-pro-64gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    2.79,
    6.81
   ],
   "prefill_tps": [
    [
     105.1,
     256.4
    ],
    [
     104.8,
     255.8
    ],
    [
     103.2,
     252.0
    ],
    [
     92.9,
     226.7
    ]
   ]
  },
  "radeon-ai-pro-r9700|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    14.35,
    33.55
   ],
   "prefill_tps": [
    [
     264.9,
     619.2
    ],
    [
     264.7,
     618.6
    ],
    [
     262.9,
     614.4
    ],
    [
     250.7,
     585.9
    ]
   ]
  },
  "radeon-ai-pro-r9700|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    8.44,
    19.73
   ],
   "prefill_tps": [
    [
     264.9,
     619.2
    ],
    [
     264.7,
     618.6
    ],
    [
     262.9,
     614.4
    ],
    [
     250.7,
     585.9
    ]
   ]
  },
  "radeon-ai-pro-r9700|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|gpt-oss-20b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    140.77,
    177.71
   ],
   "prefill_tps": [
    [
     2508.5,
     5862.9
    ],
    [
     2505.7,
     5856.5
    ],
    [
     2489.0,
     5817.4
    ],
    [
     2373.6,
     5547.6
    ]
   ]
  },
  "radeon-ai-pro-r9700|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    96.74,
    226.11
   ],
   "prefill_tps": [
    [
     1936.9,
     4527.0
    ],
    [
     1934.8,
     4522.0
    ],
    [
     1921.8,
     4491.8
    ],
    [
     1832.7,
     4283.5
    ]
   ]
  },
  "radeon-ai-pro-r9700|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    61.05,
    142.69
   ],
   "prefill_tps": [
    [
     1936.9,
     4527.0
    ],
    [
     1934.8,
     4522.0
    ],
    [
     1921.8,
     4491.8
    ],
    [
     1832.7,
     4283.5
    ]
   ]
  },
  "radeon-ai-pro-r9700|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    127.4,
    166.06
   ],
   "prefill_tps": [
    [
     1572.2,
     3674.6
    ],
    [
     1570.5,
     3670.5
    ],
    [
     1560.0,
     3646.0
    ],
    [
     1487.6,
     3476.9
    ]
   ]
  },
  "radeon-ai-pro-r9700|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    13.18,
    30.8
   ],
   "prefill_tps": [
    [
     235.4,
     550.1
    ],
    [
     235.1,
     549.5
    ],
    [
     233.5,
     545.9
    ],
    [
     222.7,
     520.5
    ]
   ]
  },
  "radeon-ai-pro-r9700|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|llama-3.1-8b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    49.07,
    114.69
   ],
   "prefill_tps": [
    [
     916.6,
     2142.3
    ],
    [
     915.6,
     2139.9
    ],
    [
     909.5,
     2125.6
    ],
    [
     867.3,
     2027.0
    ]
   ]
  },
  "radeon-ai-pro-r9700|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    28.27,
    66.07
   ],
   "prefill_tps": [
    [
     916.6,
     2142.3
    ],
    [
     915.6,
     2139.9
    ],
    [
     909.5,
     2125.6
    ],
    [
     867.3,
     2027.0
    ]
   ]
  },
  "radeon-ai-pro-r9700|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    15.02,
    35.11
   ],
   "prefill_tps": [
    [
     916.6,
     2142.3
    ],
    [
     915.6,
     2139.9
    ],
    [
     909.5,
     2125.6
    ],
    [
     867.3,
     2027.0
    ]
   ]
  },
  "radeon-ai-pro-r9700|deepseek-r1-14b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    26.86,
    62.77
   ],
   "prefill_tps": [
    [
     498.3,
     1164.7
    ],
    [
     497.8,
     1163.4
    ],
    [
     494.4,
     1155.6
    ],
    [
     471.5,
     1102.0
    ]
   ]
  },
  "radeon-ai-pro-r9700|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    15.38,
    35.94
   ],
   "prefill_tps": [
    [
     498.3,
     1164.7
    ],
    [
     497.8,
     1163.4
    ],
    [
     494.4,
     1155.6
    ],
    [
     471.5,
     1102.0
    ]
   ]
  },
  "radeon-ai-pro-r9700|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    8.17,
    19.1
   ],
   "prefill_tps": [
    [
     498.3,
     1164.7
    ],
    [
     497.8,
     1163.4
    ],
    [
     494.4,
     1155.6
    ],
    [
     471.5,
     1102.0
    ]
   ]
  },
  "radeon-ai-pro-r9700|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "radeon-ai-pro-r9700|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3.6-27b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    67.51,
    303.93
   ],
   "prefill_tps": [
    [
     4714.9,
     21225.8
    ],
    [
     4700.9,
     21162.8
    ],
    [
     4616.6,
     20783.3
    ],
    [
     4061.0,
     18282.3
    ]
   ]
  },
  "rtx-5080|gemma-4-26b-a4b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|ornith-1.5-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|gemma-4-31b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    26.11,
    46.72
   ],
   "prefill_tps": [
    [
     1905.6,
     8578.6
    ],
    [
     1899.9,
     8553.2
    ],
    [
     1865.8,
     8399.8
    ],
    [
     1641.3,
     7389.0
    ]
   ]
  },
  "rtx-5080|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    16.48,
    74.2
   ],
   "prefill_tps": [
    [
     2113.8,
     9515.9
    ],
    [
     2107.5,
     9487.7
    ],
    [
     2069.7,
     9317.5
    ],
    [
     1820.6,
     8196.3
    ]
   ]
  },
  "rtx-5080|llama-3.1-8b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    18.5,
    32.03
   ],
   "prefill_tps": [
    [
     1014.6,
     4567.7
    ],
    [
     1011.6,
     4554.1
    ],
    [
     993.5,
     4472.4
    ],
    [
     873.9,
     3934.2
    ]
   ]
  },
  "rtx-5080|deepseek-r1-14b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|ornith-1.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|muse-glimmer-30b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3-30b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-5080|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    5.51,
    13.46
   ],
   "prefill_tps": [
    [
     115.0,
     280.7
    ],
    [
     114.7,
     280.0
    ],
    [
     113.0,
     275.8
    ],
    [
     101.7,
     248.1
    ]
   ]
  },
  "m5-pro-48gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    3.24,
    7.92
   ],
   "prefill_tps": [
    [
     115.0,
     280.7
    ],
    [
     114.7,
     280.0
    ],
    [
     113.0,
     275.8
    ],
    [
     101.7,
     248.1
    ]
   ]
  },
  "m5-pro-48gb|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|gpt-oss-20b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    72.56,
    90.94
   ],
   "prefill_tps": [
    [
     1196.1,
     2919.4
    ],
    [
     1193.2,
     2912.2
    ],
    [
     1175.5,
     2869.1
    ],
    [
     1057.5,
     2581.0
    ]
   ]
  },
  "m5-pro-48gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    68.38,
    85.7
   ],
   "prefill_tps": [
    [
     833.4,
     2034.0
    ],
    [
     831.3,
     2029.0
    ],
    [
     819.0,
     1999.0
    ],
    [
     736.8,
     1798.3
    ]
   ]
  },
  "m5-pro-48gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    23.45,
    57.25
   ],
   "prefill_tps": [
    [
     840.7,
     2051.8
    ],
    [
     838.6,
     2046.8
    ],
    [
     826.2,
     2016.4
    ],
    [
     743.2,
     1814.0
    ]
   ]
  },
  "m5-pro-48gb|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    50.22,
    122.58
   ],
   "prefill_tps": [
    [
     1064.8,
     2598.9
    ],
    [
     1062.2,
     2592.6
    ],
    [
     1046.5,
     2554.2
    ],
    [
     941.4,
     2297.8
    ]
   ]
  },
  "m5-pro-48gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    30.12,
    73.52
   ],
   "prefill_tps": [
    [
     1064.8,
     2598.9
    ],
    [
     1062.2,
     2592.6
    ],
    [
     1046.5,
     2554.2
    ],
    [
     941.4,
     2297.8
    ]
   ]
  },
  "m5-pro-48gb|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    5.06,
    12.36
   ],
   "prefill_tps": [
    [
     102.2,
     249.3
    ],
    [
     101.9,
     248.7
    ],
    [
     100.4,
     245.0
    ],
    [
     90.3,
     220.4
    ]
   ]
  },
  "m5-pro-48gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    2.84,
    6.94
   ],
   "prefill_tps": [
    [
     102.2,
     249.3
    ],
    [
     101.9,
     248.7
    ],
    [
     100.4,
     245.0
    ],
    [
     90.3,
     220.4
    ]
   ]
  },
  "m5-pro-48gb|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|llama-3.1-8b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    18.85,
    46.01
   ],
   "prefill_tps": [
    [
     397.8,
     971.0
    ],
    [
     396.8,
     968.6
    ],
    [
     391.0,
     954.2
    ],
    [
     351.7,
     858.4
    ]
   ]
  },
  "m5-pro-48gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    10.86,
    26.51
   ],
   "prefill_tps": [
    [
     397.8,
     971.0
    ],
    [
     396.8,
     968.6
    ],
    [
     391.0,
     954.2
    ],
    [
     351.7,
     858.4
    ]
   ]
  },
  "m5-pro-48gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    5.77,
    14.09
   ],
   "prefill_tps": [
    [
     397.8,
     971.0
    ],
    [
     396.8,
     968.6
    ],
    [
     391.0,
     954.2
    ],
    [
     351.7,
     858.4
    ]
   ]
  },
  "m5-pro-48gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    21.05,
    26.38
   ],
   "prefill_tps": [
    [
     137.2,
     334.8
    ],
    [
     136.8,
     334.0
    ],
    [
     134.8,
     329.0
    ],
    [
     121.3,
     296.0
    ]
   ]
  },
  "m5-pro-48gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    5.91,
    14.42
   ],
   "prefill_tps": [
    [
     216.3,
     527.9
    ],
    [
     215.8,
     526.6
    ],
    [
     212.6,
     518.8
    ],
    [
     191.2,
     466.7
    ]
   ]
  },
  "m5-pro-48gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    3.14,
    7.66
   ],
   "prefill_tps": [
    [
     216.3,
     527.9
    ],
    [
     215.8,
     526.6
    ],
    [
     212.6,
     518.8
    ],
    [
     191.2,
     466.7
    ]
   ]
  },
  "m5-pro-48gb|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m5-pro-48gb|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    17.81,
    41.64
   ],
   "prefill_tps": [
    [
     142.6,
     333.2
    ],
    [
     142.4,
     332.9
    ],
    [
     141.5,
     330.6
    ],
    [
     134.9,
     315.3
    ]
   ]
  },
  "rx-7900-xt|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|gpt-oss-20b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    95.09,
    152.3
   ],
   "prefill_tps": [
    [
     2916.7,
     6817.1
    ],
    [
     2913.5,
     6809.6
    ],
    [
     2894.1,
     6764.1
    ],
    [
     2759.9,
     6450.4
    ]
   ]
  },
  "rx-7900-xt|gemma-4-26b-a4b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    54.9,
    77.77
   ],
   "prefill_tps": [
    [
     1886.2,
     4408.5
    ],
    [
     1884.1,
     4403.6
    ],
    [
     1871.5,
     4374.2
    ],
    [
     1784.8,
     4171.4
    ]
   ]
  },
  "rx-7900-xt|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|ornith-1.5-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    16.36,
    38.23
   ],
   "prefill_tps": [
    [
     126.7,
     296.0
    ],
    [
     126.5,
     295.7
    ],
    [
     125.7,
     293.7
    ],
    [
     119.9,
     280.1
    ]
   ]
  },
  "rx-7900-xt|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|llama-3.1-8b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    60.9,
    142.34
   ],
   "prefill_tps": [
    [
     493.2,
     1152.8
    ],
    [
     492.7,
     1151.6
    ],
    [
     489.4,
     1143.9
    ],
    [
     466.7,
     1090.8
    ]
   ]
  },
  "rx-7900-xt|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    35.09,
    82.0
   ],
   "prefill_tps": [
    [
     493.2,
     1152.8
    ],
    [
     492.7,
     1151.6
    ],
    [
     489.4,
     1143.9
    ],
    [
     466.7,
     1090.8
    ]
   ]
  },
  "rx-7900-xt|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    18.65,
    43.58
   ],
   "prefill_tps": [
    [
     493.2,
     1152.8
    ],
    [
     492.7,
     1151.6
    ],
    [
     489.4,
     1143.9
    ],
    [
     466.7,
     1090.8
    ]
   ]
  },
  "rx-7900-xt|deepseek-r1-14b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    33.33,
    77.9
   ],
   "prefill_tps": [
    [
     268.2,
     626.8
    ],
    [
     267.9,
     626.1
    ],
    [
     266.1,
     621.9
    ],
    [
     253.7,
     593.1
    ]
   ]
  },
  "rx-7900-xt|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    19.08,
    44.61
   ],
   "prefill_tps": [
    [
     268.2,
     626.8
    ],
    [
     267.9,
     626.1
    ],
    [
     266.1,
     621.9
    ],
    [
     253.7,
     593.1
    ]
   ]
  },
  "rx-7900-xt|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|ornith-1.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|muse-glimmer-30b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rx-7900-xt|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3.6-27b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    47.26,
    212.75
   ],
   "prefill_tps": [
    [
     3693.2,
     16626.2
    ],
    [
     3682.2,
     16576.9
    ],
    [
     3616.2,
     16279.6
    ],
    [
     3181.0,
     14320.6
    ]
   ]
  },
  "rtx-4070-ti-super|gemma-4-26b-a4b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|ornith-1.5-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|gemma-4-31b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    41.0,
    70.97
   ],
   "prefill_tps": [
    [
     1677.5,
     7551.8
    ],
    [
     1672.5,
     7529.4
    ],
    [
     1642.5,
     7394.4
    ],
    [
     1444.9,
     6504.5
    ]
   ]
  },
  "rtx-4070-ti-super|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    11.54,
    51.94
   ],
   "prefill_tps": [
    [
     1655.7,
     7453.8
    ],
    [
     1650.8,
     7431.7
    ],
    [
     1621.2,
     7298.5
    ],
    [
     1426.1,
     6420.2
    ]
   ]
  },
  "rtx-4070-ti-super|llama-3.1-8b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    27.99,
    48.44
   ],
   "prefill_tps": [
    [
     1011.3,
     4552.7
    ],
    [
     1008.3,
     4539.2
    ],
    [
     990.2,
     4457.8
    ],
    [
     871.1,
     3921.4
    ]
   ]
  },
  "rtx-4070-ti-super|deepseek-r1-14b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|ornith-1.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|muse-glimmer-30b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3-30b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070-ti-super|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    4.9,
    11.97
   ],
   "prefill_tps": [
    [
     55.9,
     136.3
    ],
    [
     55.7,
     136.0
    ],
    [
     54.9,
     134.0
    ],
    [
     49.4,
     120.5
    ]
   ]
  },
  "m4-pro-24gb|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    39.56,
    96.55
   ],
   "prefill_tps": [
    [
     431.0,
     1052.0
    ],
    [
     429.9,
     1049.4
    ],
    [
     423.6,
     1033.8
    ],
    [
     381.1,
     930.0
    ]
   ]
  },
  "m4-pro-24gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    33.05,
    80.67
   ],
   "prefill_tps": [
    [
     408.3,
     996.6
    ],
    [
     407.3,
     994.1
    ],
    [
     401.3,
     979.4
    ],
    [
     361.0,
     881.1
    ]
   ]
  },
  "m4-pro-24gb|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    44.66,
    109.01
   ],
   "prefill_tps": [
    [
     517.2,
     1262.3
    ],
    [
     515.9,
     1259.3
    ],
    [
     508.3,
     1240.6
    ],
    [
     457.3,
     1116.1
    ]
   ]
  },
  "m4-pro-24gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    4.5,
    10.99
   ],
   "prefill_tps": [
    [
     49.6,
     121.1
    ],
    [
     49.5,
     120.8
    ],
    [
     48.8,
     119.0
    ],
    [
     43.9,
     107.1
    ]
   ]
  },
  "m4-pro-24gb|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    29.06,
    36.42
   ],
   "prefill_tps": [
    [
     230.1,
     561.6
    ],
    [
     229.5,
     560.2
    ],
    [
     226.1,
     551.9
    ],
    [
     203.4,
     496.5
    ]
   ]
  },
  "m4-pro-24gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    9.66,
    23.57
   ],
   "prefill_tps": [
    [
     193.2,
     471.6
    ],
    [
     192.8,
     470.5
    ],
    [
     189.9,
     463.5
    ],
    [
     170.8,
     417.0
    ]
   ]
  },
  "m4-pro-24gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    5.13,
    12.53
   ],
   "prefill_tps": [
    [
     193.2,
     471.6
    ],
    [
     192.8,
     470.5
    ],
    [
     189.9,
     463.5
    ],
    [
     170.8,
     417.0
    ]
   ]
  },
  "m4-pro-24gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    16.06,
    20.13
   ],
   "prefill_tps": [
    [
     121.8,
     297.3
    ],
    [
     121.5,
     296.6
    ],
    [
     119.7,
     292.2
    ],
    [
     107.7,
     262.9
    ]
   ]
  },
  "m4-pro-24gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    5.25,
    12.82
   ],
   "prefill_tps": [
    [
     105.1,
     256.4
    ],
    [
     104.8,
     255.8
    ],
    [
     103.2,
     252.0
    ],
    [
     92.9,
     226.7
    ]
   ]
  },
  "m4-pro-24gb|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m4-pro-24gb|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3.6-27b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|gpt-oss-20b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|gemma-4-26b-a4b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|ornith-1.5-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|gemma-4-31b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    45.34,
    81.57
   ],
   "prefill_tps": [
    [
     1514.9,
     6819.7
    ],
    [
     1510.4,
     6799.5
    ],
    [
     1483.3,
     6677.6
    ],
    [
     1304.8,
     5874.0
    ]
   ]
  },
  "rtx-4070|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    8.65,
    38.96
   ],
   "prefill_tps": [
    [
     1094.4,
     4927.0
    ],
    [
     1091.2,
     4912.4
    ],
    [
     1071.6,
     4824.3
    ],
    [
     942.7,
     4243.7
    ]
   ]
  },
  "rtx-4070|llama-3.1-8b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    24.88,
    49.84
   ],
   "prefill_tps": [
    [
     801.5,
     3608.1
    ],
    [
     799.1,
     3597.4
    ],
    [
     784.8,
     3532.9
    ],
    [
     690.3,
     3107.8
    ]
   ]
  },
  "rtx-4070|deepseek-r1-14b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|ornith-1.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|muse-glimmer-30b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3-30b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "rtx-4070|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    7.18,
    17.54
   ],
   "prefill_tps": [
    [
     92.0,
     224.5
    ],
    [
     91.8,
     224.0
    ],
    [
     90.4,
     220.7
    ],
    [
     81.3,
     198.5
    ]
   ]
  },
  "m3-max-48gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    4.23,
    10.31
   ],
   "prefill_tps": [
    [
     92.0,
     224.5
    ],
    [
     91.8,
     224.0
    ],
    [
     90.4,
     220.7
    ],
    [
     81.3,
     198.5
    ]
   ]
  },
  "m3-max-48gb|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|gpt-oss-20b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    64.26,
    98.01
   ],
   "prefill_tps": [
    [
     862.3,
     2104.6
    ],
    [
     860.2,
     2099.5
    ],
    [
     847.4,
     2068.4
    ],
    [
     762.4,
     1860.7
    ]
   ]
  },
  "m3-max-48gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    29,
    71.54
   ],
   "prefill_tps": [
    [
     672.5,
     1641.4
    ],
    [
     670.9,
     1637.4
    ],
    [
     660.9,
     1613.2
    ],
    [
     594.6,
     1451.2
    ]
   ]
  },
  "m3-max-48gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    30.56,
    74.59
   ],
   "prefill_tps": [
    [
     672.5,
     1641.4
    ],
    [
     670.9,
     1637.4
    ],
    [
     660.9,
     1613.2
    ],
    [
     594.6,
     1451.2
    ]
   ]
  },
  "m3-max-48gb|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    50,
    163
   ],
   "prefill_tps": [
    [
     851.9,
     2079.2
    ],
    [
     849.8,
     2074.1
    ],
    [
     837.2,
     2043.3
    ],
    [
     753.1,
     1838.2
    ]
   ]
  },
  "m3-max-48gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    39.25,
    95.79
   ],
   "prefill_tps": [
    [
     851.9,
     2079.2
    ],
    [
     849.8,
     2074.1
    ],
    [
     837.2,
     2043.3
    ],
    [
     753.1,
     1838.2
    ]
   ]
  },
  "m3-max-48gb|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    6.6,
    16.1
   ],
   "prefill_tps": [
    [
     81.7,
     199.5
    ],
    [
     81.5,
     199.0
    ],
    [
     80.3,
     196.0
    ],
    [
     72.3,
     176.4
    ]
   ]
  },
  "m3-max-48gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    3.7,
    9.04
   ],
   "prefill_tps": [
    [
     81.7,
     199.5
    ],
    [
     81.5,
     199.0
    ],
    [
     80.3,
     196.0
    ],
    [
     72.3,
     176.4
    ]
   ]
  },
  "m3-max-48gb|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|llama-3.1-8b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    24.56,
    59.95
   ],
   "prefill_tps": [
    [
     318.3,
     776.8
    ],
    [
     317.5,
     774.9
    ],
    [
     312.8,
     763.4
    ],
    [
     281.4,
     686.8
    ]
   ]
  },
  "m3-max-48gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    14.15,
    34.54
   ],
   "prefill_tps": [
    [
     318.3,
     776.8
    ],
    [
     317.5,
     774.9
    ],
    [
     312.8,
     763.4
    ],
    [
     281.4,
     686.8
    ]
   ]
  },
  "m3-max-48gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    7.52,
    18.35
   ],
   "prefill_tps": [
    [
     318.3,
     776.8
    ],
    [
     317.5,
     774.9
    ],
    [
     312.8,
     763.4
    ],
    [
     281.4,
     686.8
    ]
   ]
  },
  "m3-max-48gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    21.12,
    26.46
   ],
   "prefill_tps": [
    [
     183.6,
     448.2
    ],
    [
     183.2,
     447.1
    ],
    [
     180.5,
     440.5
    ],
    [
     162.3,
     396.2
    ]
   ]
  },
  "m3-max-48gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    7.7,
    18.79
   ],
   "prefill_tps": [
    [
     173.0,
     422.3
    ],
    [
     172.6,
     421.3
    ],
    [
     170.0,
     415.0
    ],
    [
     153.0,
     373.4
    ]
   ]
  },
  "m3-max-48gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    4.09,
    9.98
   ],
   "prefill_tps": [
    [
     173.0,
     422.3
    ],
    [
     172.6,
     421.3
    ],
    [
     170.0,
     415.0
    ],
    [
     153.0,
     373.4
    ]
   ]
  },
  "m3-max-48gb|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m3-max-48gb|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    2.8,
    4.46
   ],
   "prefill_tps": [
    [
     51.2,
     81.6
    ],
    [
     51.0,
     81.3
    ],
    [
     50.1,
     79.7
    ],
    [
     43.6,
     69.5
    ]
   ]
  },
  "cpu-ryzen-9950x|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    1.65,
    2.62
   ],
   "prefill_tps": [
    [
     51.2,
     81.6
    ],
    [
     51.0,
     81.3
    ],
    [
     50.1,
     79.7
    ],
    [
     43.6,
     69.5
    ]
   ]
  },
  "cpu-ryzen-9950x|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    0.87,
    1.39
   ],
   "prefill_tps": [
    [
     51.2,
     81.6
    ],
    [
     51.0,
     81.3
    ],
    [
     50.1,
     79.7
    ],
    [
     43.6,
     69.5
    ]
   ]
  },
  "cpu-ryzen-9950x|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    9.02,
    12.44
   ],
   "prefill_tps": [
    [
     79.0,
     125.9
    ],
    [
     78.8,
     125.5
    ],
    [
     77.3,
     123.1
    ],
    [
     67.3,
     107.2
    ]
   ]
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    22.57,
    35.95
   ],
   "prefill_tps": [
    [
     395.2,
     629.3
    ],
    [
     393.9,
     627.3
    ],
    [
     386.3,
     615.3
    ],
    [
     336.7,
     536.2
    ]
   ]
  },
  "cpu-ryzen-9950x|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    18.86,
    30.03
   ],
   "prefill_tps": [
    [
     374.4,
     596.2
    ],
    [
     373.2,
     594.3
    ],
    [
     366.0,
     582.9
    ],
    [
     318.9,
     507.9
    ]
   ]
  },
  "cpu-ryzen-9950x|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    11.9,
    18.95
   ],
   "prefill_tps": [
    [
     374.4,
     596.2
    ],
    [
     373.2,
     594.3
    ],
    [
     366.0,
     582.9
    ],
    [
     318.9,
     507.9
    ]
   ]
  },
  "cpu-ryzen-9950x|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    6.33,
    10.08
   ],
   "prefill_tps": [
    [
     374.4,
     596.2
    ],
    [
     373.2,
     594.3
    ],
    [
     366.0,
     582.9
    ],
    [
     318.9,
     507.9
    ]
   ]
  },
  "cpu-ryzen-9950x|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    25.48,
    40.58
   ],
   "prefill_tps": [
    [
     474.2,
     755.2
    ],
    [
     472.7,
     752.8
    ],
    [
     463.6,
     738.3
    ],
    [
     404.0,
     643.4
    ]
   ]
  },
  "cpu-ryzen-9950x|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    15.28,
    24.34
   ],
   "prefill_tps": [
    [
     474.2,
     755.2
    ],
    [
     472.7,
     752.8
    ],
    [
     463.6,
     738.3
    ],
    [
     404.0,
     643.4
    ]
   ]
  },
  "cpu-ryzen-9950x|qwen3.6-35b-a3b|fp16": {
   "tier": "derived",
   "gen_tps": [
    8.13,
    12.94
   ],
   "prefill_tps": [
    [
     474.2,
     755.2
    ],
    [
     472.7,
     752.8
    ],
    [
     463.6,
     738.3
    ],
    [
     404.0,
     643.4
    ]
   ]
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    13.34,
    17.23
   ],
   "prefill_tps": [
    [
     109.4,
     174.3
    ],
    [
     109.1,
     173.7
    ],
    [
     107.0,
     170.4
    ],
    [
     93.2,
     148.5
    ]
   ]
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    12.67,
    17.23
   ],
   "prefill_tps": [
    [
     109.4,
     174.3
    ],
    [
     109.1,
     173.7
    ],
    [
     107.0,
     170.4
    ],
    [
     93.2,
     148.5
    ]
   ]
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    12.12,
    17.23
   ],
   "prefill_tps": [
    [
     109.4,
     174.3
    ],
    [
     109.1,
     173.7
    ],
    [
     107.0,
     170.4
    ],
    [
     93.2,
     148.5
    ]
   ]
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-iq2_m": {
   "tier": "derived",
   "gen_tps": [
    12.11,
    17.23
   ],
   "prefill_tps": [
    [
     109.4,
     174.3
    ],
    [
     109.1,
     173.7
    ],
    [
     107.0,
     170.4
    ],
    [
     93.2,
     148.5
    ]
   ]
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "cpu-ryzen-9950x|gpt-oss-120b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    17.01,
    27.08
   ],
   "prefill_tps": [
    [
     278.9,
     444.2
    ],
    [
     278.1,
     442.8
    ],
    [
     272.7,
     434.3
    ],
    [
     237.6,
     378.5
    ]
   ]
  },
  "cpu-ryzen-9950x|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    2.57,
    4.09
   ],
   "prefill_tps": [
    [
     45.5,
     72.5
    ],
    [
     45.3,
     72.2
    ],
    [
     44.5,
     70.8
    ],
    [
     38.8,
     61.7
    ]
   ]
  },
  "cpu-ryzen-9950x|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    1.44,
    2.3
   ],
   "prefill_tps": [
    [
     45.5,
     72.5
    ],
    [
     45.3,
     72.2
    ],
    [
     44.5,
     70.8
    ],
    [
     38.8,
     61.7
    ]
   ]
  },
  "cpu-ryzen-9950x|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    0.77,
    1.22
   ],
   "prefill_tps": [
    [
     45.5,
     72.5
    ],
    [
     45.3,
     72.2
    ],
    [
     44.5,
     70.8
    ],
    [
     38.8,
     61.7
    ]
   ]
  },
  "cpu-ryzen-9950x|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    5.13,
    15.03
   ],
   "prefill_tps": [
    [
     180.9,
     288.1
    ],
    [
     180.3,
     287.2
    ],
    [
     176.8,
     281.6
    ],
    [
     154.1,
     245.4
    ]
   ]
  },
  "cpu-ryzen-9950x|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    5.51,
    8.78
   ],
   "prefill_tps": [
    [
     177.2,
     282.1
    ],
    [
     176.6,
     281.2
    ],
    [
     173.2,
     275.8
    ],
    [
     150.9,
     240.4
    ]
   ]
  },
  "cpu-ryzen-9950x|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    2.93,
    4.66
   ],
   "prefill_tps": [
    [
     177.2,
     282.1
    ],
    [
     176.6,
     281.2
    ],
    [
     173.2,
     275.8
    ],
    [
     150.9,
     240.4
    ]
   ]
  },
  "cpu-ryzen-9950x|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    5.79,
    7.48
   ],
   "prefill_tps": [
    [
     94.7,
     150.8
    ],
    [
     94.4,
     150.4
    ],
    [
     92.6,
     147.5
    ],
    [
     80.7,
     128.5
    ]
   ]
  },
  "cpu-ryzen-9950x|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    3.0,
    4.77
   ],
   "prefill_tps": [
    [
     96.3,
     153.4
    ],
    [
     96.0,
     152.9
    ],
    [
     94.2,
     150.0
    ],
    [
     82.1,
     130.7
    ]
   ]
  },
  "cpu-ryzen-9950x|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    1.59,
    2.54
   ],
   "prefill_tps": [
    [
     96.3,
     153.4
    ],
    [
     96.0,
     152.9
    ],
    [
     94.2,
     150.0
    ],
    [
     82.1,
     130.7
    ]
   ]
  },
  "m2-pro-16gb|qwen3.6-27b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|qwen3.6-27b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|qwen3.6-27b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    28.98,
    70.74
   ],
   "prefill_tps": [
    [
     329.6,
     804.4
    ],
    [
     328.8,
     802.5
    ],
    [
     323.9,
     790.6
    ],
    [
     291.4,
     711.2
    ]
   ]
  },
  "m2-pro-16gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|gemma-4-26b-a4b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|gemma-4-26b-a4b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|qwen3.6-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|ornith-1.5-35b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|ornith-1.5-35b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|ornith-1.5-35b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|gpt-oss-120b|mxfp4": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|gemma-4-31b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|gemma-4-31b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|gemma-4-31b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    21.73,
    27.24
   ],
   "prefill_tps": [
    [
     143.7,
     350.7
    ],
    [
     143.4,
     349.9
    ],
    [
     141.2,
     344.7
    ],
    [
     127.1,
     310.1
    ]
   ]
  },
  "m2-pro-16gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    7.08,
    17.27
   ],
   "prefill_tps": [
    [
     147.8,
     360.6
    ],
    [
     147.4,
     359.8
    ],
    [
     145.2,
     354.4
    ],
    [
     130.6,
     318.8
    ]
   ]
  },
  "m2-pro-16gb|llama-3.1-8b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|qwen3.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    11.92,
    14.93
   ],
   "prefill_tps": [
    [
     75.8,
     184.9
    ],
    [
     75.6,
     184.4
    ],
    [
     74.4,
     181.7
    ],
    [
     67.0,
     163.5
    ]
   ]
  },
  "m2-pro-16gb|deepseek-r1-14b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|deepseek-r1-14b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|ornith-1.5-9b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|muse-glimmer-30b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|muse-glimmer-30b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|muse-glimmer-30b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|qwen3-30b-a3b|q4_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|qwen3-30b-a3b|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "m2-pro-16gb|qwen3-30b-a3b|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    29.2,
    131.47
   ],
   "prefill_tps": [
    [
     5366.6,
     24159.7
    ],
    [
     5350.7,
     24088.0
    ],
    [
     5254.7,
     23656.1
    ],
    [
     4622.4,
     20809.4
    ]
   ]
  },
  "h100-80gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    17.17,
    77.32
   ],
   "prefill_tps": [
    [
     5366.6,
     24159.7
    ],
    [
     5350.7,
     24088.0
    ],
    [
     5254.7,
     23656.1
    ],
    [
     4622.4,
     20809.4
    ]
   ]
  },
  "h100-80gb|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    9.13,
    41.09
   ],
   "prefill_tps": [
    [
     5366.6,
     24159.7
    ],
    [
     5350.7,
     24088.0
    ],
    [
     5254.7,
     23656.1
    ],
    [
     4622.4,
     20809.4
    ]
   ]
  },
  "h100-80gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    235.59,
    1060.59
   ],
   "prefill_tps": [
    [
     41412.3,
     186432.4
    ],
    [
     41289.4,
     185879.1
    ],
    [
     40549.0,
     182546.1
    ],
    [
     35669.4,
     160578.8
    ]
   ]
  },
  "h100-80gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    196.83,
    886.09
   ],
   "prefill_tps": [
    [
     39232.7,
     176620.1
    ],
    [
     39116.3,
     176096.0
    ],
    [
     38414.9,
     172938.4
    ],
    [
     33792.1,
     152127.3
    ]
   ]
  },
  "h100-80gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    124.21,
    559.16
   ],
   "prefill_tps": [
    [
     39232.7,
     176620.1
    ],
    [
     39116.3,
     176096.0
    ],
    [
     38414.9,
     172938.4
    ],
    [
     33792.1,
     152127.3
    ]
   ]
  },
  "h100-80gb|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    66.05,
    297.35
   ],
   "prefill_tps": [
    [
     39232.7,
     176620.1
    ],
    [
     39116.3,
     176096.0
    ],
    [
     38414.9,
     172938.4
    ],
    [
     33792.1,
     152127.3
    ]
   ]
  },
  "h100-80gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    265.98,
    1197.39
   ],
   "prefill_tps": [
    [
     49694.7,
     223718.8
    ],
    [
     49547.3,
     223055.0
    ],
    [
     48658.8,
     219055.3
    ],
    [
     42803.3,
     192694.6
    ]
   ]
  },
  "h100-80gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    159.51,
    718.11
   ],
   "prefill_tps": [
    [
     49694.7,
     223718.8
    ],
    [
     49547.3,
     223055.0
    ],
    [
     48658.8,
     219055.3
    ],
    [
     42803.3,
     192694.6
    ]
   ]
  },
  "h100-80gb|qwen3.6-35b-a3b|fp16": {
   "tier": "derived",
   "gen_tps": [
    84.84,
    381.93
   ],
   "prefill_tps": [
    [
     49694.7,
     223718.8
    ],
    [
     49547.3,
     223055.0
    ],
    [
     48658.8,
     219055.3
    ],
    [
     42803.3,
     192694.6
    ]
   ]
  },
  "h100-80gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h100-80gb|gpt-oss-120b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    177.51,
    799.11
   ],
   "prefill_tps": [
    [
     29232.2,
     131599.3
    ],
    [
     29145.5,
     131208.8
    ],
    [
     28622.8,
     128856.0
    ],
    [
     25178.4,
     113349.8
    ]
   ]
  },
  "h100-80gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    26.81,
    120.7
   ],
   "prefill_tps": [
    [
     4767.6,
     21463.3
    ],
    [
     4753.5,
     21399.6
    ],
    [
     4668.3,
     21015.9
    ],
    [
     4106.5,
     18486.9
    ]
   ]
  },
  "h100-80gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    15.05,
    67.75
   ],
   "prefill_tps": [
    [
     4767.6,
     21463.3
    ],
    [
     4753.5,
     21399.6
    ],
    [
     4668.3,
     21015.9
    ],
    [
     4106.5,
     18486.9
    ]
   ]
  },
  "h100-80gb|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    8.0,
    36.01
   ],
   "prefill_tps": [
    [
     4767.6,
     21463.3
    ],
    [
     4753.5,
     21399.6
    ],
    [
     4668.3,
     21015.9
    ],
    [
     4106.5,
     18486.9
    ]
   ]
  },
  "h100-80gb|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    91.19,
    157.84
   ],
   "prefill_tps": [
    [
     2450.6,
     11032.3
    ],
    [
     2443.3,
     10999.5
    ],
    [
     2399.5,
     10802.3
    ],
    [
     2110.8,
     9502.4
    ]
   ]
  },
  "h100-80gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    57.52,
    258.93
   ],
   "prefill_tps": [
    [
     18565.9,
     83581.1
    ],
    [
     18510.8,
     83333.1
    ],
    [
     18178.9,
     81838.8
    ],
    [
     15991.3,
     71990.5
    ]
   ]
  },
  "h100-80gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    30.57,
    137.6
   ],
   "prefill_tps": [
    [
     18565.9,
     83581.1
    ],
    [
     18510.8,
     83333.1
    ],
    [
     18178.9,
     81838.8
    ],
    [
     15991.3,
     71990.5
    ]
   ]
  },
  "h100-80gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    54.85,
    94.95
   ],
   "prefill_tps": [
    [
     1400.6,
     6305.5
    ],
    [
     1396.5,
     6286.7
    ],
    [
     1371.4,
     6174.0
    ],
    [
     1206.4,
     5431.0
    ]
   ]
  },
  "h100-80gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    31.29,
    140.84
   ],
   "prefill_tps": [
    [
     10093.7,
     45440.5
    ],
    [
     10063.8,
     45305.7
    ],
    [
     9883.3,
     44493.3
    ],
    [
     8694.0,
     39139.1
    ]
   ]
  },
  "h100-80gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    16.62,
    74.83
   ],
   "prefill_tps": [
    [
     10093.7,
     45440.5
    ],
    [
     10063.8,
     45305.7
    ],
    [
     9883.3,
     44493.3
    ],
    [
     8694.0,
     39139.1
    ]
   ]
  },
  "a100-80gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    17.77,
    80.02
   ],
   "prefill_tps": [
    [
     1693.0,
     7621.7
    ],
    [
     1688.0,
     7599.0
    ],
    [
     1657.7,
     7462.8
    ],
    [
     1458.2,
     6564.7
    ]
   ]
  },
  "a100-80gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    10.45,
    47.06
   ],
   "prefill_tps": [
    [
     1693.0,
     7621.7
    ],
    [
     1688.0,
     7599.0
    ],
    [
     1657.7,
     7462.8
    ],
    [
     1458.2,
     6564.7
    ]
   ]
  },
  "a100-80gb|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    5.56,
    25.01
   ],
   "prefill_tps": [
    [
     1693.0,
     7621.7
    ],
    [
     1688.0,
     7599.0
    ],
    [
     1657.7,
     7462.8
    ],
    [
     1458.2,
     6564.7
    ]
   ]
  },
  "a100-80gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|gpt-oss-20b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    143.39,
    645.54
   ],
   "prefill_tps": [
    [
     13064.3,
     58813.8
    ],
    [
     13025.6,
     58639.3
    ],
    [
     12792.0,
     57587.8
    ],
    [
     11252.6,
     50657.8
    ]
   ]
  },
  "a100-80gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    119.8,
    539.32
   ],
   "prefill_tps": [
    [
     12376.7,
     55718.4
    ],
    [
     12340.0,
     55553.0
    ],
    [
     12118.7,
     54556.9
    ],
    [
     10660.4,
     47991.6
    ]
   ]
  },
  "a100-80gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    75.6,
    340.34
   ],
   "prefill_tps": [
    [
     12376.7,
     55718.4
    ],
    [
     12340.0,
     55553.0
    ],
    [
     12118.7,
     54556.9
    ],
    [
     10660.4,
     47991.6
    ]
   ]
  },
  "a100-80gb|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    40.2,
    180.98
   ],
   "prefill_tps": [
    [
     12376.7,
     55718.4
    ],
    [
     12340.0,
     55553.0
    ],
    [
     12118.7,
     54556.9
    ],
    [
     10660.4,
     47991.6
    ]
   ]
  },
  "a100-80gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    161.89,
    728.8
   ],
   "prefill_tps": [
    [
     15677.2,
     70576.6
    ],
    [
     15630.7,
     70367.2
    ],
    [
     15350.4,
     69105.4
    ],
    [
     13503.2,
     60789.4
    ]
   ]
  },
  "a100-80gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    97.09,
    437.08
   ],
   "prefill_tps": [
    [
     15677.2,
     70576.6
    ],
    [
     15630.7,
     70367.2
    ],
    [
     15350.4,
     69105.4
    ],
    [
     13503.2,
     60789.4
    ]
   ]
  },
  "a100-80gb|qwen3.6-35b-a3b|fp16": {
   "tier": "derived",
   "gen_tps": [
    51.64,
    232.46
   ],
   "prefill_tps": [
    [
     15677.2,
     70576.6
    ],
    [
     15630.7,
     70367.2
    ],
    [
     15350.4,
     69105.4
    ],
    [
     13503.2,
     60789.4
    ]
   ]
  },
  "a100-80gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "a100-80gb|gpt-oss-120b|mxfp4": {
   "tier": "derived",
   "gen_tps": [
    108.04,
    486.38
   ],
   "prefill_tps": [
    [
     9221.9,
     41515.7
    ],
    [
     9194.5,
     41392.5
    ],
    [
     9029.6,
     40650.2
    ],
    [
     7943.0,
     35758.5
    ]
   ]
  },
  "a100-80gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    16.32,
    73.47
   ],
   "prefill_tps": [
    [
     1504.0,
     6771.0
    ],
    [
     1499.6,
     6750.9
    ],
    [
     1472.7,
     6629.9
    ],
    [
     1295.5,
     5832.0
    ]
   ]
  },
  "a100-80gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    9.16,
    41.23
   ],
   "prefill_tps": [
    [
     1504.0,
     6771.0
    ],
    [
     1499.6,
     6750.9
    ],
    [
     1472.7,
     6629.9
    ],
    [
     1295.5,
     5832.0
    ]
   ]
  },
  "a100-80gb|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    4.87,
    21.92
   ],
   "prefill_tps": [
    [
     1504.0,
     6771.0
    ],
    [
     1499.6,
     6750.9
    ],
    [
     1472.7,
     6629.9
    ],
    [
     1295.5,
     5832.0
    ]
   ]
  },
  "a100-80gb|llama-3.1-8b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    83.68,
    144.85
   ],
   "prefill_tps": [
    [
     1682.0,
     7571.9
    ],
    [
     1677.0,
     7549.5
    ],
    [
     1646.9,
     7414.1
    ],
    [
     1448.7,
     6521.9
    ]
   ]
  },
  "a100-80gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    35.01,
    157.6
   ],
   "prefill_tps": [
    [
     5857.0,
     26367.4
    ],
    [
     5839.6,
     26289.1
    ],
    [
     5734.9,
     25817.7
    ],
    [
     5044.8,
     22710.9
    ]
   ]
  },
  "a100-80gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    18.6,
    83.75
   ],
   "prefill_tps": [
    [
     5857.0,
     26367.4
    ],
    [
     5839.6,
     26289.1
    ],
    [
     5734.9,
     25817.7
    ],
    [
     5044.8,
     22710.9
    ]
   ]
  },
  "a100-80gb|deepseek-r1-14b|q4_k_m": {
   "tier": "measured",
   "gen_tps": [
    50.42,
    87.28
   ],
   "prefill_tps": [
    [
     974.5,
     4386.9
    ],
    [
     971.6,
     4373.8
    ],
    [
     954.1,
     4295.4
    ],
    [
     839.3,
     3778.5
    ]
   ]
  },
  "a100-80gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    19.04,
    85.73
   ],
   "prefill_tps": [
    [
     3184.3,
     14335.1
    ],
    [
     3174.8,
     14292.6
    ],
    [
     3117.9,
     14036.3
    ],
    [
     2742.7,
     12347.2
    ]
   ]
  },
  "a100-80gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    10.12,
    45.55
   ],
   "prefill_tps": [
    [
     3184.3,
     14335.1
    ],
    [
     3174.8,
     14292.6
    ],
    [
     3117.9,
     14036.3
    ],
    [
     2742.7,
     12347.2
    ]
   ]
  },
  "h200-141gb|qwen3.6-27b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    41.84,
    188.37
   ],
   "prefill_tps": [
    [
     5366.6,
     24159.7
    ],
    [
     5350.7,
     24088.0
    ],
    [
     5254.7,
     23656.1
    ],
    [
     4622.4,
     20809.4
    ]
   ]
  },
  "h200-141gb|qwen3.6-27b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    24.61,
    110.78
   ],
   "prefill_tps": [
    [
     5366.6,
     24159.7
    ],
    [
     5350.7,
     24088.0
    ],
    [
     5254.7,
     23656.1
    ],
    [
     4622.4,
     20809.4
    ]
   ]
  },
  "h200-141gb|qwen3.6-27b|fp16": {
   "tier": "derived",
   "gen_tps": [
    13.08,
    58.88
   ],
   "prefill_tps": [
    [
     5366.6,
     24159.7
    ],
    [
     5350.7,
     24088.0
    ],
    [
     5254.7,
     23656.1
    ],
    [
     4622.4,
     20809.4
    ]
   ]
  },
  "h200-141gb|glm-5.3-flash|q8_0": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h200-141gb|glm-5.3-flash|fp16": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h200-141gb|glm-5.3-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    134.95,
    607.54
   ],
   "prefill_tps": [
    [
     8282.5,
     37286.5
    ],
    [
     8257.9,
     37175.8
    ],
    [
     8109.8,
     36509.2
    ],
    [
     7133.9,
     32115.8
    ]
   ]
  },
  "h200-141gb|glm-5.3-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    128.74,
    579.58
   ],
   "prefill_tps": [
    [
     8282.5,
     37286.5
    ],
    [
     8257.9,
     37175.8
    ],
    [
     8109.8,
     36509.2
    ],
    [
     7133.9,
     32115.8
    ]
   ]
  },
  "h200-141gb|glm-5.3-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    123.36,
    555.34
   ],
   "prefill_tps": [
    [
     8282.5,
     37286.5
    ],
    [
     8257.9,
     37175.8
    ],
    [
     8109.8,
     36509.2
    ],
    [
     7133.9,
     32115.8
    ]
   ]
  },
  "h200-141gb|glm-5.3-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    115.55,
    520.19
   ],
   "prefill_tps": [
    [
     8282.5,
     37286.5
    ],
    [
     8257.9,
     37175.8
    ],
    [
     8109.8,
     36509.2
    ],
    [
     7133.9,
     32115.8
    ]
   ]
  },
  "h200-141gb|glm-5.3-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    104.37,
    469.85
   ],
   "prefill_tps": [
    [
     8282.5,
     37286.5
    ],
    [
     8257.9,
     37175.8
    ],
    [
     8109.8,
     36509.2
    ],
    [
     7133.9,
     32115.8
    ]
   ]
  },
  "h200-141gb|glm-5.3-flash|ud-q3_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h200-141gb|glm-5.3-flash|ud-iq4_xs": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h200-141gb|glm-5.3-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h200-141gb|glm-5.3-flash|ud-q5_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h200-141gb|glm-5.3-flash|ud-q6_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h200-141gb|gpt-oss-20b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    224.3,
    388.25
   ],
   "prefill_tps": [
    [
     41412.3,
     186432.4
    ],
    [
     41289.4,
     185879.1
    ],
    [
     40549.0,
     182546.1
    ],
    [
     35669.4,
     160578.8
    ]
   ]
  },
  "h200-141gb|gemma-4-26b-a4b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    282.02,
    1269.62
   ],
   "prefill_tps": [
    [
     39232.7,
     176620.1
    ],
    [
     39116.3,
     176096.0
    ],
    [
     38414.9,
     172938.4
    ],
    [
     33792.1,
     152127.3
    ]
   ]
  },
  "h200-141gb|gemma-4-26b-a4b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    177.97,
    801.19
   ],
   "prefill_tps": [
    [
     39232.7,
     176620.1
    ],
    [
     39116.3,
     176096.0
    ],
    [
     38414.9,
     172938.4
    ],
    [
     33792.1,
     152127.3
    ]
   ]
  },
  "h200-141gb|gemma-4-26b-a4b|fp16": {
   "tier": "derived",
   "gen_tps": [
    94.64,
    426.05
   ],
   "prefill_tps": [
    [
     39232.7,
     176620.1
    ],
    [
     39116.3,
     176096.0
    ],
    [
     38414.9,
     172938.4
    ],
    [
     33792.1,
     152127.3
    ]
   ]
  },
  "h200-141gb|qwen3.6-35b-a3b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    381.1,
    1715.67
   ],
   "prefill_tps": [
    [
     49694.7,
     223718.8
    ],
    [
     49547.3,
     223055.0
    ],
    [
     48658.8,
     219055.3
    ],
    [
     42803.3,
     192694.6
    ]
   ]
  },
  "h200-141gb|qwen3.6-35b-a3b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    228.56,
    1028.94
   ],
   "prefill_tps": [
    [
     49694.7,
     223718.8
    ],
    [
     49547.3,
     223055.0
    ],
    [
     48658.8,
     219055.3
    ],
    [
     42803.3,
     192694.6
    ]
   ]
  },
  "h200-141gb|qwen3.6-35b-a3b|fp16": {
   "tier": "derived",
   "gen_tps": [
    121.56,
    547.24
   ],
   "prefill_tps": [
    [
     49694.7,
     223718.8
    ],
    [
     49547.3,
     223055.0
    ],
    [
     48658.8,
     219055.3
    ],
    [
     42803.3,
     192694.6
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-iq1_s": {
   "tier": "derived",
   "gen_tps": [
    199.51,
    898.17
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-iq1_m": {
   "tier": "derived",
   "gen_tps": [
    189.5,
    853.11
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-iq2_xxs": {
   "tier": "derived",
   "gen_tps": [
    181.24,
    815.93
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-iq2_m": {
   "tier": "derived",
   "gen_tps": [
    181.1,
    815.3
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-q2_k_xl": {
   "tier": "derived",
   "gen_tps": [
    170.07,
    765.62
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-iq3_xxs": {
   "tier": "derived",
   "gen_tps": [
    158.02,
    711.4
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-iq3_s": {
   "tier": "derived",
   "gen_tps": [
    141.88,
    638.71
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-q3_k_m": {
   "tier": "derived",
   "gen_tps": [
    128.57,
    578.82
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-q3_k_xl": {
   "tier": "derived",
   "gen_tps": [
    128.44,
    578.23
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-iq4_xs": {
   "tier": "derived",
   "gen_tps": [
    120.5,
    542.48
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-iq4_nl": {
   "tier": "derived",
   "gen_tps": [
    120.5,
    542.48
   ],
   "prefill_tps": [
    [
     11468.0,
     51627.4
    ],
    [
     11434.0,
     51474.2
    ],
    [
     11229.0,
     50551.2
    ],
    [
     9877.7,
     44468.0
    ]
   ]
  },
  "h200-141gb|deepseek-v4-flash|ud-q4_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h200-141gb|deepseek-v4-flash|ud-q8_k_xl": {
   "tier": "wont_run",
   "gen_tps": null,
   "prefill_tps": null
  },
  "h200-141gb|gpt-oss-120b|mxfp4": {
   "tier": "measured",
   "gen_tps": [
    143.65,
    248.66
   ],
   "prefill_tps": [
    [
     29232.2,
     131599.3
    ],
    [
     29145.5,
     131208.8
    ],
    [
     28622.8,
     128856.0
    ],
    [
     25178.4,
     113349.8
    ]
   ]
  },
  "h200-141gb|gemma-4-31b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    38.42,
    172.95
   ],
   "prefill_tps": [
    [
     4767.6,
     21463.3
    ],
    [
     4753.5,
     21399.6
    ],
    [
     4668.3,
     21015.9
    ],
    [
     4106.5,
     18486.9
    ]
   ]
  },
  "h200-141gb|gemma-4-31b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    21.56,
    97.07
   ],
   "prefill_tps": [
    [
     4767.6,
     21463.3
    ],
    [
     4753.5,
     21399.6
    ],
    [
     4668.3,
     21015.9
    ],
    [
     4106.5,
     18486.9
    ]
   ]
  },
  "h200-141gb|gemma-4-31b|fp16": {
   "tier": "derived",
   "gen_tps": [
    11.46,
    51.59
   ],
   "prefill_tps": [
    [
     4767.6,
     21463.3
    ],
    [
     4753.5,
     21399.6
    ],
    [
     4668.3,
     21015.9
    ],
    [
     4106.5,
     18486.9
    ]
   ]
  },
  "h200-141gb|llama-3.1-8b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    143.05,
    643.98
   ],
   "prefill_tps": [
    [
     18565.9,
     83581.1
    ],
    [
     18510.8,
     83333.1
    ],
    [
     18178.9,
     81838.8
    ],
    [
     15991.3,
     71990.5
    ]
   ]
  },
  "h200-141gb|llama-3.1-8b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    82.41,
    371.0
   ],
   "prefill_tps": [
    [
     18565.9,
     83581.1
    ],
    [
     18510.8,
     83333.1
    ],
    [
     18178.9,
     81838.8
    ],
    [
     15991.3,
     71990.5
    ]
   ]
  },
  "h200-141gb|llama-3.1-8b|fp16": {
   "tier": "derived",
   "gen_tps": [
    43.8,
    197.16
   ],
   "prefill_tps": [
    [
     18565.9,
     83581.1
    ],
    [
     18510.8,
     83333.1
    ],
    [
     18178.9,
     81838.8
    ],
    [
     15991.3,
     71990.5
    ]
   ]
  },
  "h200-141gb|deepseek-r1-14b|q4_k_m": {
   "tier": "derived",
   "gen_tps": [
    78.29,
    352.43
   ],
   "prefill_tps": [
    [
     10093.7,
     45440.5
    ],
    [
     10063.8,
     45305.7
    ],
    [
     9883.3,
     44493.3
    ],
    [
     8694.0,
     39139.1
    ]
   ]
  },
  "h200-141gb|deepseek-r1-14b|q8_0": {
   "tier": "derived",
   "gen_tps": [
    44.83,
    201.81
   ],
   "prefill_tps": [
    [
     10093.7,
     45440.5
    ],
    [
     10063.8,
     45305.7
    ],
    [
     9883.3,
     44493.3
    ],
    [
     8694.0,
     39139.1
    ]
   ]
  },
  "h200-141gb|deepseek-r1-14b|fp16": {
   "tier": "derived",
   "gen_tps": [
    23.82,
    107.22
   ],
   "prefill_tps": [
    [
     10093.7,
     45440.5
    ],
    [
     10063.8,
     45305.7
    ],
    [
     9883.3,
     44493.3
    ],
    [
     8694.0,
     39139.1
    ]
   ]
  }
 }
}