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   "name": "Qualcomm Snapdragon X Plus X1P-64-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X-Plus-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 135.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x-plus-x1p-66-100",
   "kind": "cpu-soc",
   "max_ram_gb": 64.0,
   "memory_type": "LPDDR5x-8448",
   "name": "Qualcomm Snapdragon X Plus X1P-66-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X-Plus-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 135.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x-x1-26-100",
   "kind": "cpu-soc",
   "max_ram_gb": null,
   "memory_type": "LPDDR5x",
   "name": "Qualcomm Snapdragon X X1-26-100",
   "source_urls": [
    "https://www.qualcomm.com/laptops/products/snapdragon-x-plus"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 228.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x2-elite-extreme-x2e-94-100",
   "kind": "cpu-soc",
   "max_ram_gb": 128.0,
   "memory_type": "LPDDR5x-9523, 192-bit",
   "name": "Qualcomm Snapdragon X2 Elite Extreme X2E-94-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Elite-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 228.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x2-elite-extreme-x2e-96-100",
   "kind": "cpu-soc",
   "max_ram_gb": 128.0,
   "memory_type": "LPDDR5x-9523, 192-bit",
   "name": "Qualcomm Snapdragon X2 Elite Extreme X2E-96-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Elite-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 152.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x2-elite-x2e-78-100",
   "kind": "cpu-soc",
   "max_ram_gb": 128.0,
   "memory_type": "LPDDR5x-9523, 128-bit",
   "name": "Qualcomm Snapdragon X2 Elite X2E-78-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Elite-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 152.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x2-elite-x2e-80-100",
   "kind": "cpu-soc",
   "max_ram_gb": 128.0,
   "memory_type": "LPDDR5x-9523, 128-bit",
   "name": "Qualcomm Snapdragon X2 Elite X2E-80-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Elite-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 152.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x2-elite-x2e-84-100",
   "kind": "cpu-soc",
   "max_ram_gb": 128.0,
   "memory_type": "LPDDR5x-9523, 128-bit",
   "name": "Qualcomm Snapdragon X2 Elite X2E-84-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Elite-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 152.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x2-elite-x2e-88-100",
   "kind": "cpu-soc",
   "max_ram_gb": 128.0,
   "memory_type": "LPDDR5x-9523, 128-bit",
   "name": "Qualcomm Snapdragon X2 Elite X2E-88-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Elite-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 152.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x2-elite-x2e-90-100",
   "kind": "cpu-soc",
   "max_ram_gb": 128.0,
   "memory_type": "LPDDR5x-9523, 128-bit",
   "name": "Qualcomm Snapdragon X2 Elite X2E-90-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Elite-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 152.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x2-plus-x2p-42-100",
   "kind": "cpu-soc",
   "max_ram_gb": 128.0,
   "memory_type": "LPDDR5x-9523, 128-bit",
   "name": "Qualcomm Snapdragon X2 Plus X2P-42-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Plus-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  },
  {
   "bandwidth_derived": false,
   "bandwidth_gbs": 152.0,
   "gpu_type": "integrated",
   "id": "qualcomm-snapdragon-x2-plus-x2p-64-100",
   "kind": "cpu-soc",
   "max_ram_gb": 128.0,
   "memory_type": "LPDDR5x-9523, 128-bit",
   "name": "Qualcomm Snapdragon X2 Plus X2P-64-100",
   "source_urls": [
    "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Plus-Product-Brief.pdf"
   ],
   "vendor": "Qualcomm",
   "vram_gb": null
  }
 ],
 "credit": "Hardwarerig (https://hardwarerig.com/)",
 "kind": "Estimated from specs",
 "license": "CC BY 4.0",
 "license_url": "https://creativecommons.org/licenses/by/4.0/",
 "matcher": {
  "acceleration": [
   {
    "note": "Ollama runs on the Apple GPU through Metal.",
    "os": [
     "macos"
    ],
    "source_url": "https://docs.ollama.com/gpu",
    "vendor": "Apple"
   },
   {
    "note": "Ollama supports NVIDIA GPUs with compute capability 5.0 or newer and driver version 550 or newer (570 or newer for compute capability 5.0 to 6.2).",
    "os": [
     "windows",
     "linux"
    ],
    "source_url": "https://docs.ollama.com/gpu",
    "vendor": "NVIDIA"
   },
   {
    "note": "On Linux, Ollama uses AMD GPUs through ROCm v7 on the cards and Ryzen AI chips its hardware page lists; other AMD GPUs may run through Vulkan.",
    "os": [
     "linux"
    ],
    "source_url": "https://docs.ollama.com/gpu",
    "vendor": "AMD"
   },
   {
    "note": "On Windows, Ollama's ROCm list covers the Radeon RX 7900 XTX down to the RX 7600 and some Radeon PRO cards; other AMD GPUs may run through Vulkan.",
    "os": [
     "windows"
    ],
    "source_url": "https://docs.ollama.com/gpu",
    "vendor": "AMD"
   },
   {
    "note": "Ollama uses Intel graphics through Vulkan. Windows drivers usually include it; on Linux you may need extra packages.",
    "os": [
     "windows",
     "linux"
    ],
    "source_url": "https://docs.ollama.com/gpu",
    "vendor": "Intel"
   }
  ],
  "base_context_tokens": 16384,
  "no_acceleration_note": "We have no verified acceleration note for this chip and system. Check Ollama's hardware page.",
  "ram_steps_gb": [
   8.0,
   16.0,
   24.0,
   32.0,
   48.0,
   64.0,
   96.0,
   128.0,
   192.0,
   256.0,
   512.0
  ],
  "use_cases": [
   {
    "context_tokens": 16384,
    "criteria": "Everyday chat and writing. We assume a 16,384-token conversation, the same as the laptop pages.",
    "id": "chat",
    "label": "Chat and writing"
   },
   {
    "context_tokens": 32768,
    "criteria": "Coding help reads and writes long files, so we assume 32,768 tokens. Memory grows with context, so a model can fit for chat but not here.",
    "id": "coding",
    "label": "Coding help"
   },
   {
    "context_tokens": 65536,
    "criteria": "Reading and checking long documents, so we assume 65,536 tokens. Models with a shorter limit are capped at their own limit.",
    "id": "documents",
    "label": "Reading documents"
   },
   {
    "context_tokens": 0,
    "criteria": "Image models are not in the finder yet, so we show nothing for images rather than guess.",
    "id": "images",
    "label": "Images"
   }
  ]
 },
 "models": [
  {
   "active_params_b": 3.21,
   "file_gb": 2.0,
   "id": "llama-3-2-3b",
   "kv_gb": 1.88,
   "max_context_tokens": 131072,
   "name": "Llama 3.2 3B",
   "ollama_tag": "llama3.2:3b",
   "params_b": 3.21,
   "q8": {
    "file_gb": 3.4,
    "tag": "llama3.2:3b-instruct-q8_0"
   },
   "quality": null,
   "thinking": "no"
  },
  {
   "active_params_b": 4.02,
   "file_gb": 2.5,
   "id": "qwen3-4b",
   "kv_gb": 2.42,
   "max_context_tokens": 40960,
   "name": "Qwen3 4B",
   "ollama_tag": "qwen3:4b",
   "params_b": 4.02,
   "q8": {
    "file_gb": 4.4,
    "tag": "qwen3:4b-q8_0"
   },
   "quality": null,
   "thinking": "optional"
  },
  {
   "active_params_b": 4.3,
   "file_gb": 3.3,
   "id": "gemma3-4b",
   "kv_gb": 2.28,
   "max_context_tokens": 131072,
   "name": "Gemma 3 4B",
   "ollama_tag": "gemma3:4b",
   "params_b": 4.3,
   "q8": {
    "file_gb": 5.0,
    "tag": "gemma3:4b-it-q8_0"
   },
   "quality": null,
   "thinking": "no"
  },
  {
   "active_params_b": 7.25,
   "file_gb": 4.4,
   "id": "mistral-7b",
   "kv_gb": 2.15,
   "max_context_tokens": 32768,
   "name": "Mistral 7B v0.3",
   "ollama_tag": "mistral:7b",
   "params_b": 7.25,
   "q8": {
    "file_gb": 7.7,
    "tag": "mistral:7b-instruct-v0.3-q8_0"
   },
   "quality": null,
   "thinking": "no"
  },
  {
   "active_params_b": 8.03,
   "file_gb": 4.9,
   "id": "llama-3-1-8b",
   "kv_gb": 2.15,
   "max_context_tokens": 131072,
   "name": "Llama 3.1 8B",
   "ollama_tag": "llama3.1:8b",
   "params_b": 8.03,
   "q8": {
    "file_gb": 8.5,
    "tag": "llama3.1:8b-instruct-q8_0"
   },
   "quality": null,
   "thinking": "no"
  },
  {
   "active_params_b": 8.19,
   "file_gb": 5.2,
   "id": "qwen3-8b",
   "kv_gb": 2.42,
   "max_context_tokens": 40960,
   "name": "Qwen3 8B",
   "ollama_tag": "qwen3:8b",
   "params_b": 8.19,
   "q8": {
    "file_gb": 8.9,
    "tag": "qwen3:8b-q8_0"
   },
   "quality": null,
   "thinking": "optional"
  },
  {
   "active_params_b": 12.2,
   "file_gb": 8.1,
   "id": "gemma3-12b",
   "kv_gb": 6.44,
   "max_context_tokens": 131072,
   "name": "Gemma 3 12B",
   "ollama_tag": "gemma3:12b",
   "params_b": 12.2,
   "q8": {
    "file_gb": 13.0,
    "tag": "gemma3:12b-it-q8_0"
   },
   "quality": null,
   "thinking": "no"
  },
  {
   "active_params_b": 14.8,
   "file_gb": 9.0,
   "id": "deepseek-r1-14b",
   "kv_gb": 3.22,
   "max_context_tokens": 131072,
   "name": "DeepSeek-R1 Distill Qwen 14B",
   "ollama_tag": "deepseek-r1:14b",
   "params_b": 14.8,
   "q8": {
    "file_gb": 16.0,
    "tag": "deepseek-r1:14b-qwen-distill-q8_0"
   },
   "quality": null,
   "thinking": "yes"
  },
  {
   "active_params_b": 14.7,
   "file_gb": 9.1,
   "id": "phi4-14b",
   "kv_gb": 3.36,
   "max_context_tokens": 16384,
   "name": "Phi-4 14B",
   "ollama_tag": "phi4:14b",
   "params_b": 14.7,
   "q8": {
    "file_gb": 16.0,
    "tag": "phi4:14b-q8_0"
   },
   "quality": null,
   "thinking": "no"
  },
  {
   "active_params_b": 14.8,
   "file_gb": 9.3,
   "id": "qwen3-14b",
   "kv_gb": 2.68,
   "max_context_tokens": 40960,
   "name": "Qwen3 14B",
   "ollama_tag": "qwen3:14b",
   "params_b": 14.8,
   "q8": {
    "file_gb": 16.0,
    "tag": "qwen3:14b-q8_0"
   },
   "quality": null,
   "thinking": "optional"
  },
  {
   "active_params_b": 3.6,
   "file_gb": 14.0,
   "id": "gpt-oss-20b",
   "kv_gb": 0.81,
   "max_context_tokens": 131072,
   "name": "gpt-oss 20B",
   "ollama_tag": "gpt-oss:20b",
   "params_b": 20.9,
   "q8": null,
   "quality": null,
   "thinking": "yes"
  },
  {
   "active_params_b": 27.4,
   "file_gb": 17.0,
   "id": "gemma3-27b",
   "kv_gb": 8.32,
   "max_context_tokens": 131072,
   "name": "Gemma 3 27B",
   "ollama_tag": "gemma3:27b",
   "params_b": 27.4,
   "q8": {
    "file_gb": 30.0,
    "tag": "gemma3:27b-it-q8_0"
   },
   "quality": null,
   "thinking": "no"
  },
  {
   "active_params_b": 3.3,
   "file_gb": 19.0,
   "id": "qwen3-30b",
   "kv_gb": 1.61,
   "max_context_tokens": 40960,
   "name": "Qwen3 30B (A3B)",
   "ollama_tag": "qwen3:30b",
   "params_b": 30.5,
   "q8": {
    "file_gb": 33.0,
    "tag": "qwen3:30b-a3b-q8_0"
   },
   "quality": {
    "out_of": 10,
    "score": 9.3,
    "scorecards": [
     "macbook-pro-apple-m1-max-64-gb"
    ]
   },
   "thinking": "optional"
  },
  {
   "active_params_b": 32.8,
   "file_gb": 20.0,
   "id": "qwen3-32b",
   "kv_gb": 4.29,
   "max_context_tokens": 40960,
   "name": "Qwen3 32B",
   "ollama_tag": "qwen3:32b",
   "params_b": 32.8,
   "q8": {
    "file_gb": 35.0,
    "tag": "qwen3:32b-q8_0"
   },
   "quality": null,
   "thinking": "optional"
  },
  {
   "active_params_b": 70.6,
   "file_gb": 43.0,
   "id": "llama-3-1-70b",
   "kv_gb": 5.37,
   "max_context_tokens": 131072,
   "name": "Llama 3.1 70B",
   "ollama_tag": "llama3.1:70b",
   "params_b": 70.6,
   "q8": {
    "file_gb": 75.0,
    "tag": "llama3.1:70b-instruct-q8_0"
   },
   "quality": null,
   "thinking": "no"
  },
  {
   "active_params_b": 5.1,
   "file_gb": 65.0,
   "id": "gpt-oss-120b",
   "kv_gb": 1.21,
   "max_context_tokens": 131072,
   "name": "gpt-oss 120B",
   "ollama_tag": "gpt-oss:120b",
   "params_b": 117.0,
   "q8": null,
   "quality": null,
   "thinking": "yes"
  }
 ],
 "params": {
  "calibration": "defaults",
  "calibration_points": 3,
  "context_tokens": 16384,
  "efficiency": 0.5,
  "efficiency_moe": 0.3,
  "fast_tokens_per_second": 10.0,
  "fit_comfort_share": 0.9,
  "os_reserved_gb": 4,
  "overhead_gb": 1.0,
  "partial_offload_penalty": 0.15,
  "range_high": 1.3,
  "range_low": 0.7,
  "unified_bandwidth_scale": [
   [
    150.0,
    1.25
   ],
   [
    300.0,
    1.15
   ],
   [
    600.0,
    1.0
   ],
   [
    null,
    0.7
   ]
  ],
  "unified_usable_share": 0.7,
  "usable_tokens_per_second": 5.0,
  "weights_overhead_share": 0.05
 },
 "version": 1
}
