{
 "query": {
  "task": "LLM generation",
  "model_key": "deepseekr17b"
 },
 "task": "LLM generation",
 "size_class": "by model",
 "batch": "per group",
 "mixed": false,
 "mixed_warning": null,
 "groups": [
  {
   "size": "LLM 5–14B",
   "batch": "1",
   "platforms": 3,
   "rows": 3
  },
  {
   "size": "LLM 5–14B",
   "batch": "8",
   "platforms": 1,
   "rows": 1
  }
 ],
 "rank_groups": [
  {
   "model_key": "deepseekr17b",
   "label": "Deepseek R1 7B",
   "platforms": 3,
   "platforms_with_power": 0
  }
 ],
 "reference": null,
 "excluded_count": 0,
 "efficiency_excluded_count": 2,
 "notes": [
  "edge hardware only",
  "model_key \"deepseekr17b\""
 ],
 "count": 3,
 "results": [
  {
   "platform": "NVIDIA Jetson AGX Thor",
   "platform_url": "/platform/nvidia-jetson-agx-thor.html",
   "perf": 41.32,
   "perf_unit": "tok/s",
   "metric": "tok/s gen, concurrency 1",
   "model": "Deepseek R1 7B",
   "precision": "n/s on page",
   "stack": "NVIDIA (vLLM/TensorRT-LLM per page)",
   "size_class": "LLM 5–14B",
   "batch": "1",
   "like_for_like": true,
   "differs": [],
   "confidence": "D",
   "confidence_label": "D – vendor-published",
   "power_w": 130,
   "power_label": "reported in result source — Module TDP, Module, max of range 40-130 W",
   "power_kind": "Module TDP, Module, max of range 40-130 W",
   "model_key": "deepseekr17b",
   "pb": {
    "tag": "Module TDP",
    "measured": false,
    "vendorMeasured": false,
    "typical": false,
    "scope": "Module",
    "rmax": true,
    "rmin": false
   },
   "power_scope": "module",
   "power_is_range_max": true,
   "power_is_range_min": false,
   "is_partial": "false",
   "partial_note": null,
   "rank_default": false,
   "fpsw_outlier": false,
   "fpsw_note": null,
   "rank_note": null,
   "rank_fps": false,
   "rank_fpsw": false,
   "fpsw_ratio_median": null,
   "power_basis": "platform spec: module power 40-130 W; power_w = max",
   "power_note": "Module TDP",
   "power_range": "40-130 W",
   "power_src_url": "https://marketplace.nvidia.com/en-us/enterprise/robotics-edge/jetson-thor-developer-kit/",
   "perf_per_w": 0.3178,
   "date": "on or before 2025-11-08",
   "older_than_18_months": false,
   "superseded": false,
   "price_usd": 5499,
   "price_label": "NVIDIA marketplace list price (US), Jetson AGX Thor Developer Kit, 2026-10-16",
   "price_date": "2026-10-16",
   "price_launch_usd": 3499,
   "edge": true,
   "date_basis": "first-seen",
   "form_factor": "edge module",
   "vendor": "NVIDIA",
   "source": {
    "name": "NVIDIA Jetson Benchmarks",
    "url": "https://developer.nvidia.com/embedded/jetson-benchmarks",
    "date": null,
    "doc": null,
    "version": "JetPack 7.0, CUDA 13.0, TensorRT 10.13 (stated on page)",
    "vendor_page": null
   },
   "power_source": "https://developer.nvidia.com/embedded/jetson-benchmarks",
   "price_source": "https://marketplace.nvidia.com/en-us/enterprise/robotics-edge/jetson-thor-developer-kit/",
   "fit": {
    "perf": null,
    "power": null,
    "budget": null
   },
   "meets_all": true,
   "unknowns": 0,
   "no_power": false,
   "group": "deepseekr17b",
   "excluded_reason": null,
   "excluded": false,
   "fits": true,
   "speed_eligible": true,
   "eff_ok": false,
   "soft_reason": "HWBench Data has not verified tok/s/W rows for ranking yet",
   "eligible": false,
   "headroom": null,
   "unknown_badges": [],
   "group_size": 0,
   "group_rank": null
  },
  {
   "platform": "DC-ROMA Mainboard II (8-core RISC-V) (as tested by Jeff Geerling)",
   "platform_url": "/platform/dc-roma-mainboard-ii-8-core-risc-v-as-tested-by-jeff-geerling.html",
   "perf": 4.9,
   "perf_unit": "tok/s",
   "metric": "generation_throughput",
   "model": "deepseek-r1:7b",
   "precision": "Ollama default tag (4-bit unless tag says otherwise)",
   "stack": "Ollama (geerlingguy/ollama-benchmark)",
   "size_class": "LLM 5–14B",
   "batch": "1",
   "like_for_like": true,
   "differs": [],
   "confidence": "C",
   "confidence_label": "C – community/review",
   "power_w": 38.9,
   "power_label": "reported in result source — Measured, Whole system",
   "power_kind": "Measured, Whole system",
   "model_key": "deepseekr17b",
   "pb": {
    "tag": "Measured",
    "measured": true,
    "vendorMeasured": false,
    "typical": false,
    "scope": "Whole system",
    "rmax": false,
    "rmin": false
   },
   "power_scope": "whole-system",
   "power_is_range_max": false,
   "power_is_range_min": false,
   "is_partial": "false",
   "partial_note": null,
   "rank_default": false,
   "fpsw_outlier": false,
   "fpsw_note": null,
   "rank_note": null,
   "rank_fps": false,
   "rank_fpsw": false,
   "fpsw_ratio_median": null,
   "power_basis": "measured peak system power (Jeff Geerling)",
   "power_note": "Measured",
   "power_range": null,
   "power_src_url": "https://github.com/geerlingguy/sbc-reviews/issues/82",
   "perf_per_w": 0.126,
   "date": "2025-10-10 (page last edited)",
   "older_than_18_months": false,
   "superseded": false,
   "price_usd": null,
   "price_label": "unknown",
   "price_date": null,
   "price_launch_usd": null,
   "edge": true,
   "date_basis": "page-edited",
   "form_factor": "independent test system",
   "vendor": "(independent test)",
   "source": {
    "name": "Jeff Geerling sbc-reviews (AI / LLM inference tables)",
    "url": "https://github.com/geerlingguy/sbc-reviews/issues/82",
    "date": null,
    "doc": null,
    "version": "ai-benchmarks README @ 2f56f19",
    "vendor_page": null
   },
   "power_source": "https://github.com/geerlingguy/sbc-reviews/issues/82",
   "price_source": null,
   "fit": {
    "perf": null,
    "power": null,
    "budget": null
   },
   "meets_all": true,
   "unknowns": 0,
   "no_power": false,
   "group": "deepseekr17b",
   "excluded_reason": null,
   "excluded": false,
   "fits": true,
   "speed_eligible": true,
   "eff_ok": false,
   "soft_reason": "HWBench Data has not verified tok/s/W rows for ranking yet",
   "eligible": false,
   "headroom": null,
   "unknown_badges": [
    "price unknown"
   ],
   "group_size": 0,
   "group_rank": null
  },
  {
   "platform": "DC-ROMA RISC-V Mainboard II (as tested by Jeff Geerling)",
   "platform_url": "/platform/dc-roma-risc-v-mainboard-ii-as-tested-by-jeff-geerling.html",
   "perf": 2.53,
   "perf_unit": "tok/s",
   "metric": "generation_throughput",
   "model": "deepseek-r1:7b",
   "precision": "Ollama default tag (4-bit unless tag says otherwise)",
   "stack": "Ollama (geerlingguy/ollama-benchmark)",
   "size_class": "LLM 5–14B",
   "batch": "1",
   "like_for_like": true,
   "differs": [],
   "confidence": "C",
   "confidence_label": "C – community/review",
   "power_w": null,
   "power_label": "not published",
   "power_kind": "unknown",
   "model_key": "deepseekr17b",
   "pb": {
    "tag": "",
    "measured": false,
    "vendorMeasured": false,
    "typical": false,
    "scope": "",
    "rmax": false,
    "rmin": false
   },
   "power_scope": null,
   "power_is_range_max": false,
   "power_is_range_min": false,
   "is_partial": "false",
   "partial_note": null,
   "rank_default": false,
   "fpsw_outlier": false,
   "fpsw_note": null,
   "rank_note": null,
   "rank_fps": false,
   "rank_fpsw": false,
   "fpsw_ratio_median": null,
   "power_basis": "unknown",
   "power_note": "",
   "power_range": null,
   "power_src_url": null,
   "perf_per_w": null,
   "date": "2025-10-24 (page last edited)",
   "older_than_18_months": false,
   "superseded": false,
   "price_usd": null,
   "price_label": "unknown",
   "price_date": null,
   "price_launch_usd": null,
   "edge": true,
   "date_basis": "page-edited",
   "form_factor": "independent test system",
   "vendor": "(independent test)",
   "source": {
    "name": "Jeff Geerling ai-benchmarks issue results (comments)",
    "url": "https://github.com/geerlingguy/ai-benchmarks/issues/28#issuecomment-3445004599",
    "date": null,
    "doc": null,
    "version": "ai-benchmarks README @ 2f56f19",
    "vendor_page": null
   },
   "power_source": null,
   "price_source": null,
   "fit": {
    "perf": null,
    "power": null,
    "budget": null
   },
   "meets_all": true,
   "unknowns": 0,
   "no_power": true,
   "group": "deepseekr17b",
   "excluded_reason": null,
   "excluded": false,
   "fits": true,
   "speed_eligible": true,
   "eff_ok": false,
   "soft_reason": null,
   "eligible": false,
   "headroom": null,
   "unknown_badges": [
    "power unknown",
    "perf/W unknown",
    "price unknown"
   ],
   "group_size": 0,
   "group_rank": null
  }
 ],
 "no_data": null,
 "legend": "Confidence: A audited MLPerf closed, B documented third-party, C community, D vendor-published, E estimate. Unknown is never assumed."
}