{
 "query": {
  "task": "LLM generation",
  "model_key": "tinyllama11b"
 },
 "task": "LLM generation",
 "size_class": "by model",
 "batch": "per group",
 "mixed": false,
 "mixed_warning": null,
 "groups": [
  {
   "size": "LLM ≤4B",
   "batch": "1",
   "platforms": 2,
   "rows": 2
  }
 ],
 "rank_groups": [
  {
   "model_key": "tinyllama11b",
   "label": "TinyLlama 1.1B",
   "platforms": 2,
   "platforms_with_power": 0
  }
 ],
 "reference": null,
 "excluded_count": 0,
 "efficiency_excluded_count": 1,
 "notes": [
  "edge hardware only",
  "model_key \"tinyllama11b\""
 ],
 "count": 2,
 "results": [
  {
   "platform": "AMD Ryzen AI Max+ 395 / PRO 395 (Strix Halo, Radeon 8060S)",
   "platform_url": "/platform/amd-ryzen-ai-max-395-pro-395-strix-halo-radeon-8060s.html",
   "perf": 249,
   "perf_unit": "tok/s",
   "metric": "generation_throughput",
   "model": "TinyLlama 1.1B",
   "precision": "Q4_K_M",
   "stack": "llama.cpp (llama-bench; best backend per README, mostly Vulkan RADV / ROCm 7 nightlies)",
   "size_class": "LLM ≤4B",
   "batch": "1",
   "like_for_like": true,
   "differs": [],
   "confidence": "C",
   "confidence_label": "C – community/review",
   "power_w": 120,
   "power_label": "reported in result source — Chip TDP, Accelerator only, host not included, max of range 45-120 W",
   "power_kind": "Chip TDP, Accelerator only, host not included, max of range 45-120 W",
   "model_key": "tinyllama11b",
   "pb": {
    "tag": "Chip TDP",
    "measured": false,
    "vendorMeasured": false,
    "typical": false,
    "scope": "Accelerator only, host not included",
    "rmax": true,
    "rmin": false
   },
   "power_scope": "accelerator-only",
   "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: cTDP 45-120 W, default 55 W; power_w = max",
   "power_note": "Chip TDP",
   "power_range": "45-120 W",
   "power_src_url": "https://www.amd.com/en/products/processors/laptop/ryzen/ai-300-series/amd-ryzen-ai-max-plus-395.html",
   "perf_per_w": 2.075,
   "date": "2026-03-03 (published)",
   "older_than_18_months": false,
   "superseded": false,
   "price_usd": null,
   "price_label": "unknown",
   "price_date": null,
   "price_launch_usd": null,
   "edge": true,
   "date_basis": "published",
   "form_factor": "AI mini-PC",
   "vendor": "AMD",
   "source": {
    "name": "visorcraft/strix-halo-llm-perf README (single-host table)",
    "url": "https://github.com/visorcraft/strix-halo-llm-perf#4-single-host-benchmarks-best-results",
    "date": null,
    "doc": null,
    "version": "README @ ad33379",
    "vendor_page": null
   },
   "power_source": "https://github.com/visorcraft/strix-halo-llm-perf#4-single-host-benchmarks-best-results",
   "price_source": null,
   "fit": {
    "perf": null,
    "power": null,
    "budget": null
   },
   "meets_all": true,
   "unknowns": 0,
   "no_power": false,
   "group": "tinyllama11b",
   "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": "Dell Optiplex 780 (Intel Core 2 Quad Q8400) (as tested by Jeff Geerling)",
   "platform_url": "/platform/dell-optiplex-780-intel-core-2-quad-q8400-as-tested-by-jeff-geerling.html",
   "perf": 4.04,
   "perf_unit": "tok/s",
   "metric": "generation_throughput",
   "model": "tinyllama:1.1b",
   "precision": "Ollama default tag (4-bit unless tag says otherwise)",
   "stack": "Ollama (geerlingguy/ollama-benchmark)",
   "size_class": "LLM ≤4B",
   "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": "tinyllama11b",
   "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": "2025-11-05 (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/31#issuecomment-3494054942",
    "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": "tinyllama11b",
   "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."
}