--- language: - en license: apache-2.0 task_categories: - text-generation tags: - benchmark - llm-inference - jetson - bonsai - tok-per-joule - edge-ai size_categories: - n<1K configs: - config_name: default data_files: - split: train path: data/results.parquet --- # Bonsai Jetson Benchmark — 25W **Platform:** NVIDIA Jetson Orin Nano Super 8GB · **Power mode:** 25W **Status:** Partial — 36 combos # Bonsai All-Model Benchmark — Jetson Orin Nano Super 8GB — 25W **Date:** 2026-05-27 22:38 **Backend:** llama.cpp (build-jetson) / CUDA / `-ngl 99` **Platform:** NVIDIA Jetson Orin Nano Super 8GB (6-core Cortex-A78AE + Ampere GPU) **Sweep:** prompt ∈ {256, 512, 1024, 2048} tok × gen ∈ {128, 256, 512} tok × 20 reqs/combo **Key metric:** tok/J = output tokens per second ÷ VDD_CPU_GPU_CV power (watts) ## Skipped / OOM Models - **Ternary-Bonsai-8B** (Q2_0): NvMap ENOMEM — CUDA alloc failed at model load ## Full Results Table Cells marked `—` = OOM (server crashed or skipped due to context window limit). Power = VDD_CPU_GPU_CV average over aiperf run window (CPU+GPU+CV rail, milliwatts → watts). | Model | Quant | ISL (tok) | OSL (tok) | OSL mismatch (%) | TTFT avg (ms) | TTFT p50 | TTFT p90 | TTFT p99 | T2T avg (ms) | T2T p50 | T2T p90 | T2T p99 | ITL avg (ms) | ITL p50 | ITL p90 | ITL p99 | Tok/s (server) | Req/s | E2E tok/s avg | E2E p50 | E2E p90 | E2E p99 | Req lat avg (ms) | Req lat p50 | Req lat p90 | Req lat p99 | Prefill tok/s avg | Prefill p50 | Prefill p90 | Prefill p99 | Power (W) | **Tok/J** | |-------|-------|:---:|:---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:| | Bonsai-1.7B | Q1_0 | 256.0 | 128.0 | 0.00 | 210.2 | 209.3 | 211.6 | 217.8 | 40.9 | 41.1 | 41.8 | 41.9 | 38.47 | 38.47 | 38.48 | 38.57 | 25.09 | 0.196 | 25.12 | 25.12 | 25.13 | 25.14 | 5095.8 | 5094.7 | 5102.0 | 5108.2 | 1218.3 | 1223.1 | 1224.7 | 1225.4 | 4.65 | **5.395** | | Bonsai-1.7B | Q1_0 | 512.0 | 128.1 | 0.04 | 370.2 | 369.8 | 370.4 | 377.2 | 41.4 | 41.4 | 41.5 | 41.5 | 38.88 | 38.88 | 38.93 | 39.00 | 24.09 | 0.188 | 24.11 | 24.11 | 24.13 | 24.26 | 5310.3 | 5308.6 | 5314.8 | 5327.8 | 1383.0 | 1384.7 | 1385.6 | 1386.5 | 4.67 | **5.155** | | Bonsai-1.7B | Q1_0 | 1024.0 | 127.8 | -0.16 | 689.3 | 688.8 | 690.2 | 695.6 | 42.3 | 42.3 | 42.6 | 43.0 | 39.75 | 39.68 | 39.75 | 40.84 | 22.29 | 0.174 | 22.31 | 22.34 | 22.37 | 22.49 | 5728.7 | 5728.6 | 5735.7 | 5736.5 | 1485.6 | 1486.6 | 1487.8 | 1489.0 | 4.94 | **4.511** | | Bonsai-1.7B | Q1_0 | 2048.0 | 127.9 | -0.08 | 1353.1 | 1352.7 | 1353.7 | 1360.1 | 43.7 | 43.7 | 43.8 | 43.8 | 41.26 | 41.23 | 41.30 | 41.57 | 19.39 | 0.152 | 19.41 | 19.43 | 19.44 | 19.45 | 6588.9 | 6588.6 | 6594.0 | 6598.3 | 1513.5 | 1514.0 | 1514.7 | 1515.8 | 5.40 | **3.595** | | Bonsai-1.7B | Q1_0 | 256.0 | 250.4 | -2.17 | 209.8 | 209.5 | 209.8 | 215.4 | 41.1 | 41.0 | 41.8 | 41.9 | 38.50 | 38.47 | 38.53 | 38.88 | 25.49 | 0.102 | 25.51 | 25.54 | 25.57 | 25.57 | 9815.0 | 10019.3 | 10027.9 | 10038.7 | 1220.0 | 1222.0 | 1223.7 | 1225.3 | 4.51 | **5.650** | | Bonsai-1.7B | Q1_0 | 512.0 | 255.8 | -0.10 | 370.4 | 370.2 | 370.5 | 376.0 | 41.4 | 41.5 | 41.5 | 41.6 | 38.95 | 38.92 | 39.08 | 39.31 | 24.83 | 0.097 | 24.85 | 24.87 | 24.89 | 24.89 | 10293.1 | 10291.3 | 10300.3 | 10311.1 | 1382.1 | 1383.2 | 1384.8 | 1385.9 | 4.58 | **5.423** | | Bonsai-1.7B | Q1_0 | 1024.0 | 255.7 | -0.12 | 689.2 | 688.9 | 689.5 | 696.0 | 42.4 | 42.3 | 42.6 | 43.3 | 39.76 | 39.72 | 39.90 | 40.28 | 23.63 | 0.092 | 23.64 | 23.67 | 23.69 | 23.74 | 10814.7 | 10817.2 | 10824.3 | 10825.9 | 1485.7 | 1486.4 | 1487.4 | 1489.0 | 4.73 | **4.994** | | Bonsai-1.7B | Q1_0 | 2048.0 | 256.0 | 0.00 | 1353.5 | 1352.8 | 1353.9 | 1362.3 | 43.7 | 43.7 | 43.8 | 44.4 | 41.24 | 41.23 | 41.27 | 41.54 | 21.55 | 0.084 | 21.57 | 21.57 | 21.58 | 21.69 | 11869.8 | 11869.7 | 11875.9 | 11893.5 | 1513.1 | 1513.9 | 1514.5 | 1515.3 | 5.01 | **4.303** | | Bonsai-1.7B | Q1_0 | 256.0 | 466.9 | -8.80 | 210.3 | 209.8 | 210.9 | 216.0 | 41.0 | 41.0 | 41.1 | 41.7 | 38.66 | 38.67 | 38.74 | 38.81 | 25.59 | 0.055 | 25.60 | 25.62 | 25.65 | 25.69 | 18231.4 | 19969.4 | 19996.4 | 20009.7 | 1217.1 | 1220.0 | 1223.5 | 1224.3 | 4.50 | **5.684** | | Bonsai-1.7B | Q1_0 | 512.0 | 489.8 | -4.34 | 371.1 | 370.6 | 373.3 | 376.4 | 41.5 | 41.4 | 42.2 | 42.3 | 39.13 | 39.11 | 39.26 | 39.59 | 25.09 | 0.051 | 25.08 | 25.15 | 25.17 | 25.31 | 19504.3 | 20354.0 | 20372.1 | 20413.7 | 1379.5 | 1381.6 | 1383.8 | 1384.0 | 4.52 | **5.548** | | Bonsai-1.7B | Q1_0 | 1024.0 | 510.9 | -0.21 | 689.8 | 689.5 | 690.0 | 695.8 | 42.4 | 42.4 | 42.6 | 43.1 | 39.98 | 39.94 | 40.05 | 40.51 | 24.23 | 0.047 | 24.24 | 24.27 | 24.30 | 24.30 | 21076.1 | 21071.4 | 21107.9 | 21142.3 | 1484.6 | 1485.2 | 1486.5 | 1487.8 | 4.62 | **5.239** | | Bonsai-1.7B | Q1_0 | 2048.0 | 499.6 | -2.43 | 1353.7 | 1353.1 | 1353.8 | 1368.1 | 43.7 | 43.7 | 43.8 | 43.9 | 41.47 | 41.43 | 41.60 | 41.87 | 22.66 | 0.045 | 22.68 | 22.70 | 22.72 | 22.79 | 22030.3 | 22024.2 | 22044.2 | 22120.9 | 1512.9 | 1513.6 | 1514.8 | 1516.2 | 4.83 | **4.695** | | Bonsai-4B | Q1_0 | 256.0 | 128.1 | 0.04 | 464.3 | 463.8 | 464.2 | 473.0 | 74.0 | 73.9 | 74.1 | 74.8 | 70.42 | 70.44 | 70.48 | 70.62 | 13.60 | 0.106 | 13.61 | 13.60 | 13.61 | 13.70 | 9411.4 | 9409.3 | 9425.1 | 9433.1 | 551.4 | 552.0 | 552.4 | 552.8 | 5.19 | **2.619** | | Bonsai-4B | Q1_0 | 512.0 | 128.0 | 0.00 | 829.8 | 829.2 | 830.7 | 835.1 | 74.5 | 74.4 | 74.8 | 75.2 | 70.92 | 70.92 | 70.94 | 70.96 | 13.01 | 0.102 | 13.01 | 13.01 | 13.02 | 13.02 | 9836.2 | 9835.8 | 9839.7 | 9846.5 | 617.1 | 617.5 | 617.7 | 617.8 | 5.34 | **2.435** | | Bonsai-4B | Q1_0 | 1024.0 | 128.0 | 0.00 | 1576.3 | 1575.7 | 1576.8 | 1583.1 | 75.5 | 75.5 | 75.6 | 76.2 | 71.88 | 71.87 | 71.91 | 72.02 | 11.95 | 0.093 | 11.96 | 11.96 | 11.96 | 11.97 | 10704.4 | 10703.8 | 10709.5 | 10724.4 | 649.6 | 649.9 | 650.0 | 650.3 | 5.59 | **2.137** | | Bonsai-4B | Q1_0 | 2048.0 | 127.8 | -0.12 | 3133.2 | 3133.0 | 3134.2 | 3139.0 | 77.1 | 77.2 | 77.3 | 77.4 | 73.89 | 73.80 | 74.36 | 74.39 | 10.22 | 0.080 | 10.22 | 10.24 | 10.24 | 10.24 | 12505.8 | 12504.4 | 12509.1 | 12535.8 | 653.6 | 653.7 | 654.0 | 654.1 | 6.04 | **1.691** | | Bonsai-4B | Q1_0 | 256.0 | 255.9 | -0.02 | 464.6 | 463.8 | 465.4 | 471.9 | 73.7 | 74.0 | 74.4 | 74.7 | 70.47 | 70.45 | 70.51 | 70.77 | 13.88 | 0.054 | 13.89 | 13.89 | 13.89 | 13.92 | 18432.0 | 18430.9 | 18438.1 | 18449.1 | 551.0 | 552.0 | 552.4 | 552.5 | 5.11 | **2.715** | | Bonsai-4B | Q1_0 | 512.0 | 255.9 | -0.02 | 829.9 | 829.4 | 830.1 | 836.6 | 74.4 | 74.5 | 74.5 | 74.6 | 70.96 | 70.95 | 70.97 | 71.20 | 13.52 | 0.053 | 13.53 | 13.53 | 13.53 | 13.54 | 18921.0 | 18922.1 | 18929.3 | 18929.7 | 616.9 | 617.3 | 617.6 | 617.7 | 5.19 | **2.608** | | Bonsai-4B | Q1_0 | 1024.0 | 255.7 | -0.14 | 1576.5 | 1576.2 | 1577.1 | 1582.2 | 75.5 | 75.5 | 75.5 | 75.6 | 71.99 | 71.89 | 72.19 | 72.93 | 12.84 | 0.050 | 12.84 | 12.86 | 12.86 | 12.86 | 19909.5 | 19909.0 | 19915.8 | 19917.6 | 649.5 | 649.7 | 649.9 | 650.0 | 5.34 | **2.403** | | Bonsai-4B | Q1_0 | 2048.0 | 255.7 | -0.14 | 3133.8 | 3133.4 | 3134.6 | 3140.9 | 77.2 | 77.2 | 77.3 | 77.4 | 73.93 | 73.84 | 74.16 | 74.42 | 11.64 | 0.046 | 11.64 | 11.66 | 11.66 | 11.66 | 21960.2 | 21959.9 | 21965.8 | 21978.1 | 653.5 | 653.6 | 653.8 | 653.9 | 5.63 | **2.066** | | Bonsai-4B | Q1_0 | 256.0 | 511.6 | -0.08 | 465.2 | 464.1 | 465.9 | 476.9 | 74.0 | 73.9 | 74.7 | 74.8 | 70.74 | 70.69 | 70.86 | 71.17 | 13.98 | 0.027 | 13.98 | 13.99 | 14.00 | 14.01 | 36586.3 | 36585.2 | 36597.9 | 36601.8 | 550.3 | 551.6 | 552.0 | 552.1 | 5.07 | **2.756** | | Bonsai-4B | Q1_0 | 512.0 | 511.6 | -0.08 | 829.9 | 829.6 | 830.0 | 835.4 | 74.5 | 74.4 | 74.6 | 75.2 | 71.22 | 71.17 | 71.32 | 71.68 | 13.75 | 0.027 | 13.75 | 13.76 | 13.77 | 13.77 | 37197.3 | 37197.8 | 37206.3 | 37209.4 | 616.9 | 617.2 | 617.4 | 617.6 | 5.11 | **2.690** | | Bonsai-4B | Q1_0 | 1024.0 | 511.6 | -0.08 | 1576.9 | 1576.7 | 1577.6 | 1582.1 | 75.5 | 75.5 | 75.7 | 76.2 | 72.17 | 72.14 | 72.28 | 72.52 | 13.31 | 0.026 | 13.31 | 13.32 | 13.32 | 13.35 | 38427.0 | 38430.3 | 38442.9 | 38446.7 | 649.4 | 649.5 | 649.7 | 649.9 | 5.20 | **2.560** | | Bonsai-4B | Q1_0 | 2048.0 | 499.5 | -2.44 | 3133.9 | 3133.3 | 3134.7 | 3140.1 | 77.2 | 77.2 | 77.3 | 77.6 | 74.10 | 74.04 | 74.29 | 74.32 | 12.46 | 0.025 | 12.46 | 12.48 | 12.48 | 12.48 | 40072.4 | 40068.0 | 40080.5 | 40120.9 | 653.5 | 653.6 | 653.8 | 653.9 | 5.39 | **2.313** | | Bonsai-8B | Q1_0 | 256 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Bonsai-8B | Q1_0 | 512 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Bonsai-8B | Q1_0 | 1024 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Bonsai-8B | Q1_0 | 256 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Bonsai-8B | Q1_0 | 512 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Bonsai-8B | Q1_0 | 1024 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Bonsai-8B | Q1_0 | 256 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Bonsai-8B | Q1_0 | 512 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Bonsai-8B | Q1_0 | 1024 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-1.7B | Q2_0 | 256.0 | 128.0 | 0.00 | 238.5 | 235.2 | 235.9 | 288.1 | 27.7 | 28.9 | 29.1 | 32.1 | 26.16 | 26.16 | 26.20 | 26.23 | 35.89 | 0.280 | 35.95 | 35.98 | 35.99 | 36.03 | 3560.7 | 3557.7 | 3563.4 | 3596.4 | 1076.2 | 1088.4 | 1089.8 | 1091.1 | 6.82 | **5.259** | | Ternary-Bonsai-1.7B | Q2_0 | 512.0 | 128.0 | 0.00 | 418.0 | 413.8 | 414.7 | 481.4 | 29.2 | 29.2 | 29.3 | 30.1 | 26.53 | 26.53 | 26.55 | 26.58 | 33.74 | 0.264 | 33.80 | 33.84 | 33.86 | 33.88 | 3787.3 | 3782.8 | 3787.6 | 3853.9 | 1226.8 | 1237.4 | 1238.6 | 1239.5 | 6.93 | **4.869** | | Ternary-Bonsai-1.7B | Q2_0 | 1024.0 | 128.0 | -0.04 | 772.9 | 772.5 | 773.6 | 779.3 | 30.2 | 30.1 | 30.3 | 30.9 | 27.32 | 27.30 | 27.34 | 27.48 | 30.13 | 0.235 | 30.17 | 30.18 | 30.20 | 30.22 | 4241.0 | 4240.3 | 4245.3 | 4250.7 | 1324.8 | 1325.6 | 1326.3 | 1327.6 | 7.04 | **4.280** | | Ternary-Bonsai-1.7B | Q2_0 | 2048.0 | 128.0 | -0.04 | 1516.1 | 1515.5 | 1517.3 | 1522.9 | 31.3 | 31.3 | 31.5 | 31.5 | 28.74 | 28.74 | 28.82 | 28.88 | 24.75 | 0.193 | 24.77 | 24.77 | 24.83 | 24.84 | 5165.0 | 5162.1 | 5175.7 | 5176.7 | 1350.8 | 1351.4 | 1352.3 | 1352.6 | 7.10 | **3.486** | | Ternary-Bonsai-1.7B | Q2_0 | 256.0 | 255.9 | -0.04 | 235.6 | 235.0 | 235.6 | 242.1 | 28.9 | 28.7 | 29.5 | 29.6 | 26.07 | 26.05 | 26.10 | 26.23 | 37.15 | 0.145 | 37.19 | 37.22 | 37.24 | 37.25 | 6880.0 | 6877.4 | 6887.3 | 6899.0 | 1086.8 | 1089.1 | 1090.4 | 1091.4 | 6.69 | **5.553** | | Ternary-Bonsai-1.7B | Q2_0 | 512.0 | 255.9 | -0.04 | 413.8 | 413.5 | 413.8 | 419.0 | 29.1 | 29.1 | 29.3 | 29.9 | 26.45 | 26.44 | 26.50 | 26.54 | 35.73 | 0.140 | 35.76 | 35.78 | 35.79 | 35.82 | 7155.6 | 7154.6 | 7162.4 | 7168.7 | 1237.4 | 1238.3 | 1239.1 | 1239.5 | 6.71 | **5.323** | | Ternary-Bonsai-1.7B | Q2_0 | 1024.0 | 255.9 | -0.02 | 772.4 | 772.2 | 772.4 | 777.8 | 29.9 | 29.9 | 30.0 | 30.1 | 27.20 | 27.19 | 27.22 | 27.28 | 33.18 | 0.130 | 33.21 | 33.22 | 33.23 | 33.24 | 7706.8 | 7705.3 | 7712.4 | 7720.0 | 1325.8 | 1326.1 | 1327.1 | 1328.1 | 6.76 | **4.907** | | Ternary-Bonsai-1.7B | Q2_0 | 2048.0 | 256.1 | 0.04 | 1515.4 | 1514.9 | 1516.6 | 1521.4 | 31.3 | 31.3 | 31.5 | 31.6 | 28.73 | 28.70 | 28.81 | 28.81 | 28.93 | 0.113 | 28.96 | 28.99 | 29.00 | 29.09 | 8844.1 | 8836.1 | 8861.9 | 8863.9 | 1351.5 | 1351.9 | 1352.8 | 1353.2 | 6.96 | **4.159** | | Ternary-Bonsai-1.7B | Q2_0 | 256.0 | 500.9 | -2.17 | 235.4 | 235.0 | 236.0 | 241.4 | 28.7 | 28.7 | 28.8 | 28.8 | 26.22 | 26.23 | 26.24 | 26.25 | 37.51 | 0.075 | 37.54 | 37.54 | 37.57 | 37.67 | 13342.4 | 13639.3 | 13644.9 | 13646.1 | 1087.5 | 1089.6 | 1090.9 | 1091.8 | 6.71 | **5.591** | | Ternary-Bonsai-1.7B | Q2_0 | 512.0 | 511.8 | -0.05 | 413.8 | 413.3 | 415.1 | 419.2 | 29.1 | 29.0 | 29.4 | 30.5 | 26.61 | 26.59 | 26.65 | 26.73 | 36.51 | 0.071 | 36.54 | 36.56 | 36.58 | 36.59 | 14005.0 | 14002.6 | 14015.5 | 14029.7 | 1237.2 | 1238.7 | 1239.8 | 1240.7 | 6.72 | **5.435** | | Ternary-Bonsai-1.7B | Q2_0 | 1024.0 | 512.1 | 0.03 | 772.4 | 771.9 | 773.3 | 778.5 | 30.1 | 30.0 | 30.7 | 30.8 | 27.37 | 27.36 | 27.47 | 27.62 | 34.66 | 0.068 | 34.69 | 34.71 | 34.73 | 34.99 | 14764.3 | 14752.6 | 14790.3 | 14864.4 | 1325.7 | 1326.5 | 1327.8 | 1329.1 | 6.79 | **5.102** | | Ternary-Bonsai-1.7B | Q2_0 | 2048.0 | 499.3 | -2.48 | 1515.6 | 1515.4 | 1515.9 | 1521.0 | 31.3 | 31.2 | 31.5 | 32.5 | 28.86 | 28.84 | 28.92 | 28.96 | 31.39 | 0.063 | 31.41 | 31.43 | 31.46 | 31.48 | 15894.9 | 15905.7 | 15937.2 | 15961.2 | 1351.3 | 1351.5 | 1352.3 | 1352.5 | 6.81 | **4.608** | | Ternary-Bonsai-4B | Q2_0 | 256 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 512 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 1024 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 2048 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 256 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 512 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 1024 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 2048 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 256 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 512 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 1024 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-4B | Q2_0 | 2048 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | 256 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | 512 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | 1024 | 128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | 256 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | 512 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | 1024 | 256 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | 256 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | 512 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | 1024 | 512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | ## Per-Model Best Tok/J (optimal configuration) | Model | Quant | Best Tok/J | at Prompt | at Gen | Tok/s | Power (W) | |-------|-------|---:|:---:|:---:|---:|---:| | Bonsai-1.7B | Q1_0 | **5.684** | 256 | 512 | 25.59 | 4.50 | | Bonsai-4B | Q1_0 | **2.756** | 256 | 512 | 13.98 | 5.07 | | Bonsai-8B | Q1_0 | — | — | — | — | — | | Ternary-Bonsai-1.7B | Q2_0 | **5.591** | 256 | 512 | 37.51 | 6.71 | | Ternary-Bonsai-4B | Q2_0 | — | — | — | — | — | | Ternary-Bonsai-8B | Q2_0 | — | — | — | — | — | ## Thermal & Power Summary (per-model window) | Model | Quant | Avg Power (W) | Peak TJ (°C) | Status | |-------|-------|---:|---:|:---:| | Bonsai-1.7B | Q1_0 | 4.49 | 65.9 | OK | | Bonsai-4B | Q1_0 | 5.15 | 66.2 | OK | | Bonsai-8B | Q1_0 | — | — | Partial / No timing | | Ternary-Bonsai-1.7B | Q2_0 | 3.34 | 69.2 | OK | | Ternary-Bonsai-4B | Q2_0 | — | — | Partial / No timing | | Ternary-Bonsai-8B | Q2_0 | — | — | OOM / Skipped | ## Notes - **Bonsai-8B**: 9/9 valid combos complete. ctx=2048 excluded by design (ctx cap 1536 = 1024 prompt + 512 gen max). - **Ternary-Bonsai-8B**: Skipped — JetPack R36.4.7 NvMap regression bug. cudaMalloc fails for contiguous allocations ≥1.9 GB even on fresh boot. Same bug blocks all large Q4 models (Gemma 3 4B, Llama 3.1 8B) on this JetPack version. Fix: upgrade to JetPack 6.2.2 (L4T 36.5) via clean flash. - **Context window**: `--no-cache-prompt -c 2560` for 1.7B/4B models, `-c 1536` for 8B. - **Power measurement**: `VDD_CPU_GPU_CV` rail (CPU + GPU + CV) from `tegrastats`, 1 Hz sampling, averaged over each aiperf run window. - **Concurrency**: 1 (single-user; tok/J reflects single-inference energy cost).