# Bonsai All-Model Benchmark — Jetson Orin Nano Super 8GB

**Date:** 2026-05-30 05:43  
**Backend:** CUDA (`-ngl 99`)  **Context:** 2560 tokens  **Concurrency:** 1  
**Sweep:** prompt in {256,512,1024,2048}  gen in {128,256,512}
**Artifacts:** `artifacts/llamacpp/bonsai-all-20260526-0239-MAXN_SUPER`

## Full Results

| Model | Bits | Prompt (tok) | Gen (tok) | TTFT avg (ms) | ITL avg (ms) | Tok/s | Power (W) | **Tok/J** |
|-------|:----:|:---:|:---:|---:|---:|---:|---:|---:|
| Bonsai-1.7B | 1-bit | 256 | 128 | 190 | 35.68 | 28.03 | 4.92 | **5.7015** |
| Bonsai-1.7B | 1-bit | 512 | 128 | 339 | 36.13 | 27.67 | 4.92 | **5.6300** |
| Bonsai-1.7B | 1-bit | 1024 | 128 | 628 | 36.83 | 27.15 | 4.92 | **5.5237** |
| Bonsai-1.7B | 1-bit | 2048 | 128 | 1236 | 38.22 | 26.17 | 4.92 | **5.3232** |
| Bonsai-1.7B | 1-bit | 256 | 256 | 190 | 35.68 | 28.03 | 4.92 | **5.7020** |
| Bonsai-1.7B | 1-bit | 512 | 256 | 336 | 36.21 | 27.62 | 4.92 | **5.6191** |
| Bonsai-1.7B | 1-bit | 1024 | 256 | 628 | 36.86 | 27.13 | 4.92 | **5.5198** |
| Bonsai-1.7B | 1-bit | 2048 | 256 | 1236 | 38.22 | 26.16 | 4.92 | **5.3223** |
| Bonsai-1.7B | 1-bit | 256 | 512 | 190 | 35.87 | 27.88 | 4.92 | **5.6709** |
| Bonsai-1.7B | 1-bit | 512 | 512 | 336 | 36.27 | 27.57 | 4.92 | **5.6083** |
| Bonsai-1.7B | 1-bit | 1024 | 512 | 628 | 37.01 | 27.02 | 4.92 | **5.4968** |
| Bonsai-1.7B | 1-bit | 2048 | 512 | 1235 | 38.36 | 26.07 | 4.92 | **5.3029** |
| Bonsai-4B | 1-bit | 256 | 128 | 423 | 65.29 | 15.32 | 6.21 | **2.4675** |
| Bonsai-4B | 1-bit | 512 | 128 | 754 | 65.65 | 15.23 | 6.21 | **2.4540** |
| Bonsai-4B | 1-bit | 1024 | 128 | 1435 | 66.54 | 15.03 | 6.21 | **2.4211** |
| Bonsai-4B | 1-bit | 2048 | 128 | 2859 | 68.23 | 14.66 | 6.21 | **2.3613** |
| Bonsai-4B | 1-bit | 256 | 256 | 421 | 65.23 | 15.33 | 6.21 | **2.4697** |
| Bonsai-4B | 1-bit | 512 | 256 | 754 | 65.68 | 15.23 | 6.21 | **2.4528** |
| Bonsai-4B | 1-bit | 1024 | 256 | 1435 | 66.91 | 14.95 | 6.21 | **2.4090** |
| Bonsai-4B | 1-bit | 2048 | 256 | 2860 | 68.38 | 14.62 | 6.21 | **2.3560** |
| Bonsai-4B | 1-bit | 256 | 512 | 421 | 65.44 | 15.28 | 6.21 | **2.4617** |
| Bonsai-4B | 1-bit | 512 | 512 | 754 | 65.94 | 15.17 | 6.21 | **2.4432** |
| Bonsai-4B | 1-bit | 1024 | 512 | 1436 | 66.81 | 14.97 | 6.21 | **2.4115** |
| Bonsai-4B | 1-bit | 2048 | 512 | 2859 | 68.50 | 14.60 | 6.21 | **2.3520** |
| Bonsai-8B | 1-bit | 256 | 128 | 744 | 58.56 | 17.08 | 9.25 | **1.8461** |
| Bonsai-8B | 1-bit | 512 | 128 | 1258 | 59.02 | 16.94 | 9.25 | **1.8315** |
| Bonsai-8B | 1-bit | 1024 | 128 | 2395 | 59.88 | 16.70 | 9.25 | **1.8054** |
| Bonsai-8B | 1-bit | 2048 | 128 | 5062 | 66.09 | 15.13 | 9.25 | **1.6356** |
| Bonsai-8B | 1-bit | 256 | 256 | 697 | 58.69 | 17.04 | 9.25 | **1.8420** |
| Bonsai-8B | 1-bit | 512 | 256 | 1259 | 59.06 | 16.93 | 9.25 | **1.8303** |
| Bonsai-8B | 1-bit | 1024 | 256 | 2395 | 59.94 | 16.68 | 9.25 | **1.8035** |
| Bonsai-8B | 1-bit | 2048 | 256 | 5063 | 66.08 | 15.13 | 9.25 | **1.6359** |
| Bonsai-8B | 1-bit | 256 | 512 | 698 | 58.89 | 16.98 | 9.25 | **1.8357** |
| Bonsai-8B | 1-bit | 512 | 512 | 1259 | 59.25 | 16.88 | 9.25 | **1.8245** |
| Bonsai-8B | 1-bit | 1024 | 512 | 2394 | 60.07 | 16.65 | 9.25 | **1.7995** |
| Bonsai-8B | 1-bit | 2048 | 512 | 5064 | 66.30 | 15.08 | 9.25 | **1.6304** |
| Ternary-Bonsai-1.7B | 1.58-bit | 256 | 128 | 214 | 23.84 | 41.95 | 4.15 | **10.1045** |
| Ternary-Bonsai-1.7B | 1.58-bit | 512 | 128 | 381 | 24.20 | 41.31 | 4.15 | **9.9515** |
| Ternary-Bonsai-1.7B | 1.58-bit | 1024 | 128 | 705 | 24.90 | 40.16 | 4.15 | **9.6733** |
| Ternary-Bonsai-1.7B | 1.58-bit | 2048 | 128 | 1386 | 26.25 | 38.10 | 4.15 | **9.1765** |
| Ternary-Bonsai-1.7B | 1.58-bit | 256 | 256 | 214 | 23.86 | 41.90 | 4.15 | **10.0935** |
| Ternary-Bonsai-1.7B | 1.58-bit | 512 | 256 | 377 | 24.25 | 41.24 | 4.15 | **9.9343** |
| Ternary-Bonsai-1.7B | 1.58-bit | 1024 | 256 | 705 | 24.91 | 40.14 | 4.15 | **9.6684** |
| Ternary-Bonsai-1.7B | 1.58-bit | 2048 | 256 | 1385 | 26.22 | 38.14 | 4.15 | **9.1875** |
| Ternary-Bonsai-1.7B | 1.58-bit | 256 | 512 | 214 | 24.01 | 41.64 | 4.15 | **10.0303** |
| Ternary-Bonsai-1.7B | 1.58-bit | 512 | 512 | 377 | 24.33 | 41.10 | 4.15 | **9.8993** |
| Ternary-Bonsai-1.7B | 1.58-bit | 1024 | 512 | 705 | 25.03 | 39.95 | 4.15 | **9.6228** |
| Ternary-Bonsai-1.7B | 1.58-bit | 2048 | 512 | 1385 | 26.36 | 37.93 | 4.15 | **9.1372** |
| Ternary-Bonsai-4B | 1.58-bit | 256 | 128 | 489 | 50.44 | 19.83 | 8.75 | **2.2667** |
| Ternary-Bonsai-4B | 1.58-bit | 512 | 128 | 867 | 50.82 | 19.68 | 8.75 | **2.2495** |
| Ternary-Bonsai-4B | 1.58-bit | 1024 | 128 | 1643 | 51.82 | 19.30 | 8.75 | **2.2061** |
| Ternary-Bonsai-4B | 1.58-bit | 2048 | 128 | 3258 | 53.51 | 18.69 | 8.75 | **2.1366** |
| Ternary-Bonsai-4B | 1.58-bit | 256 | 256 | 488 | 50.48 | 19.81 | 8.75 | **2.2646** |
| Ternary-Bonsai-4B | 1.58-bit | 512 | 256 | 867 | 50.91 | 19.64 | 8.75 | **2.2457** |
| Ternary-Bonsai-4B | 1.58-bit | 1024 | 256 | 1643 | 51.77 | 19.32 | 8.75 | **2.2084** |
| Ternary-Bonsai-4B | 1.58-bit | 2048 | 256 | 3258 | 53.57 | 18.67 | 8.75 | **2.1341** |
| Ternary-Bonsai-4B | 1.58-bit | 256 | 512 | 488 | 50.68 | 19.73 | 8.75 | **2.2561** |
| Ternary-Bonsai-4B | 1.58-bit | 512 | 512 | 867 | 51.09 | 19.57 | 8.75 | **2.2377** |
| Ternary-Bonsai-4B | 1.58-bit | 1024 | 512 | 1643 | 51.99 | 19.24 | 8.75 | **2.1991** |
| Ternary-Bonsai-4B | 1.58-bit | 2048 | 512 | 3258 | 53.74 | 18.61 | 8.75 | **2.1275** |

## Per-Model Best Tok/J

| Model | Bits | Best Tok/J | Prompt (tok) | Gen (tok) | Tok/s | Power (W) |
|-------|:----:|---:|:---:|:---:|---:|---:|
| Bonsai-1.7B | 1-bit | **5.7020** | 256 | 256 | 28.03 | 4.92 |
| Bonsai-4B | 1-bit | **2.4697** | 256 | 256 | 15.33 | 6.21 |
| Bonsai-8B | 1-bit | **1.8461** | 256 | 128 | 17.08 | 9.25 |
| Ternary-Bonsai-1.7B | 1.58-bit | **10.1045** | 256 | 128 | 41.95 | 4.15 |
| Ternary-Bonsai-4B | 1.58-bit | **2.2667** | 256 | 128 | 19.83 | 8.75 |

## Thermal Summary

| Model | Avg Power (W) | Avg CPU (C) | Avg GPU (C) | Peak TJ (C) | Throttled |
|-------|---:|---:|---:|---:|:---:|
| Bonsai-1.7B | 4.92 | 61.1 | 62.3 | 65.9 | No |
| Bonsai-4B | 6.21 | 63.3 | 64.6 | 67.7 | No |
| Bonsai-8B | 9.25 | 67.0 | 68.9 | 70.9 | No |
| Ternary-Bonsai-1.7B | 4.15 | 61.6 | 63.0 | 72.4 | No |
| Ternary-Bonsai-4B | 8.75 | 68.2 | 69.8 | 71.8 | No |

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*Generated by `benchmark_all_bonsai.sh` on 2026-05-30 05:43:20*