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

**Date:** 2026-06-03 23:30  
**Backend:** llamacpp  **Context:** 2560 tokens  **Concurrency:** 1  
**Sweep:** prompt in {256,512,1024,2048}  gen in {128,256,512}
**Artifacts:** `artifacts/llamacpp/bonsai-all-20260527-0200-25W`

## 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 | 210 | 38.47 | 25.99 | 4.49 | **5.7846** |
| Bonsai-1.7B | 1-bit | 512 | 128 | 370 | 38.88 | 25.72 | 4.49 | **5.7231** |
| Bonsai-1.7B | 1-bit | 1024 | 128 | 689 | 39.75 | 25.16 | 4.49 | **5.5993** |
| Bonsai-1.7B | 1-bit | 2048 | 128 | 1353 | 41.26 | 24.24 | 4.49 | **5.3935** |
| Bonsai-1.7B | 1-bit | 256 | 256 | 210 | 38.50 | 25.97 | 4.49 | **5.7794** |
| Bonsai-1.7B | 1-bit | 512 | 256 | 370 | 38.95 | 25.67 | 4.49 | **5.7132** |
| Bonsai-1.7B | 1-bit | 1024 | 256 | 689 | 39.76 | 25.15 | 4.49 | **5.5976** |
| Bonsai-1.7B | 1-bit | 2048 | 256 | 1354 | 41.24 | 24.25 | 4.49 | **5.3959** |
| Bonsai-1.7B | 1-bit | 256 | 512 | 210 | 38.66 | 25.87 | 4.49 | **5.7560** |
| Bonsai-1.7B | 1-bit | 512 | 512 | 371 | 39.13 | 25.55 | 4.49 | **5.6867** |
| Bonsai-1.7B | 1-bit | 1024 | 512 | 690 | 39.98 | 25.01 | 4.49 | **5.5659** |
| Bonsai-1.7B | 1-bit | 2048 | 512 | 1354 | 41.47 | 24.11 | 4.49 | **5.3656** |
| Bonsai-4B | 1-bit | 256 | 128 | 464 | 70.42 | 14.20 | 5.15 | **2.7558** |
| Bonsai-4B | 1-bit | 512 | 128 | 830 | 70.92 | 14.10 | 5.15 | **2.7365** |
| Bonsai-4B | 1-bit | 1024 | 128 | 1576 | 71.88 | 13.91 | 5.15 | **2.7001** |
| Bonsai-4B | 1-bit | 2048 | 128 | 3133 | 73.89 | 13.53 | 5.15 | **2.6265** |
| Bonsai-4B | 1-bit | 256 | 256 | 465 | 70.47 | 14.19 | 5.15 | **2.7537** |
| Bonsai-4B | 1-bit | 512 | 256 | 830 | 70.96 | 14.09 | 5.15 | **2.7349** |
| Bonsai-4B | 1-bit | 1024 | 256 | 1577 | 71.99 | 13.89 | 5.15 | **2.6956** |
| Bonsai-4B | 1-bit | 2048 | 256 | 3134 | 73.93 | 13.53 | 5.15 | **2.6250** |
| Bonsai-4B | 1-bit | 256 | 512 | 465 | 70.74 | 14.14 | 5.15 | **2.7433** |
| Bonsai-4B | 1-bit | 512 | 512 | 830 | 71.22 | 14.04 | 5.15 | **2.7247** |
| Bonsai-4B | 1-bit | 1024 | 512 | 1577 | 72.17 | 13.86 | 5.15 | **2.6890** |
| Bonsai-4B | 1-bit | 2048 | 512 | 3134 | 74.10 | 13.50 | 5.15 | **2.6190** |
| Bonsai-8B | 1-bit | 256 | 128 | 857 | 64.69 | 15.46 | 7.70 | **2.0078** |
| Bonsai-8B | 1-bit | 512 | 128 | 1466 | 65.17 | 15.35 | 7.70 | **1.9933** |
| Bonsai-8B | 1-bit | 1024 | 128 | 3007 | 66.17 | 15.11 | 7.70 | **1.9630** |
| Bonsai-8B | 1-bit | 2048 | 128 | 5501 | 71.18 | 14.05 | 7.70 | **1.8248** |
| Bonsai-8B | 1-bit | 256 | 256 | 861 | 64.69 | 15.46 | 7.70 | **2.0080** |
| Bonsai-8B | 1-bit | 512 | 256 | 1489 | 65.17 | 15.34 | 7.70 | **1.9931** |
| Bonsai-8B | 1-bit | 1024 | 256 | 3300 | 66.35 | 15.07 | 7.70 | **1.9579** |
| Bonsai-8B | 1-bit | 2048 | 256 | 5503 | 71.25 | 14.04 | 7.70 | **1.8232** |
| Bonsai-8B | 1-bit | 256 | 512 | — | — | — | 7.70 | **—** |
| Bonsai-8B | 1-bit | 512 | 512 | 1517 | 65.41 | 15.29 | 7.70 | **1.9859** |
| Bonsai-8B | 1-bit | 1024 | 512 | 2793 | 69.26 | 14.44 | 7.70 | **1.8755** |
| Bonsai-8B | 1-bit | 2048 | 512 | 5503 | 71.50 | 13.99 | 7.70 | **1.8168** |
| Ternary-Bonsai-1.7B | 1.58-bit | 256 | 128 | 239 | 26.16 | 38.23 | 3.34 | **11.4583** |
| Ternary-Bonsai-1.7B | 1.58-bit | 512 | 128 | 418 | 26.53 | 37.69 | 3.34 | **11.2979** |
| Ternary-Bonsai-1.7B | 1.58-bit | 1024 | 128 | 773 | 27.32 | 36.61 | 3.34 | **10.9718** |
| Ternary-Bonsai-1.7B | 1.58-bit | 2048 | 128 | 1516 | 28.74 | 34.79 | 3.34 | **10.4282** |
| Ternary-Bonsai-1.7B | 1.58-bit | 256 | 256 | 236 | 26.07 | 38.36 | 3.34 | **11.4986** |
| Ternary-Bonsai-1.7B | 1.58-bit | 512 | 256 | 414 | 26.45 | 37.81 | 3.34 | **11.3325** |
| Ternary-Bonsai-1.7B | 1.58-bit | 1024 | 256 | 772 | 27.20 | 36.77 | 3.34 | **11.0199** |
| Ternary-Bonsai-1.7B | 1.58-bit | 2048 | 256 | 1515 | 28.73 | 34.81 | 3.34 | **10.4331** |
| Ternary-Bonsai-1.7B | 1.58-bit | 256 | 512 | 235 | 26.22 | 38.14 | 3.34 | **11.4330** |
| Ternary-Bonsai-1.7B | 1.58-bit | 512 | 512 | 414 | 26.61 | 37.58 | 3.34 | **11.2638** |
| Ternary-Bonsai-1.7B | 1.58-bit | 1024 | 512 | 772 | 27.37 | 36.53 | 3.34 | **10.9498** |
| Ternary-Bonsai-1.7B | 1.58-bit | 2048 | 512 | 1516 | 28.86 | 34.65 | 3.34 | **10.3869** |
| Ternary-Bonsai-4B | 1.58-bit | 256 | 128 | 542 | 55.70 | 17.95 | 3.93 | **4.5712** |
| Ternary-Bonsai-4B | 1.58-bit | 512 | 128 | 953 | 56.10 | 17.83 | 3.93 | **4.5386** |
| Ternary-Bonsai-4B | 1.58-bit | 1024 | 128 | 1804 | 57.16 | 17.49 | 3.93 | **4.4540** |
| Ternary-Bonsai-4B | 1.58-bit | 2048 | 128 | 3570 | 59.08 | 16.93 | 3.93 | **4.3094** |
| Ternary-Bonsai-4B | 1.58-bit | 256 | 256 | 537 | 55.73 | 17.94 | 3.93 | **4.5687** |
| Ternary-Bonsai-4B | 1.58-bit | 512 | 256 | 956 | 56.17 | 17.80 | 3.93 | **4.5330** |
| Ternary-Bonsai-4B | 1.58-bit | 1024 | 256 | 1804 | 57.12 | 17.51 | 3.93 | **4.4573** |
| Ternary-Bonsai-4B | 1.58-bit | 2048 | 256 | 3570 | 59.08 | 16.93 | 3.93 | **4.3092** |
| Ternary-Bonsai-4B | 1.58-bit | 256 | 512 | 537 | 55.90 | 17.89 | 3.93 | **4.5549** |
| Ternary-Bonsai-4B | 1.58-bit | 512 | 512 | 954 | 56.56 | 17.68 | 3.93 | **4.5016** |
| Ternary-Bonsai-4B | 1.58-bit | 1024 | 512 | 1804 | 57.35 | 17.44 | 3.93 | **4.4394** |
| Ternary-Bonsai-4B | 1.58-bit | 2048 | 512 | 3569 | 59.30 | 16.86 | 3.93 | **4.2933** |

## Per-Model Best Tok/J

| Model | Bits | Best Tok/J | Prompt (tok) | Gen (tok) | Tok/s | Power (W) |
|-------|:----:|---:|:---:|:---:|---:|---:|
| Bonsai-1.7B | 1-bit | **5.7846** | 256 | 128 | 25.99 | 4.49 |
| Bonsai-4B | 1-bit | **2.7558** | 256 | 128 | 14.20 | 5.15 |
| Bonsai-8B | 1-bit | **2.0080** | 256 | 256 | 15.46 | 7.70 |
| Ternary-Bonsai-1.7B | 1.58-bit | **11.4986** | 256 | 256 | 38.36 | 3.34 |
| Ternary-Bonsai-4B | 1.58-bit | **4.5712** | 256 | 128 | 17.95 | 3.93 |

## Thermal Summary

| Model | Avg Power (W) | Avg CPU (C) | Avg GPU (C) | Peak TJ (C) | Throttled |
|-------|---:|---:|---:|---:|:---:|
| Bonsai-1.7B | 4.49 | 62.4 | 63.6 | 65.9 | No |
| Bonsai-4B | 5.15 | 62.3 | 63.7 | 66.2 | No |
| Bonsai-8B | 7.70 | 65.8 | 67.5 | 69.0 | No |
| Ternary-Bonsai-1.7B | 3.34 | 59.9 | 61.3 | 69.2 | No |
| Ternary-Bonsai-4B | 3.93 | 59.6 | 61.1 | 69.3 | No |

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*Generated by `benchmark_all_bonsai.sh` (llamacpp) on 2026-06-03 23:30:36*