Can I Run Bonsai 27B on Intel Arc B580?
Written by Jakub Rusinowski · Last updated July 15, 2026
Yes, comfortably — Ternary Bonsai 27B at Ternary (1.58-bit, ~1.71 bpw) needs 8.3 GB at 8K context (5.8 GB weights + 2.5 GB KV cache/overhead), leaving ~3.7 GB of the Intel Arc B580's 12 GB, at ~35 tok/s (est.), with room for up to 16K context.
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Intel Arc B580 Specs
| VRAM | 12 GB |
| Memory Bandwidth | 456 GB/s |
Ternary Bonsai 27B on the Intel Arc B580: VRAM by quantization
| Quant | VRAM needed | Fits 12 GB? | Max context | Whole PC |
|---|---|---|---|---|
| Ternary (1.58-bit, ~1.71 bpw) | 8.3 GB | ✓ Yes | 16K | — |
Assumes an 8K-token context with an f16 KV cache, on an estimated architecture — this model publishes no config we can read. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 12 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.
Context costs VRAM too. At Ternary (1.58-bit, ~1.71 bpw) on the Intel Arc B580: 8K 8.3 GB · 32K 13.6 GB ✗ · 128K 34.5 GB ✗. Past 32K it no longer fits 12 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.
No compatible GPU? Bonsai 27B on 16 GB of system RAM, CPU only: runs comfortably.
Bonsai 27B Sizes That Fit the Intel Arc B580 (at 8K context)
| Ternary Bonsai 27B | Ternary (1.58-bit, ~1.71 bpw) · 8.3 GB at 8K context · ~35 tok/s (est.) |
| 1-bit Bonsai 27B | 1-bit (binary, ~1.125 bpw) · 6.3 GB at 8K context · ~47 tok/s (est.) |
At 2 hrs/day, buying (~$249) beats renting at $0.34/hr after about 12 months.
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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
FAQ
Can I run Bonsai 27B on the Intel Arc B580?
Yes, comfortably — Ternary Bonsai 27B at Ternary (1.58-bit, ~1.71 bpw) needs 8.3 GB at 8K context (5.8 GB weights + 2.5 GB KV cache/overhead), leaving ~3.7 GB of the Intel Arc B580's 12 GB, at ~35 tok/s (est.), with room for up to 16K context.
What's the best Bonsai 27B size for the Intel Arc B580?
Ternary Bonsai 27B at Ternary (1.58-bit, ~1.71 bpw) quantization needs 8.3 GB at 8K context (5.8 GB weights + 2.5 GB KV cache/overhead), estimated ~35 tokens/sec, up to 16K context.
Every Bonsai 27B size on the Intel Arc B580
| Size | VRAM at 8K | Verdict | Speed |
|---|---|---|---|
| Ternary Bonsai 27B | 8.3 GB | Runs | ~35 tok/s |
| 1-bit Bonsai 27B | 6.3 GB | Runs | ~47 tok/s |
Bonsai 27B on Other GPUs
- Bonsai 27B on NVIDIA GeForce RTX 5070
- Bonsai 27B on NVIDIA GeForce RTX 4070 Ti
- Bonsai 27B on NVIDIA GeForce RTX 4070 Super
- Bonsai 27B on NVIDIA GeForce RTX 4070
- Bonsai 27B on NVIDIA GeForce RTX 3060 (12GB)
Popular Models on the Intel Arc B580
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← Can I Run It? | Bonsai 27B Model Page | Intel Arc B580 GPU Page | VRAM calculator | Check Your Hardware