Can I Run Bonsai 27B on NVIDIA GeForce RTX 5070?

作者: Jakub Rusinowski · 最后更新: 2026年7月15日

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 NVIDIA GeForce RTX 5070's 12 GB, at ~72 tok/s (est.), with room for up to 16K context.

See what else this hardware can run →

购买此硬件 NVIDIA GeForce RTX 5070 12GB — 12 GB VRAM · 250 W board power立即云端部署 RunPod 上的 RTX 4090 — 低至 $0.34/小时 · 价格核实于 2026-07

或在 Vast.ai 比较,低至 $0.35/小时 (typical low · varies)

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NVIDIA GeForce RTX 5070 12GB
12 GB VRAM · 250 W board power
2026年价格波动较大——请以当前商品页价格为准。
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NVIDIA GeForce RTX 5070 Specs

VRAM12 GB
Memory Bandwidth672 GB/s

Ternary Bonsai 27B on the NVIDIA GeForce RTX 5070: VRAM by quantization

QuantVRAM neededFits 12 GB?Max contextWhole PC
Ternary (1.58-bit, ~1.71 bpw)8.3 GB✓ Yes16K—

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.

Superseded model. Bonsai 27B has been superseded by Ternary Bonsai 2. This page is kept for reference; the newer family is a better starting point. View Ternary Bonsai 2 9B →

Context costs VRAM too. At Ternary (1.58-bit, ~1.71 bpw) on the NVIDIA GeForce RTX 5070: 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 NVIDIA GeForce RTX 5070 (at 8K context)

Ternary Bonsai 27BTernary (1.58-bit, ~1.71 bpw) · 8.3 GB at 8K context · ~72 tok/s (est.)
1-bit Bonsai 27B1-bit (binary, ~1.125 bpw) · 6.3 GB at 8K context · ~96 tok/s (est.)
Buy vs. rent Bonsai 27B
Buy the GPU
~$549
NVIDIA GeForce RTX 5070 · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$549) beats renting at $0.34/hr after about 2.2 years.

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RunPod $0.34/hr
Rent on RunPod →
Vast.ai $0.35/hr · typical low · varies
Rent on Vast.ai →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Bonsai 27B on the NVIDIA GeForce RTX 5070 — does it fit?

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 NVIDIA GeForce RTX 5070's 12 GB, at ~72 tok/s (est.), with room for up to 16K context.

Which Bonsai 27B variant fits best on the NVIDIA GeForce RTX 5070?

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 ~72 tokens/sec, up to 16K context.

Every Bonsai 27B size on the NVIDIA GeForce RTX 5070

SizeVRAM at 8KVerdictSpeed
Ternary Bonsai 27B8.3 GBRuns~72 tok/s
1-bit Bonsai 27B6.3 GBRuns~96 tok/s

Bonsai 27B on Other GPUs

Popular Models on the NVIDIA GeForce RTX 5070

VRAM Tier

Troubleshooting

Buying Guide

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