Can I Run Ternary Bonsai 2 on NVIDIA GeForce RTX 3060 (12GB)?

Written by Jakub Rusinowski · Last updated October 15, 2026

Yes, comfortably — Ternary Bonsai 2 27B at PTQ1_0 ternary needs 7.3 GB at 8K context (5.9 GB weights + 1.4 GB KV cache/overhead), leaving ~4.7 GB of the NVIDIA GeForce RTX 3060 (12GB)'s 12 GB, at ~33 tok/s (est.), with room for up to 64K context.

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NVIDIA GeForce RTX 3060 12GB
12 GB VRAM · 170 W board power
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NVIDIA GeForce RTX 3060 (12GB) Specs

VRAM12 GB
Memory Bandwidth360 GB/s

Ternary Bonsai 2 27B on the NVIDIA GeForce RTX 3060 (12GB): VRAM by quantization

QuantVRAM neededFits 12 GB?Max contextWhole PC
PQ2_0 ternary8.5 GB✓ Yes32K—
PTQ1_0 ternary7.3 GB✓ Yes64K—

Assumes an 8K-token context with an f16 KV cache. 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 PTQ1_0 ternary on the NVIDIA GeForce RTX 3060 (12GB): 8K 7.3 GB · 32K 8.9 GB · 128K 15.3 GB ✗. Past 128K it no longer fits 12 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

Ternary Bonsai 2 Sizes That Fit the NVIDIA GeForce RTX 3060 (12GB) (at 8K context)

Ternary Bonsai 2 27BPTQ1_0 ternary · 7.3 GB at 8K context · ~33 tok/s (est.)
Ternary Bonsai 2 9BPTQ1_0 ternary · 3.1 GB at 8K context · ~85 tok/s (est.)
Ternary Bonsai 2 4BPTQ1_0 ternary · 2 GB at 8K context · ~142 tok/s (est.)
Ternary Bonsai 2 2BPTQ1_0 ternary · 1.3 GB at 8K context · ~231 tok/s (est.)
Buy vs. rent Ternary Bonsai 2
Buy the GPU
~$329
NVIDIA GeForce RTX 3060 (12GB) · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$329) beats renting at $0.34/hr after about 16 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

Does the NVIDIA GeForce RTX 3060 (12GB) have enough VRAM for Ternary Bonsai 2?

Yes, comfortably — Ternary Bonsai 2 27B at PTQ1_0 ternary needs 7.3 GB at 8K context (5.9 GB weights + 1.4 GB KV cache/overhead), leaving ~4.7 GB of the NVIDIA GeForce RTX 3060 (12GB)'s 12 GB, at ~33 tok/s (est.), with room for up to 64K context.

Which quantization of Ternary Bonsai 2 should I use on the NVIDIA GeForce RTX 3060 (12GB)?

Ternary Bonsai 2 27B at PTQ1_0 ternary quantization needs 7.3 GB at 8K context (5.9 GB weights + 1.4 GB KV cache/overhead), estimated ~33 tokens/sec, up to 64K context.

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