Can I Run BitNet b1.58 on NVIDIA GeForce RTX 5060 Ti 8GB?

Written by Jakub Rusinowski · Last updated July 12, 2026

Yes, comfortably — BitNet b1.58 3B at 1.58-bit needs 2.3 GB at 8K context (0.7 GB weights + 1.6 GB KV cache/overhead), leaving ~5.7 GB of the NVIDIA GeForce RTX 5060 Ti 8GB's 8 GB, at ~196 tok/s (est.).

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NVIDIA GeForce RTX 5060 Ti 8GB
8 GB VRAM · 180 W board power
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NVIDIA GeForce RTX 5060 Ti 8GB Specs

VRAM8 GB
Memory Bandwidth448 GB/s

BitNet b1.58 3B on the NVIDIA GeForce RTX 5060 Ti 8GB: VRAM by quantization

QuantVRAM neededFits 8 GB?Max contextWhole PC
F168.3 GB✗ No——
Q8_05.2 GB✓ Yes——
Q6_K4.4 GB✓ Yes——
Q5_K_M4 GB✓ Yes——
Q4_K_M3.7 GB✓ Yes——
Q3_K_M3.1 GB✓ Yes——
Q2_K2.8 GB✓ Yes——

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 8 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

No compatible GPU? BitNet b1.58 3B on 8 GB of system RAM, CPU only: runs.

BitNet b1.58 Sizes That Fit the NVIDIA GeForce RTX 5060 Ti 8GB (at 8K context)

BitNet b1.58 3B1.58-bit · 2.3 GB at 8K context · ~196 tok/s (est.)
Buy vs. rent BitNet b1.58
Buy the GPU
~$379
NVIDIA GeForce RTX 5060 Ti 8GB · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$379) beats renting at $0.34/hr after about 19 months.

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FAQ

Will BitNet b1.58 run on the NVIDIA GeForce RTX 5060 Ti 8GB?

Yes, comfortably — BitNet b1.58 3B at 1.58-bit needs 2.3 GB at 8K context (0.7 GB weights + 1.6 GB KV cache/overhead), leaving ~5.7 GB of the NVIDIA GeForce RTX 5060 Ti 8GB's 8 GB, at ~196 tok/s (est.).

Which BitNet b1.58 variant fits best on the NVIDIA GeForce RTX 5060 Ti 8GB?

BitNet b1.58 3B at 1.58-bit quantization needs 2.3 GB at 8K context (0.7 GB weights + 1.6 GB KV cache/overhead), estimated ~196 tokens/sec.

BitNet b1.58 on Other GPUs

Popular Models on the NVIDIA GeForce RTX 5060 Ti 8GB

VRAM Tier

Troubleshooting

Buying Guide

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