Can RTX 5060 Ti 8GB run Qwen2.5-Coder-14B-Instruct?
NVIDIA · 8 GB GDDR7 · 448 GB/s bandwidth ·
Alibaba · 14.8B · model ctx up to 32K
No — Qwen2.5-Coder-14B-Instruct at Q4 needs ≈ 10.62 GB even at 4K context, beyond the RTX 5060 Ti 8GB's 8 GB GDDR7. It would only run with heavy CPU/disk offload. Decode at Q4/8K: ≈ 24.1 tok/s (estimated, batch 1). FP16 needs ≈ 33.56 GB — does not fit on this card. Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.
Fit & speed by quant and context
Quant
Context
VRAM needed
Fits?
tok/s (decode)
Q4
4K
10.62 GB
No
31.2est.
Q4
8K default
12.1 GB
No
24.1est.
Q4
32K
20.98 GB
No
8.0est.
FP16
4K
32.08 GB
No
—
FP16
8K default
33.56 GB
No
—
FP16
32K
42.44 GB
No
—
Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured
anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s
means the model is far beyond this card (offload-only territory).