NVIDIA · 8 GB GDDR6 · 448 GB/s bandwidth ·
Alibaba · 27.0B · model ctx up to 256K
No — Qwen3.5-27B at Q4 needs ≈ 18.55 GB even at 4K context, beyond the RTX 3070 8GB's 8 GB GDDR6. It would only run with heavy CPU/disk offload. Decode at Q4/8K: ≈ 4.3 tok/s (estimated, batch 1). FP16 needs ≈ 60.4 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
18.55 GB
No
5.6est.
Q4
8K default
21.25 GB
No
4.3est.
Q4
32K
37.45 GB
No
—
FP16
4K
57.7 GB
No
—
FP16
8K default
60.4 GB
No
—
FP16
32K
76.6 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).