NVIDIA · 8 GB GDDR6 · 448 GB/s bandwidth ·
Alibaba · 122.0B (active 10.0B) · MoE · model ctx up to 256K
No — Qwen3.5-122B-A10B at Q4 needs ≈ 69.1 GB even at 4K context, beyond the RTX 3070 8GB's 8 GB GDDR6. It would only run with heavy CPU/disk offload. FP16 needs ≈ 247.0 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
69.1 GB
No
—
Q4
8K default
70.1 GB
No
—
Q4
32K
76.1 GB
No
—
FP16
4K
246.0 GB
No
—
FP16
8K default
247.0 GB
No
—
FP16
32K
253.0 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).