Can RTX 6000 Ada 48GB run Qwen3-Coder-Next?

NVIDIA · 48 GB GDDR6 · 960 GB/s bandwidth · Alibaba · 79.7B (active 3B) · MoE · model ctx up to 256K

Yes — the RTX 6000 Ada 48GB (48 GB GDDR6) can run Qwen3-Coder-Next. At Q4 with the default 8K context it needs ≈ 45.44 GB VRAM (weights 43.84 GB + KV cache 0.6 GB + 1 GB runtime overhead), which fits within 48 GB. Decode at Q4/8K: ≈ 203.6 tok/s (estimated, batch 1). FP16 needs ≈ 161.0 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	45.14 GB	Yes	203.6 est.
Q4	8K default	45.44 GB	Yes	203.6 est.
Q4	32K	47.24 GB	No	600.7 est.
FP16	4K	160.7 GB	No	14.3 est.
FP16	8K default	161.0 GB	No	14.2 est.
FP16	32K	162.8 GB	No	13.9 est.

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).

VRAM breakdown at 8K context

Quant	Weights	KV cache	Overhead	Total needed	RTX 6000 Ada 48GB VRAM
Q4	43.84 GB	0.6 GB	1 GB	45.44 GB	48 GB
FP16	159.4 GB	0.6 GB	1 GB	161.0 GB	48 GB

Other GPUs that run Qwen3-Coder-Next

• B200 192GB SXM — ≈1697.0 tok/s Q4 est.
• MI300X 192GB — ≈1124.2 tok/s Q4 est.
• H200 141GB SXM5 — ≈1018.2 tok/s Q4 est.
• H100 80GB SXM5 — ≈710.6 tok/s Q4 est.
• Gaudi 3 128GB — ≈694.9 tok/s Q4 est.
• A100 80GB SXM4 — ≈432.5 tok/s Q4 est.
• L40S 48GB — ≈183.3 tok/s Q4 est.
• Mac Studio M3 Ultra 96GB — ≈173.7 tok/s Q4 est.

All GPUs for Qwen3-Coder-Next →

Other models for the RTX 6000 Ada 48GB

• Qwen3-0.6B — ≈763.6 tok/s Q4 est.
• gemma-3-1b-it — ≈610.9 tok/s Q4 est.
• Llama-3.2-1B-Instruct — ≈509.1 tok/s Q4 est.
• Qwen3-1.7B — ≈305.5 tok/s Q4 est.
• Qwen3-30B-A3B — ≈203.6 tok/s Q4 est.
• Qwen3-Coder-30B-A3B-Instruct — ≈203.6 tok/s Q4 est.
• GLM-4.7-Flash — ≈203.6 tok/s Q4 est.
• Qwen3-30B-A3B-Instruct-2507 — ≈203.6 tok/s Q4 est.

All models on the RTX 6000 Ada 48GB →