Can I Run Nemotron-Cascade 2 30B-A3B on NVIDIA RTX PRO 6000 Blackwell?
Written by Jakub Rusinowski · Last updated September 11, 2026
Yes. Nemotron-Cascade 2 30B-A3B needs 21.7 GB at 8K context (19.1 GB weights + 2.6 GB KV cache/overhead) at Q4_K_M and the NVIDIA RTX PRO 6000 Blackwell has 96 GB, leaving about 74.3 GB of headroom, at roughly 237 tok/s (estimated) with room for up to 256K of context.
See what else this hardware can run →
The numbers
| Model | Nemotron-Cascade 2 30B-A3B |
| Parameters | 31.6B (3.5B active) |
| Quantization | Q4_K_M |
| VRAM needed (8K context) | 21.7 GB |
| NVIDIA RTX PRO 6000 Blackwell VRAM | 96 GB |
| Verdict | Runs |
| Max context | 256K |
| Estimated speed | ~237 tok/s |
Nemotron-Cascade 2 30B-A3B on the NVIDIA RTX PRO 6000 Blackwell: VRAM by quantization
| Quant | VRAM needed | Fits 96 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 65.8 GB | ✓ Yes | 128K | — |
| Q8_0 | 36.2 GB | ✓ Yes | 256K | Build for this |
| Q6_K | 28.5 GB | ✓ Yes | 256K | — |
| Q5_K_M | 25 GB | ✓ Yes | 256K | Build for this |
| Q4_K_M | 21.7 GB | ✓ Yes | 256K | Build for this |
| Q3_K_M | 16.1 GB | ✓ Yes | 256K | — |
| Q2_K | 13 GB | ✓ Yes | 256K | — |
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 96 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.
Context costs VRAM too. At Q4_K_M on the NVIDIA RTX PRO 6000 Blackwell: 8K 21.7 GB · 32K 27.1 GB · 128K 48.9 GB. Every window this model publishes still fits 96 GB.
What to do next
Nothing to change — run it at Q4_K_M. If you want more capability, check whether the next size up also fits.
No compatible GPU? Nemotron-Cascade 2 30B-A3B on 24 GB of system RAM, CPU only: runs.
Running Nemotron-Cascade 2 30B-A3B on this card:
At 2 hrs/day, buying (~$8,565) beats renting at $0.34/hr after about 35.0 years.
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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
Nemotron-Cascade 2 30B-A3B on nearby hardware
- NVIDIA H100 80GB (PCIe) (80 GB) — runs
- Apple M3 Max (128 GB) — runs
All Nemotron Cascade 2 sizes on the NVIDIA RTX PRO 6000 Blackwell | Nemotron-Cascade 2 30B-A3B model page | NVIDIA RTX PRO 6000 Blackwell GPU page | VRAM calculator | Check your hardware