Written by Jakub Rusinowski · Last updated July 12, 2026
No — Nemotron Cascade 2 doesn't fit the Intel Arc B580's 12 GB. The cheapest card that runs it is the AMD Radeon RX 7900 XT (20 GB).
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| VRAM | 12 GB |
| Memory Bandwidth | 456 GB/s |
| Quant | VRAM needed | Fits 12 GB? | Max context |
|---|---|---|---|
| F16 | 61.7 GB | ✗ No | — |
| Q8_0 | 33.6 GB | ✗ No | — |
| Q6_K | 26.3 GB | ✗ No | — |
| Q5_K_M | 23 GB | ✗ No | — |
| Q4_K_M | 19.8 GB | ✗ No | — |
| Q3_K_M | 14.5 GB | ✗ No | — |
| Q2_K | 11.6 GB | ✓ Yes | 4K |
VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 12 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.
Every Nemotron Cascade 2 variant requires more VRAM than the Intel Arc B580 provides (12 GB).
AMD Radeon RX 7900 XT (20 GB VRAM).
Nemotron Cascade 2 needs ~18 GB but this GPU has 12 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:
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No — Nemotron Cascade 2 doesn't fit the Intel Arc B580's 12 GB. The cheapest card that runs it is the AMD Radeon RX 7900 XT (20 GB).
The AMD Radeon RX 7900 XT (20 GB VRAM) is the cheapest upgrade that fits it.
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