Can I Run Nex-N2.5 on NVIDIA RTX 6000 Ada Generation?
Written by Jakub Rusinowski · Last updated September 8, 2026
Yes, comfortably — Nex-N2.5 mini at Q4_K_M needs 23.8 GB at 8K context (21.1 GB weights + 2.7 GB KV cache/overhead), leaving ~24.2 GB of the NVIDIA RTX 6000 Ada Generation's 48 GB, at ~187 tok/s (est.), with room for up to 64K context.
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NVIDIA RTX 6000 Ada Generation Specs
| VRAM | 48 GB |
| Memory Bandwidth | 960 GB/s |
Nex-N2.5 mini on the NVIDIA RTX 6000 Ada Generation: VRAM by quantization
| Quant | VRAM needed | Fits 48 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 72.7 GB | ✗ No | — | — |
| Q8_0 | 39.9 GB | ✓ Yes | 32K | — |
| Q6_K | 31.4 GB | ✓ Yes | 64K | — |
| Q5_K_M | 27.5 GB | ✓ Yes | 64K | — |
| Q4_K_M | 23.8 GB | ✓ Yes | 64K | — |
| Q3_K_M | 17.6 GB | ✓ Yes | 128K | — |
| Q2_K | 14.2 GB | ✓ Yes | 128K | — |
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 48 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 6000 Ada Generation: 8K 23.8 GB · 32K 29.4 GB · 128K 52 GB ✗. Past 128K it no longer fits 48 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.
No compatible GPU? Nex-N2.5 mini on 24 GB of system RAM, CPU only: runs, but it is tight.
Nex-N2.5 Sizes That Fit the NVIDIA RTX 6000 Ada Generation (at 8K context)
| Nex-N2.5 mini | Q4_K_M · 23.8 GB at 8K context · ~187 tok/s (est.) |
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FAQ
Does the NVIDIA RTX 6000 Ada Generation have enough VRAM for Nex-N2.5?
Yes, comfortably — Nex-N2.5 mini at Q4_K_M needs 23.8 GB at 8K context (21.1 GB weights + 2.7 GB KV cache/overhead), leaving ~24.2 GB of the NVIDIA RTX 6000 Ada Generation's 48 GB, at ~187 tok/s (est.), with room for up to 64K context.
Which quantization of Nex-N2.5 should I use on the NVIDIA RTX 6000 Ada Generation?
Nex-N2.5 mini at Q4_K_M quantization needs 23.8 GB at 8K context (21.1 GB weights + 2.7 GB KV cache/overhead), estimated ~187 tokens/sec, up to 64K context.
Every Nex-N2.5 size on the NVIDIA RTX 6000 Ada Generation
| Size | VRAM at 8K | Verdict | Speed |
|---|---|---|---|
| Nex-N2.5 Max | 967.4 GB | Does not fit | — |
| Nex-N2.5 Pro | 244.7 GB | Does not fit | — |
| Nex-N2.5 mini | 23.8 GB | Runs | ~187 tok/s |
Nex-N2.5 on Other GPUs
- Nex-N2.5 on NVIDIA L40S
- Nex-N2.5 on Apple M3 Pro
- Nex-N2.5 on NVIDIA GeForce RTX 5090
- Nex-N2.5 on Apple M4
- Nex-N2.5 on Apple M2 Pro
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