Can I Run Llama 4.5 on NVIDIA L40S?

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 21 lipca 2026

No — Llama 4.5 Scout at Q4_K_M needs 69.4 GB at 8K context (65.8 GB weights + 3.6 GB KV cache/overhead), and the NVIDIA L40S's 48 GB leaves it ~21.4 GB short. The cheapest card that runs it is the NVIDIA RTX PRO 5000 Blackwell (72 GB) (72 GB).

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NVIDIA L40S Specs

VRAM48 GB
Memory Bandwidth864 GB/s

Llama 4.5 Scout on the NVIDIA L40S: VRAM by quantization

QuantVRAM neededFits 48 GB?Max contextWhole PC
F16221.6 GB✗ No——
Q8_0119.4 GB✗ No——
Q6_K92.9 GB✗ No——
Q5_K_M80.8 GB✗ No——
Q4_K_M69.4 GB✗ No——
Q3_K_M50 GB✗ No——
Q2_K39.4 GB✓ Yes32K—

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 L40S: 8K 69.4 GB ✗ · 32K 77.6 GB ✗ · 128K 110.6 GB ✗. Past 8K 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? Llama 4.5 Scout on 64 GB of system RAM, CPU only: runs, but it is tight.

Why It Does Not Fit

Every Llama 4.5 variant requires more VRAM than the NVIDIA L40S provides (48 GB).

Nearest GPU That Fits

NVIDIA RTX PRO 5000 Blackwell (72 GB) (72 GB VRAM).

Won't fit — rent Llama 4.5 instead

Llama 4.5 needs ~69 GB but this GPU has 48 GB. Rent a A100 (80 GB)-class GPU by the hour instead of buying one:

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FAQ

Does the NVIDIA L40S have enough VRAM for Llama 4.5?

No — Llama 4.5 Scout at Q4_K_M needs 69.4 GB at 8K context (65.8 GB weights + 3.6 GB KV cache/overhead), and the NVIDIA L40S's 48 GB leaves it ~21.4 GB short. The cheapest card that runs it is the NVIDIA RTX PRO 5000 Blackwell (72 GB) (72 GB).

Which GPU can actually run Llama 4.5?

The NVIDIA RTX PRO 5000 Blackwell (72 GB) (72 GB VRAM) is the cheapest upgrade that fits it.

Llama 4.5 on Other GPUs

Popular Models on the NVIDIA L40S

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | Llama 4.5 Model Page | NVIDIA L40S GPU Page | VRAM calculator | Check Your Hardware