Llama 4 Scout needs about 59.41 GB at Q4_K_M with 8K context.
Llama 4 Scout is the long-context Llama 4 mixture: 16 local experts, 1 active, and a configured context of 10,485,760 tokens that is not a practical local batch. The context table stops at 131,072 tokens and the prose states the real maximum. Most layers use chunked attention with an 8,192-token chunk, so at the default table length they behave like full layers.
Past that, only the full layers keep growing the cache. Q4_K_M at 8,192 tokens is 59.41 GB. The smallest listed GPU that still leaves 10 percent free is NVIDIA A100 80GB, with 20.59 GB left.
The download is gated. The public copy is Unsloth, and the parameter total includes the vision tower. Maverick is the other Llama 4 URL: many more experts, a shorter maximum, and no context scaler.
Which GPUs fit
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · Won't fit | 12 GB | 192.9 GB short | Won't fit |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 196.9 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 194.9 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · Won't fit | 24 GB | 180.9 GB short | Won't fit |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 196.9 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · Won't fit | 16 GB | 188.9 GB short | Won't fit |
| GeForce RTX 4070 12GB12 GB · Won't fit | 12 GB | 192.9 GB short | Won't fit |
| GeForce RTX 4070 Ti Super 16GB16 GB · Won't fit | 16 GB | 188.9 GB short | Won't fit |
| GeForce RTX 4080 16GB16 GB · Won't fit | 16 GB | 188.9 GB short | Won't fit |
| GeForce RTX 4090 24GB24 GB · Won't fit | 24 GB | 180.9 GB short | Won't fit |
| GeForce RTX 5060 Ti 16GB16 GB · Won't fit | 16 GB | 188.9 GB short | Won't fit |
| GeForce RTX 5070 12GB12 GB · Won't fit | 12 GB | 192.9 GB short | Won't fit |
| GeForce RTX 5070 Ti 16GB16 GB · Won't fit | 16 GB | 188.9 GB short | Won't fit |
| GeForce RTX 5080 16GB16 GB · Won't fit | 16 GB | 188.9 GB short | Won't fit |
| GeForce RTX 5090 32GB32 GB · Won't fit | 32 GB | 172.9 GB short | Won't fit |
| Radeon RX 7900 XTX 24GB24 GB · Won't fit | 24 GB | 180.9 GB short | Won't fit |
| Radeon RX 9070 XT 16GB16 GB · Won't fit | 16 GB | 188.9 GB short | Won't fit |
| NVIDIA A100 80GB80 GB · CPU offload | 80 GB | 124.9 GB short | CPU offload |
| NVIDIA H100 SXM 80GB80 GB · CPU offload | 80 GB | 124.9 GB short | CPU offload |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · Won't fit | 48 GB | 168.9 GB short | Won't fit |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · Won't fit | 12 GB | 98.00 GB short | Won't fit |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 102.0 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 100.0 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · Won't fit | 24 GB | 86.00 GB short | Won't fit |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 102.0 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · Won't fit | 16 GB | 94.00 GB short | Won't fit |
| GeForce RTX 4070 12GB12 GB · Won't fit | 12 GB | 98.00 GB short | Won't fit |
| GeForce RTX 4070 Ti Super 16GB16 GB · Won't fit | 16 GB | 94.00 GB short | Won't fit |
| GeForce RTX 4080 16GB16 GB · Won't fit | 16 GB | 94.00 GB short | Won't fit |
| GeForce RTX 4090 24GB24 GB · Won't fit | 24 GB | 86.00 GB short | Won't fit |
| GeForce RTX 5060 Ti 16GB16 GB · Won't fit | 16 GB | 94.00 GB short | Won't fit |
| GeForce RTX 5070 12GB12 GB · Won't fit | 12 GB | 98.00 GB short | Won't fit |
| GeForce RTX 5070 Ti 16GB16 GB · Won't fit | 16 GB | 94.00 GB short | Won't fit |
| GeForce RTX 5080 16GB16 GB · Won't fit | 16 GB | 94.00 GB short | Won't fit |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 78.00 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · Won't fit | 24 GB | 86.00 GB short | Won't fit |
| Radeon RX 9070 XT 16GB16 GB · Won't fit | 16 GB | 94.00 GB short | Won't fit |
| NVIDIA A100 80GB80 GB · CPU offload | 80 GB | 30.00 GB short | CPU offload |
| NVIDIA H100 SXM 80GB80 GB · CPU offload | 80 GB | 30.00 GB short | CPU offload |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 74.00 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · Won't fit | 12 GB | 73.50 GB short | Won't fit |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 77.50 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 75.50 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 61.50 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 77.50 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · Won't fit | 16 GB | 69.50 GB short | Won't fit |
| GeForce RTX 4070 12GB12 GB · Won't fit | 12 GB | 73.50 GB short | Won't fit |
| GeForce RTX 4070 Ti Super 16GB16 GB · Won't fit | 16 GB | 69.50 GB short | Won't fit |
| GeForce RTX 4080 16GB16 GB · Won't fit | 16 GB | 69.50 GB short | Won't fit |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 61.50 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · Won't fit | 16 GB | 69.50 GB short | Won't fit |
| GeForce RTX 5070 12GB12 GB · Won't fit | 12 GB | 73.50 GB short | Won't fit |
| GeForce RTX 5070 Ti 16GB16 GB · Won't fit | 16 GB | 69.50 GB short | Won't fit |
| GeForce RTX 5080 16GB16 GB · Won't fit | 16 GB | 69.50 GB short | Won't fit |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 53.50 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 61.50 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · Won't fit | 16 GB | 69.50 GB short | Won't fit |
| NVIDIA A100 80GB80 GB · CPU offload | 80 GB | 5.50 GB short | CPU offload |
| NVIDIA H100 SXM 80GB80 GB · CPU offload | 80 GB | 5.50 GB short | CPU offload |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 49.50 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| NVIDIA A100 80GB80 GB · Tight fit | 80 GB | Tight fit+7.94 GB | +7.94 GB |
| NVIDIA H100 SXM 80GB80 GB · Tight fit | 80 GB | Tight fit+7.94 GB | +7.94 GB |
| GeForce RTX 3060 12GB12 GB · Won't fit | 12 GB | 60.06 GB short | Won't fit |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 64.06 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 62.06 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 48.06 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 64.06 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · Won't fit | 16 GB | 56.06 GB short | Won't fit |
| GeForce RTX 4070 12GB12 GB · Won't fit | 12 GB | 60.06 GB short | Won't fit |
| GeForce RTX 4070 Ti Super 16GB16 GB · Won't fit | 16 GB | 56.06 GB short | Won't fit |
| GeForce RTX 4080 16GB16 GB · Won't fit | 16 GB | 56.06 GB short | Won't fit |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 48.06 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · Won't fit | 16 GB | 56.06 GB short | Won't fit |
| GeForce RTX 5070 12GB12 GB · Won't fit | 12 GB | 60.06 GB short | Won't fit |
| GeForce RTX 5070 Ti 16GB16 GB · Won't fit | 16 GB | 56.06 GB short | Won't fit |
| GeForce RTX 5080 16GB16 GB · Won't fit | 16 GB | 56.06 GB short | Won't fit |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 40.06 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 48.06 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · Won't fit | 16 GB | 56.06 GB short | Won't fit |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 36.06 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+20.59 GB | +20.59 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+20.59 GB | +20.59 GB |
| GeForce RTX 3060 12GB12 GB · Won't fit | 12 GB | 47.41 GB short | Won't fit |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 51.41 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 49.41 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 35.41 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 51.41 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · CPU offload | 16 GB | 43.41 GB short | CPU offload |
| GeForce RTX 4070 12GB12 GB · Won't fit | 12 GB | 47.41 GB short | Won't fit |
| GeForce RTX 4070 Ti Super 16GB16 GB · CPU offload | 16 GB | 43.41 GB short | CPU offload |
| GeForce RTX 4080 16GB16 GB · CPU offload | 16 GB | 43.41 GB short | CPU offload |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 35.41 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · CPU offload | 16 GB | 43.41 GB short | CPU offload |
| GeForce RTX 5070 12GB12 GB · Won't fit | 12 GB | 47.41 GB short | Won't fit |
| GeForce RTX 5070 Ti 16GB16 GB · CPU offload | 16 GB | 43.41 GB short | CPU offload |
| GeForce RTX 5080 16GB16 GB · CPU offload | 16 GB | 43.41 GB short | CPU offload |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 27.41 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 35.41 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · CPU offload | 16 GB | 43.41 GB short | CPU offload |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 23.41 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+34.02 GB | +34.02 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+34.02 GB | +34.02 GB |
| GeForce RTX 3060 12GB12 GB · CPU offload | 12 GB | 33.98 GB short | CPU offload |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 37.98 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 35.98 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 21.98 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 37.98 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · CPU offload | 16 GB | 29.98 GB short | CPU offload |
| GeForce RTX 4070 12GB12 GB · CPU offload | 12 GB | 33.98 GB short | CPU offload |
| GeForce RTX 4070 Ti Super 16GB16 GB · CPU offload | 16 GB | 29.98 GB short | CPU offload |
| GeForce RTX 4080 16GB16 GB · CPU offload | 16 GB | 29.98 GB short | CPU offload |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 21.98 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · CPU offload | 16 GB | 29.98 GB short | CPU offload |
| GeForce RTX 5070 12GB12 GB · CPU offload | 12 GB | 33.98 GB short | CPU offload |
| GeForce RTX 5070 Ti 16GB16 GB · CPU offload | 16 GB | 29.98 GB short | CPU offload |
| GeForce RTX 5080 16GB16 GB · CPU offload | 16 GB | 29.98 GB short | CPU offload |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 13.98 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 21.98 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · CPU offload | 16 GB | 29.98 GB short | CPU offload |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 9.98 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+44.30 GB | +44.30 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+44.30 GB | +44.30 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · Tight fit | 48 GB | Tight fit+0.30 GB | +0.30 GB |
| GeForce RTX 3060 12GB12 GB · CPU offload | 12 GB | 23.70 GB short | CPU offload |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 27.70 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · CPU offload | 10 GB | 25.70 GB short | CPU offload |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 11.70 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 27.70 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · CPU offload | 16 GB | 19.70 GB short | CPU offload |
| GeForce RTX 4070 12GB12 GB · CPU offload | 12 GB | 23.70 GB short | CPU offload |
| GeForce RTX 4070 Ti Super 16GB16 GB · CPU offload | 16 GB | 19.70 GB short | CPU offload |
| GeForce RTX 4080 16GB16 GB · CPU offload | 16 GB | 19.70 GB short | CPU offload |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 11.70 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · CPU offload | 16 GB | 19.70 GB short | CPU offload |
| GeForce RTX 5070 12GB12 GB · CPU offload | 12 GB | 23.70 GB short | CPU offload |
| GeForce RTX 5070 Ti 16GB16 GB · CPU offload | 16 GB | 19.70 GB short | CPU offload |
| GeForce RTX 5080 16GB16 GB · CPU offload | 16 GB | 19.70 GB short | CPU offload |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 3.70 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 11.70 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · CPU offload | 16 GB | 19.70 GB short | CPU offload |
VRAM by quantization
Totals at 8,192 tokens. Q4_K_M is the usual balance of size and quality. FP16 weights are the parameter count times 2 bytes. The FP16 column in the table is the full estimate: weights, cache, and 1 GB.
| Quantization | Bits | Weights | Cache | Overhead | Total |
|---|---|---|---|---|---|
| FP16/BF16Bits 16 · Cache 1.50 · Overhead 1.00 | 16 | 202.4 | 1.50 | 1.00 | 204.9 |
| Q8_0Bits 8.5 · Cache 1.50 · Overhead 1.00 | 8.5 | 107.5 | 1.50 | 1.00 | 110.0 |
| Q6_KBits 6.5625 · Cache 1.50 · Overhead 1.00 | 6.5625 | 83.00 | 1.50 | 1.00 | 85.50 |
| Q5_K_MBits 5.5 · Cache 1.50 · Overhead 1.00 | 5.5 | 69.56 | 1.50 | 1.00 | 72.06 |
| Q4_K_MBits 4.5 · Cache 1.50 · Overhead 1.00 | 4.5 | 56.91 | 1.50 | 1.00 | 59.41 |
| Q3_K_MBits 3.4375 · Cache 1.50 · Overhead 1.00 | 3.4375 | 43.48 | 1.50 | 1.00 | 45.98 |
| Q2_KBits 2.625 · Cache 1.50 · Overhead 1.00 | 2.625 | 33.20 | 1.50 | 1.00 | 35.70 |
Context length
Q4_K_M total as the context changes. Cache is the part that grows.
| Context tokens | Cache GB | Q4_K_M total | FP16 total |
|---|---|---|---|
| 2048FP16 total 203.7 | 0.38 | 58.29 | 203.7 |
| 8192FP16 total 204.9 | 1.50 | 59.41 | 204.9 |
| 32768FP16 total 206.0 | 2.63 | 60.54 | 206.0 |
| 131072FP16 total 210.5 | 7.13 | 65.04 | 210.5 |
The configured context length is 10,485,760 tokens. The context table stops at 131,072 tokens.
Llama 4 Scout hardware notes
- Unified memory counts 75 percent of the listed pool as usable. Discrete cards use the full listed memory. The memory column still shows the listed figure.
- Last updated 2025-05-22.
- Weights, cache, and the 1 GB overhead are estimates. How this is calculated.
- Architecture numbers come from unsloth/Llama-4-Scout-17B-16E-Instruct because the official download is gated. The parameter count is the official Hugging Face record.
Llama 4 Scout VRAM FAQ
How much VRAM does Llama 4 Scout need at Q4_K_M?
59.41 GB at 8,192 tokens. Weights are 56.91 GB, the cache is 1.50 GB, and overhead is 1 GB.
Does a 24 GB GPU fit Llama 4 Scout at Q4_K_M?
GeForce RTX 3090 24GB is CPU offload, 35.41 GB over. The quant table uses 8,192 tokens, the smaller of 8,192 and the configured maximum of 10,485,760.
What context length is configured for Llama 4 Scout?
The configured context length is 10,485,760 tokens. The quant table uses 8,192 tokens, the smaller of 8,192 and the configured maximum of 10,485,760.
Which source supplies the parameter count for Llama 4 Scout?
108.6B parameters, from the Hugging Face model record for meta-llama/Llama-4-Scout-17B-16E-Instruct. Architecture numbers come from the public copy at unsloth/Llama-4-Scout-17B-16E-Instruct, because the official download is gated. The parameter count is the official record.
Related models
| Model | Q4_K_M GB |
|---|---|
| gpt-oss-120b | 62.49 |
| Llama 3.1 70B | 40.46 |
| Llama 3.3 70B | 40.46 |
| Gemma 4 | 18.48 |