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Can I run Llama 4 Scout 17B 16E (MoE) locally?

Llama 4 Scout 17B 16E (MoE) has 108.64 billion parameters (Hugging Face). At the popular Q4_K_M quantization it needs roughly 70.6 GB of GPU memory ESTIMATE. It has been on Hugging Face since 2025-04-02. It's a mixture-of-experts model: all weights must fit in memory, but it generates faster than a dense model of the same size.

Memory needed by quantization

QuantWeightsTotal needed (est.)
IQ1_S21.2 GB23.6 GB
IQ2_XXS28.0 GB30.8 GB
IQ2_M36.7 GB39.9 GB
Q2_K43.0 GB46.6 GB
IQ3_XXS41.6 GB45.0 GB
Q3_K_S49.6 GB53.5 GB
IQ3_M49.7 GB53.6 GB
Q3_K_M54.3 GB58.4 GB
IQ4_XS57.7 GB62.0 GB
Q4_061.1 GB65.6 GB
Q4_K_M65.9 GB70.6 GB
MXFP462.9 GB67.4 GB
Q5_K_M77.3 GB82.5 GB
Q6_K89.1 GB94.9 GB
Q8_0115.4 GB122.6 GB
F16217.3 GB229.6 GB

KV cache by context length ESTIMATE

Contextf16q8_0q4_0
4k0.81 GB0.43 GB0.23 GB
8k1.61 GB0.86 GB0.45 GB
16k3.22 GB1.71 GB0.91 GB
32k6.44 GB3.42 GB1.81 GB
64k12.88 GB6.85 GB3.62 GB
128k25.77 GB13.69 GB7.25 GB

From config.json: 48 KV-caching attention layers, 8 KV heads × 128 head dim. Max context 10240k. The tables above assume 4k context.

Which GPUs and Macs can run it?

HardwareMemoryQ4_K_MQ8_0F16
RTX 509032 GB❌❌❌
RTX 508016 GB❌❌❌
RTX 5070 Ti16 GB❌❌❌
RTX 507012 GB❌❌❌
RTX 5060 Ti 16GB16 GB❌❌❌
RTX 5060 Ti 8GB8 GB❌❌❌
RTX 50608 GB❌❌❌
RTX 50508 GB❌❌❌
RTX 409024 GB❌❌❌
RTX 4080 Super16 GB❌❌❌
RTX 408016 GB❌❌❌
RTX 4070 Ti Super16 GB❌❌❌
RTX 4070 Ti12 GB❌❌❌
RTX 4070 Super12 GB❌❌❌
RTX 407012 GB❌❌❌
RTX 4060 Ti 16GB16 GB❌❌❌
RTX 4060 Ti 8GB8 GB❌❌❌
RTX 40608 GB❌❌❌
RTX 3090 Ti24 GB❌❌❌
RTX 309024 GB❌❌❌
RTX 3080 Ti12 GB❌❌❌
RTX 3080 12GB12 GB❌❌❌
RTX 3080 10GB10 GB❌❌❌
RTX 3070 Ti8 GB❌❌❌
RTX 30708 GB❌❌❌
RTX 3060 Ti8 GB❌❌❌
RTX 3060 12GB12 GB❌❌❌
RTX 3060 8GB8 GB❌❌❌
RTX 3050 8GB8 GB❌❌❌
RTX 3050 6GB6 GB❌❌❌
RTX 2080 Ti11 GB❌❌❌
RTX 2080 Super8 GB❌❌❌
RTX 20808 GB❌❌❌
RTX 2070 Super8 GB❌❌❌
RTX 20708 GB❌❌❌
RTX 2060 Super8 GB❌❌❌
RTX 2060 6GB6 GB❌❌❌
RTX 2060 12GB12 GB❌❌❌
GTX 1080 Ti11 GB❌❌❌
GTX 1660 Super6 GB❌❌❌
RTX 5090 Laptop24 GB❌❌❌
RTX 4090 Laptop16 GB❌❌❌
RTX PRO 6000 Blackwell96 GB✅❌❌
RTX 6000 Ada48 GB❌❌❌
RTX A600048 GB❌❌❌
RTX A500024 GB❌❌❌
RTX A400016 GB❌❌❌
Tesla P4024 GB❌❌❌
DGX Spark (GB10)128 GB✅⚠️ tight❌
Radeon RX 9070 XT16 GB❌❌❌
Radeon RX 907016 GB❌❌❌
Radeon RX 9060 XT 16GB16 GB❌❌❌
Radeon RX 9060 XT 8GB8 GB❌❌❌
Radeon RX 7900 XTX24 GB❌❌❌
Radeon RX 7900 XT20 GB❌❌❌
Radeon RX 7900 GRE16 GB❌❌❌
Radeon RX 7800 XT16 GB❌❌❌
Radeon RX 7700 XT12 GB❌❌❌
Radeon RX 7600 XT16 GB❌❌❌
Radeon RX 76008 GB❌❌❌
Radeon RX 6950 XT16 GB❌❌❌
Radeon RX 6900 XT16 GB❌❌❌
Radeon RX 6800 XT16 GB❌❌❌
Radeon RX 680016 GB❌❌❌
Radeon RX 6750 XT12 GB❌❌❌
Radeon RX 6700 XT12 GB❌❌❌
Radeon RX 6650 XT8 GB❌❌❌
Radeon RX 6600 XT8 GB❌❌❌
Radeon RX 66008 GB❌❌❌
Radeon AI Pro R970032 GB❌❌❌
Intel Arc B58012 GB❌❌❌
Intel Arc B57010 GB❌❌❌
Intel Arc A770 16GB16 GB❌❌❌
Intel Arc A770 8GB8 GB❌❌❌
Intel Arc A7508 GB❌❌❌
Intel Arc Pro B6024 GB❌❌❌
GTX 16504 GB❌❌❌
GTX 1650 Super4 GB❌❌❌
GTX 1650 Laptop4 GB❌❌❌
GTX 1050 Ti4 GB❌❌❌
RTX 3050 Laptop 4GB4 GB❌❌❌
RTX 2050 Laptop4 GB❌❌❌
Quadro T10004 GB❌❌❌
RX 6500 XT 4GB4 GB❌❌❌
RX 64004 GB❌❌❌
Intel Arc A3806 GB❌❌❌
Apple M1 (16 GB)16 GB❌❌❌
Apple M1 Pro (16 GB)16 GB❌❌❌
Apple M1 Pro (32 GB)32 GB❌❌❌
Apple M1 Max (32 GB)32 GB❌❌❌
Apple M1 Max (64 GB)64 GB❌❌❌
Apple M1 Ultra (64 GB)64 GB❌❌❌
Apple M1 Ultra (128 GB)128 GB✅❌❌
Apple M2 (16 GB)16 GB❌❌❌
Apple M2 (24 GB)24 GB❌❌❌
Apple M2 Pro (16 GB)16 GB❌❌❌
Apple M2 Pro (32 GB)32 GB❌❌❌
Apple M2 Max (32 GB)32 GB❌❌❌
Apple M2 Max (64 GB)64 GB❌❌❌
Apple M2 Max (96 GB)96 GB⚠️ tight❌❌
Apple M2 Ultra (64 GB)64 GB❌❌❌
Apple M2 Ultra (128 GB)128 GB✅❌❌
Apple M2 Ultra (192 GB)192 GB✅✅❌
Apple M3 (16 GB)16 GB❌❌❌
Apple M3 (24 GB)24 GB❌❌❌
Apple M3 Pro (36 GB)36 GB❌❌❌
Apple M3 Max (36 GB)36 GB❌❌❌
Apple M3 Max (48 GB)48 GB❌❌❌
Apple M3 Max (64 GB)64 GB❌❌❌
Apple M3 Max (96 GB)96 GB⚠️ tight❌❌
Apple M3 Max (128 GB)128 GB✅❌❌
Apple M3 Ultra (96 GB)96 GB⚠️ tight❌❌
Apple M3 Ultra (256 GB)256 GB✅✅❌
Apple M3 Ultra (512 GB)512 GB✅✅✅
Apple M4 (16 GB)16 GB❌❌❌
Apple M4 (24 GB)24 GB❌❌❌
Apple M4 (32 GB)32 GB❌❌❌
Apple M4 Pro (24 GB)24 GB❌❌❌
Apple M4 Pro (48 GB)48 GB❌❌❌
Apple M4 Pro (64 GB)64 GB❌❌❌
Apple M4 Max (36 GB)36 GB❌❌❌
Apple M4 Max (48 GB)48 GB❌❌❌
Apple M4 Max (64 GB)64 GB❌❌❌
Apple M4 Max (128 GB)128 GB✅❌❌
Apple M5 (16 GB)16 GB❌❌❌
Apple M5 (24 GB)24 GB❌❌❌
Apple M5 (32 GB)32 GB❌❌❌
Apple M5 Pro (24 GB)24 GB❌❌❌
Apple M5 Pro (48 GB)48 GB❌❌❌
Apple M5 Pro (64 GB)64 GB❌❌❌
Apple M5 Max (36 GB)36 GB❌❌❌
Apple M5 Max (48 GB)48 GB❌❌❌
Apple M5 Max (64 GB)64 GB❌❌❌
Apple M5 Max (128 GB)128 GB✅❌❌
AMD Ryzen AI Max+ 395 Strix Halo 32GB (Linux, ~24 GB for GPU) · Radeon 8060S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a24 GB❌❌❌
AMD Ryzen AI Max+ 395 Strix Halo 32GB (Windows, ~24 GB for GPU) · Radeon 8060S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a24 GB❌❌❌
AMD Ryzen AI Max+ 395 Strix Halo 64GB (Linux, ~56 GB for GPU) · Radeon 8060S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a56 GB❌❌❌
AMD Ryzen AI Max+ 395 Strix Halo 64GB (Windows, ~48 GB for GPU) · Radeon 8060S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a48 GB❌❌❌
AMD Ryzen AI Max+ 395 Strix Halo 96GB (Linux, ~88 GB for GPU) · Radeon 8060S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a88 GB✅❌❌
AMD Ryzen AI Max+ 395 Strix Halo 96GB (Windows, ~72 GB for GPU) · Radeon 8060S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a72 GB⚠️ tight❌❌
AMD Ryzen AI Max+ 395 Strix Halo 128GB (Linux, ~120 GB for GPU) · Radeon 8060S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a120 GB✅❌❌
AMD Ryzen AI Max+ 395 Strix Halo 128GB (Windows, ~96 GB for GPU) · Radeon 8060S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a96 GB✅❌❌
AMD Ryzen AI Max 390/385 Strix Halo 32GB (Linux, ~24 GB for GPU) · Radeon 8050S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a24 GB❌❌❌
AMD Ryzen AI Max 390/385 Strix Halo 32GB (Windows, ~24 GB for GPU) · Radeon 8050S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a24 GB❌❌❌
AMD Ryzen AI Max 390/385 Strix Halo 64GB (Linux, ~56 GB for GPU) · Radeon 8050S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a56 GB❌❌❌
AMD Ryzen AI Max 390/385 Strix Halo 64GB (Windows, ~48 GB for GPU) · Radeon 8050S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a48 GB❌❌❌
AMD Ryzen AI Max 390/385 Strix Halo 128GB (Linux, ~120 GB for GPU) · Radeon 8050S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a120 GB✅❌❌
AMD Ryzen AI Max 390/385 Strix Halo 128GB (Windows, ~96 GB for GPU) · Radeon 8050S · Framework Desktop / GMKtec EVO-X2 / HP Z2 Mini G1a96 GB✅❌❌

✅ fits · ⚠️ fits with little headroom · ❌ doesn't fit on this one device (multiple GPUs or RAM offload may work; check your setup). Apple Silicon assumes macOS lets the GPU use ~67–75% of unified memory. All fit verdicts are estimates.

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