What GPU do you need to run LFM3-1.7B?
A used GeForce RTX 3060 12 GB ($305). It is the cheapest priced graphics card that holds LFM3-1.7B (about 2.6 GB at Q4) with room for its full 256K context, at about 141 tok/s estimate; that is the card price only, and it requires a separate compatible PC. 157 of the 157 GPUs and systems we track fit it.
1.73B parameters (Hugging Face, accessed 2026-10-27). Q4_K_M GGUF: 1.1 GB (source). Architecture config (Hugging Face config.json; layer_types: 6 full_attention + 5 sliding_attention (256) + 13 conv layers. The conv layers keep a small fixed-size state and no KV (arch hybrid, so the speed estimate adds the recurrent-state cost); llama.cpp lfm3 puts the attention layers in its iSWA cache (src/models/lfm3.cpp, llama-memory-hybrid-iswa)): 6 attention layers (the rest are recurrent) × 4 KV heads × 128 head dim, plus 5 sliding-window layers (256-token window), so about 12 KB of FP16 KV cache per token of context (how we estimate context).
Liquid AI text model on the LFM3 backbone: 24 layers, 13 gated short convolutions (a small fixed-size state, no growing KV cache), 5 sliding-window attention layers (256-token window) and 6 global attention layers. 1.73B is Hugging Face's safetensors total of 1,728,801,536 (BF16). Card: 256K context; reasoning is on by default. Q4_K_M is Liquid AI's official GGUF (LFM3-1.7B-Q4_K_M.gguf, 1,099,627,808 bytes); the repo also has a quantization-aware-distilled QAD-Q4_0 build. Every size is in the table below. llama.cpp support (lfm3 architecture) was merged on Oct 27, 2026 (ggml-org/llama.cpp PR #31252) and is in tagged releases v0.9.0 (Nov 4, 2026) and v1.0.0 (Nov 13, 2026). Liquid's MLX builds wait on an mlx-lm release with LFM3 support (in progress, per the card); Transformers needs trust_remote_code. Liquid says the model can power agentic applications that used to need 9B parameters and that a 128K-token context needs 1.6 GB of KV cache; those are Liquid's claims, not checked here. LFM Open License v1.0: commercial use is licensed only while you (with your affiliates) stay under $10M annual revenue; above that, commercial use is not licensed under it. The cap does not apply to qualifying non-profits doing non-commercial or research work. Release date is Liquid's announcement.
GGUF files and sizes
Exact sizes from Hugging Face, accessed 2026-10-27. The fit and context tables on this page use the Q4_K_M file (1.1 GB); a smaller file needs less memory by the difference. VRAM needed is the file + the same headroom.
| File | Published by | Bytes | Size | VRAM needed | Source |
|---|---|---|---|---|---|
| QAD-Q4_0 | Liquid AI | 1,049,615,680 | 1.05 GB | ~2.5 GB | Hugging Face |
| Q4_K_M | Liquid AI | 1,099,627,808 | 1.1 GB | ~2.6 GB | Hugging Face |
| Q5_K_M | Liquid AI | 1,258,663,200 | 1.26 GB | ~2.8 GB | Hugging Face |
| Q6_K | Liquid AI | 1,427,638,304 | 1.43 GB | ~2.9 GB | Hugging Face |
| Q8_0 | Liquid AI | 1,846,238,496 | 1.85 GB | ~3.4 GB | Hugging Face |
| BF16 | Liquid AI | 3,466,626,336 | 3.47 GB | ~5 GB | Hugging Face |
| F16 | Liquid AI | 3,466,626,336 | 3.47 GB | ~5 GB | Hugging Face |
Other places to get it
Checked Nov 14, 2026. We list only copies we opened and checked. Check file hashes for copies from other uploaders.
- ModelScope: Other uploaderSame account name as on Hugging Face; we found no link from the lab to it
- Ollama: Runs on your machine
ollama pull lfm3:1.7b
Single GPUs that fit, cheapest first
| Single GPU that fits | VRAM | Speed estimate | Max context estimate | Price |
|---|---|---|---|---|
| NVIDIA GeForce RTX 3060 12 GB | 12 GB | ~141 tok/s | 256K (full) | low $305 |
| Intel Arc B580 | 12 GB | ~154 tok/s | 256K (full) | low $330 |
| NVIDIA GeForce RTX 5060 | 8 GB | ~156 tok/s | 256K (full) | low $410 |
| NVIDIA GeForce RTX 5060 Ti 8 GB | 8 GB | ~156 tok/s | 256K (full) | low $450 |
| AMD Radeon RX 9070 | 16 GB | ~216 tok/s | 256K (full) | low $570 |
| AMD Radeon RX 7800 XT | 16 GB | ~213 tok/s | 256K (full) | low $599 |
| NVIDIA GeForce RTX 4070 SUPER | 12 GB | ~164 tok/s | 256K (full) | low $620 |
| AMD Radeon RX 9060 XT 16 GB | 16 GB | ~146 tok/s | 256K (full) | low $620 |
| NVIDIA GeForce RTX 5060 Ti 16 GB | 16 GB | ~156 tok/s | 256K (full) | low $780 |
| NVIDIA GeForce RTX 5070 | 12 GB | ~183 tok/s | 256K (full) | low $800 |
| AMD Radeon RX 9070 XT | 16 GB | ~216 tok/s | 256K (full) | low $810 |
| NVIDIA GeForce RTX 5070 Ti | 16 GB | ~200 tok/s | 256K (full) | low $1,120 |
| AMD Radeon RX 7900 XTX | 24 GB | ~257 tok/s | 256K (full) | low $1,350 |
| NVIDIA GeForce RTX 3090 | 24 GB | ~203 tok/s | 256K (full) | low $1,499 |
| NVIDIA GeForce RTX 5080 | 16 GB | ~204 tok/s | 256K (full) | low $1,600 |
| Apple Mac Studio M5 Max (32-core GPU, 36 GB) | 36 GB (~24.1 usable) | ~143 tok/s | 256K (full) | low $2,499 |
| NVIDIA GeForce RTX 4090 | 24 GB | ~207 tok/s | 256K (full) | low $2,910 |
| NVIDIA DGX Spark (64GB) | 64 GB | ~122 tok/s | 256K (full) | low $4,999 |
| Apple Mac Studio M5 Ultra (64-core GPU, 96 GB) | 96 GB (~72 usable) | ~188 tok/s | 256K (full) | low $5,499 |
| NVIDIA GeForce RTX 5090 | 32 GB | ~233 tok/s | 256K (full) | low $6,500 |
| Framework Desktop, AMD Ryzen AI Max+ PRO 495 (Strix Halo), 192 GB | 192 GB | ~131 tok/s | 256K (full) | low $6,799 |
| NVIDIA DGX Spark (128GB) | 128 GB | ~122 tok/s | 256K (full) | low $6,949.99 |
| NVIDIA RTX A6000 | 48 GB | ~191 tok/s | 256K (full) | low $8,363 |
| AMD Radeon PRO W6400 | 4 GB | ~74 tok/s | 150K · 256K (8-bit) | No price yet |
| AMD Radeon RX 6400 | 4 GB | ~74 tok/s | 150K · 256K (8-bit) | No price yet |
| AMD Radeon RX 6500 XT 4GB | 4 GB | ~81 tok/s | 150K · 256K (8-bit) | No price yet |
| AMD Radeon RX 9050 4GB | 4 GB | ~81 tok/s | 150K · 256K (8-bit) | No price yet |
| Intel Arc A310 | 4 GB | ~37 tok/s | 150K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1050 Ti | 4 GB | ~53 tok/s | 150K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1650 (GDDR5) | 4 GB | ~75 tok/s | 150K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1650 (GDDR6) | 4 GB | ~99 tok/s | 150K · 256K (8-bit) | No price yet |
| NVIDIA RTX A400 | 4 GB | ~60 tok/s | 150K · 256K (8-bit) | No price yet |
| Intel Arc A380 | 6 GB | ~53 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A40 | 6 GB | ~55 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A50 | 6 GB | ~55 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1060 6GB | 6 GB | ~81 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 | 6 GB | ~99 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 SUPER | 6 GB | ~137 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 Ti | 6 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2060 6GB | 6 GB | ~137 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A2000 6GB | 6 GB | ~126 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W6600 | 8 GB | ~114 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7400 | 8 GB | ~94 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7500 | 8 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7600 | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6500 XT 8GB | 8 GB | ~81 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6600 | 8 GB | ~114 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6600 XT | 8 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6650 XT | 8 GB | ~133 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7400 | 8 GB | ~94 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7600 | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9050 | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 XT 8GB | 8 GB | ~146 tok/s | 256K (full) | No price yet |
| Intel Arc A580 | 8 GB | ~120 tok/s | 256K (full) | No price yet |
| Intel Arc A750 | 8 GB | ~120 tok/s | 256K (full) | No price yet |
| Intel Arc A770 8GB | 8 GB | ~120 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1070 | 8 GB | ~98 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1070 Ti | 8 GB | ~98 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1080 | 8 GB | ~113 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2060 SUPER | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2070 | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2070 SUPER | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 SUPER | 8 GB | ~163 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3070 | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3070 Ti | 8 GB | ~177 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 | 8 GB | ~122 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 Ti 8GB | 8 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5050 | 8 GB | ~133 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A1000 | 8 GB | ~99 tok/s | 256K (full) | No price yet |
| NVIDIA T1000 8GB | 8 GB | ~88 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6700 | 10 GB | ~146 tok/s | 256K (full) | No price yet |
| Intel Arc B570 | 10 GB | ~137 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3080 | 10 GB | ~191 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1080 Ti | 11 GB | ~141 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 Ti | 11 GB | ~178 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6700 XT | 12 GB | ~163 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6750 XT | 12 GB | ~175 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7700 XT | 12 GB | ~175 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9070 GRE | 12 GB | ~175 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A60 | 12 GB | ~97 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3080 Ti | 12 GB | ~201 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 | 12 GB | ~164 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 Ti | 12 GB | ~164 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A2000 12GB | 12 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P100 PCIe 12GB | 12 GB | ~150 tok/s | 256K (full) | No price yet |
| NVIDIA TITAN Xp | 12 GB | ~149 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7700 | 16 GB | ~205 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6800 | 16 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6800 XT | 16 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6900 XT | 16 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6950 XT | 16 GB | ~205 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7600 XT | 16 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7700 | 16 GB | ~213 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7900 GRE | 16 GB | ~205 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 XT LP | 16 GB | ~146 tok/s | 256K (full) | No price yet |
| Intel Arc A770 16GB | 16 GB | ~127 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B50 | 16 GB | ~93 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 Ti 16 GB | 16 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 Ti SUPER | 16 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4080 | 16 GB | ~187 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4080 SUPER | 16 GB | ~189 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 2000 Ada Generation | 16 GB | ~109 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A4000 | 16 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 2000 Blackwell | 16 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA T4 | 16 GB | ~129 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P100 PCIe 16GB | 16 GB | ~169 tok/s | 256K (full) | No price yet |
| NVIDIA V100 PCIe 16GB | 16 GB | ~200 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7900 XT | 20 GB | ~239 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4000 Ada Generation | 20 GB | ~141 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4000 SFF Ada Generation | 20 GB | ~124 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A4500 | 20 GB | ~180 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B60 | 24 GB | ~154 tok/s | 256K (full) | No price yet |
| NVIDIA A10 | 24 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3090 Ti | 24 GB | ~207 tok/s | 256K (full) | No price yet |
| NVIDIA L4 | 24 GB | ~129 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro RTX 6000 | 24 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4500 Ada Generation | 24 GB | ~154 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A5000 | 24 GB | ~191 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A5500 | 24 GB | ~191 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4000 Blackwell | 24 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4000 SFF Blackwell | 24 GB | ~154 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P40 | 24 GB | ~118 tok/s | 256K (full) | No price yet |
| NVIDIA TITAN RTX | 24 GB | ~183 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO V710 | 28 GB | ~179 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9600 | 32 GB | ~216 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9600D | 32 GB | ~216 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9700 | 32 GB | ~216 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9700S | 32 GB | ~216 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO V620 | 32 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W6800 | 32 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7800 32GB | 32 GB | ~205 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B70 | 32 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro GV100 | 32 GB | ~199 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 5000 Ada Generation | 32 GB | ~173 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4500 Blackwell | 32 GB | ~200 tok/s | 256K (full) | No price yet |
| NVIDIA V100 PCIe 32GB | 32 GB | ~200 tok/s | 256K (full) | No price yet |
| NVIDIA V100S PCIe 32GB | 32 GB | ~213 tok/s | 256K (full) | No price yet |
| Apple M5 Pro 48GB | 48 GB (~36 usable) | ~120 tok/s | 256K (full) | No price yet |
| NVIDIA A100 40GB PCIe | 40 GB | ~227 tok/s | 256K (full) | No price yet |
| NVIDIA A800 40GB Active | 40 GB | ~227 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7800 48GB | 48 GB | ~247 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7900 | 48 GB | ~247 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7900 Dual Slot | 48 GB | ~247 tok/s | 256K (full) | No price yet |
| Apple Mac Studio M5 Max (40-core GPU, 64 GB) | 64 GB (~48 usable) | ~158 tok/s | 256K (full) | No price yet |
| NVIDIA A40 | 48 GB | ~185 tok/s | 256K (full) | No price yet |
| NVIDIA L40 | 48 GB | ~198 tok/s | 256K (full) | No price yet |
| NVIDIA L40S | 48 GB | ~198 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro RTX 8000 | 48 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 6000 Ada Generation | 48 GB | ~204 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 5000 Blackwell 48GB | 48 GB | ~221 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 5000 Blackwell 72GB | 72 GB | ~221 tok/s | 256K (full) | No price yet |
| NVIDIA A100 80GB PCIe | 80 GB | ~236 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Max-Q | 96 GB | ~233 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Server Edition | 96 GB | ~229 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Workstation Edition | 96 GB | ~233 tok/s | 256K (full) | No price yet |
Every device that runs it
Graphics cards, Macs and mini PCs from the wider hardware list behind My rig, smallest usable memory first. Not sure about yours? Check your exact rig.
Show all 224 devices that run it
| Device | Type | Memory | Speed estimate | Max context estimate | Price |
|---|---|---|---|---|---|
| AMD Radeon PRO W6400 | Workstation GPU | 4 GB | ~74 tok/s | 150K · 256K (8-bit) | No price yet |
| AMD Radeon RX 6400 | GPU | 4 GB | ~74 tok/s | 150K · 256K (8-bit) | No price yet |
| AMD Radeon RX 6500 XT 4GB | GPU | 4 GB | ~81 tok/s | 150K · 256K (8-bit) | No price yet |
| AMD Radeon RX 9050 4GB | GPU | 4 GB | ~81 tok/s | 150K · 256K (8-bit) | No price yet |
| Intel Arc A310 | GPU | 4 GB | ~37 tok/s | 150K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1050 Ti | GPU | 4 GB | ~53 tok/s | 150K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1650 (GDDR5) | GPU | 4 GB | ~75 tok/s | 150K · 256K (8-bit) | No price yet |
| NVIDIA GeForce GTX 1650 (GDDR6) | GPU | 4 GB | ~99 tok/s | 150K · 256K (8-bit) | No price yet |
| NVIDIA RTX A400 | Workstation GPU | 4 GB | ~60 tok/s | 150K · 256K (8-bit) | No price yet |
| Apple M2 8GB | Mac | 8 GB (~5.4 usable) | ~60 tok/s | 256K (full) | No price yet |
| Apple M3 8GB | Mac | 8 GB (~5.4 usable) | ~60 tok/s | 256K (full) | No price yet |
| Intel Arc A380 | GPU | 6 GB | ~53 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A40 | Workstation GPU | 6 GB | ~55 tok/s | 256K (full) | No price yet |
| Intel Arc Pro A50 | Workstation GPU | 6 GB | ~55 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1060 6GB | GPU | 6 GB | ~81 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 | GPU | 6 GB | ~99 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 SUPER | GPU | 6 GB | ~137 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1660 Ti | GPU | 6 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2060 6GB | GPU | 6 GB | ~137 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A2000 6GB | Workstation GPU | 6 GB | ~126 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W6600 | Workstation GPU | 8 GB | ~114 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7400 | Workstation GPU | 8 GB | ~94 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7500 | Workstation GPU | 8 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7600 | Workstation GPU | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6500 XT 8GB | GPU | 8 GB | ~81 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6600 | GPU | 8 GB | ~114 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6600 XT | GPU | 8 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6650 XT | GPU | 8 GB | ~133 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7400 | GPU | 8 GB | ~94 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7600 | GPU | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9050 | GPU | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 | GPU | 8 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 XT 8GB | GPU | 8 GB | ~146 tok/s | 256K (full) | No price yet |
| Intel Arc A580 | GPU | 8 GB | ~120 tok/s | 256K (full) | No price yet |
| Intel Arc A750 | GPU | 8 GB | ~120 tok/s | 256K (full) | No price yet |
| Intel Arc A770 8GB | GPU | 8 GB | ~120 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1070 | GPU | 8 GB | ~98 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1070 Ti | GPU | 8 GB | ~98 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1080 | GPU | 8 GB | ~113 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2060 SUPER | GPU | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2070 | GPU | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2070 SUPER | GPU | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 | GPU | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 SUPER | GPU | 8 GB | ~163 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3070 | GPU | 8 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3070 Ti | GPU | 8 GB | ~177 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 | GPU | 8 GB | ~122 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 Ti 8GB | GPU | 8 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5050 | GPU | 8 GB | ~133 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5060 | GPU | 8 GB | ~156 tok/s | 256K (full) | low $410 |
| NVIDIA GeForce RTX 5060 Ti 8 GB | GPU | 8 GB | ~156 tok/s | 256K (full) | low $450 |
| NVIDIA RTX A1000 | Workstation GPU | 8 GB | ~99 tok/s | 256K (full) | No price yet |
| NVIDIA T1000 8GB | Workstation GPU | 8 GB | ~88 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6700 | GPU | 10 GB | ~146 tok/s | 256K (full) | No price yet |
| Intel Arc B570 | GPU | 10 GB | ~137 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3080 | GPU | 10 GB | ~191 tok/s | 256K (full) | No price yet |
| Apple M1 Pro 16GB | Mac | 16 GB (~10.7 usable) | ~95 tok/s | 256K (full) | No price yet |
| Apple M2 16GB | Mac | 16 GB (~10.7 usable) | ~60 tok/s | 256K (full) | No price yet |
| Apple M2 Pro 16GB | Mac | 16 GB (~10.7 usable) | ~95 tok/s | 256K (full) | No price yet |
| Apple M3 16GB | Mac | 16 GB (~10.7 usable) | ~60 tok/s | 256K (full) | No price yet |
| Apple M4 16GB | Mac | 16 GB (~10.7 usable) | ~68 tok/s | 256K (full) | No price yet |
| Apple M5 16GB | Mac | 16 GB (~10.7 usable) | ~81 tok/s | 256K (full) | No price yet |
| Apple M6 16GB | Mac | 16 GB (~10.7 usable) | ~81 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce GTX 1080 Ti | GPU | 11 GB | ~141 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 2080 Ti | GPU | 11 GB | ~178 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6700 XT | GPU | 12 GB | ~163 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6750 XT | GPU | 12 GB | ~175 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7700 XT | GPU | 12 GB | ~175 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9070 GRE | GPU | 12 GB | ~175 tok/s | 256K (full) | No price yet |
| Intel Arc B580 | GPU | 12 GB | ~154 tok/s | 256K (full) | low $330 |
| Intel Arc Pro A60 | Workstation GPU | 12 GB | ~97 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3060 12 GB | GPU | 12 GB | ~141 tok/s | 256K (full) | low $305 |
| NVIDIA GeForce RTX 3080 Ti | GPU | 12 GB | ~201 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 | GPU | 12 GB | ~164 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 SUPER | GPU | 12 GB | ~164 tok/s | 256K (full) | low $620 |
| NVIDIA GeForce RTX 4070 Ti | GPU | 12 GB | ~164 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5070 | GPU | 12 GB | ~183 tok/s | 256K (full) | low $800 |
| NVIDIA RTX A2000 12GB | Workstation GPU | 12 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P100 PCIe 12GB | Data center GPU | 12 GB | ~150 tok/s | 256K (full) | No price yet |
| NVIDIA TITAN Xp | GPU | 12 GB | ~149 tok/s | 256K (full) | No price yet |
| Apple M3 Pro 18GB | Mac | 18 GB (~12.1 usable) | ~80 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7700 | Workstation GPU | 16 GB | ~205 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6800 | GPU | 16 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6800 XT | GPU | 16 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6900 XT | GPU | 16 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 6950 XT | GPU | 16 GB | ~205 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7600 XT | GPU | 16 GB | ~136 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7700 | GPU | 16 GB | ~213 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7800 XT | GPU | 16 GB | ~213 tok/s | 256K (full) | low $599 |
| AMD Radeon RX 7900 GRE | GPU | 16 GB | ~205 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9060 XT 16 GB | GPU | 16 GB | ~146 tok/s | 256K (full) | low $620 |
| AMD Radeon RX 9060 XT LP | GPU | 16 GB | ~146 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 9070 | GPU | 16 GB | ~216 tok/s | 256K (full) | low $570 |
| AMD Radeon RX 9070 XT | GPU | 16 GB | ~216 tok/s | 256K (full) | low $810 |
| Intel Arc A770 16GB | GPU | 16 GB | ~127 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B50 | Workstation GPU | 16 GB | ~93 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4060 Ti 16 GB | GPU | 16 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4070 Ti SUPER | GPU | 16 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4080 | GPU | 16 GB | ~187 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4080 SUPER | GPU | 16 GB | ~189 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5060 Ti 16 GB | GPU | 16 GB | ~156 tok/s | 256K (full) | low $780 |
| NVIDIA GeForce RTX 5070 Ti | GPU | 16 GB | ~200 tok/s | 256K (full) | low $1,120 |
| NVIDIA GeForce RTX 5080 | GPU | 16 GB | ~204 tok/s | 256K (full) | low $1,600 |
| NVIDIA RTX 2000 Ada Generation | Workstation GPU | 16 GB | ~109 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A4000 | Workstation GPU | 16 GB | ~156 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 2000 Blackwell | Workstation GPU | 16 GB | ~126 tok/s | 256K (full) | No price yet |
| NVIDIA T4 | Data center GPU | 16 GB | ~129 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P100 PCIe 16GB | Data center GPU | 16 GB | ~169 tok/s | 256K (full) | No price yet |
| NVIDIA V100 PCIe 16GB | Data center GPU | 16 GB | ~200 tok/s | 256K (full) | No price yet |
| Apple M2 24GB | Mac | 24 GB (~16.1 usable) | ~60 tok/s | 256K (full) | No price yet |
| Apple M3 24GB | Mac | 24 GB (~16.1 usable) | ~60 tok/s | 256K (full) | No price yet |
| Apple M4 24GB | Mac | 24 GB (~16.1 usable) | ~68 tok/s | 256K (full) | No price yet |
| Apple M4 Pro 24GB | Mac | 24 GB (~16.1 usable) | ~113 tok/s | 256K (full) | No price yet |
| Apple M5 24GB | Mac | 24 GB (~16.1 usable) | ~81 tok/s | 256K (full) | No price yet |
| Apple M5 Pro 24GB | Mac | 24 GB (~16.1 usable) | ~120 tok/s | 256K (full) | No price yet |
| Apple M6 24GB | Mac | 24 GB (~16.1 usable) | ~86 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7900 XT | GPU | 20 GB | ~239 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4000 Ada Generation | Workstation GPU | 20 GB | ~141 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4000 SFF Ada Generation | Workstation GPU | 20 GB | ~124 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A4500 | Workstation GPU | 20 GB | ~180 tok/s | 256K (full) | No price yet |
| Apple M1 Max 32GB | Mac | 32 GB (~21.4 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M1 Pro 32GB | Mac | 32 GB (~21.4 usable) | ~95 tok/s | 256K (full) | No price yet |
| Apple M2 Max (30-core GPU) 32GB | Mac | 32 GB (~21.4 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M2 Max (38-core GPU) 32GB | Mac | 32 GB (~21.4 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M2 Pro 32GB | Mac | 32 GB (~21.4 usable) | ~95 tok/s | 256K (full) | No price yet |
| Apple M4 32GB | Mac | 32 GB (~21.4 usable) | ~68 tok/s | 256K (full) | No price yet |
| Apple M5 32GB | Mac | 32 GB (~21.4 usable) | ~81 tok/s | 256K (full) | No price yet |
| Apple M6 32GB | Mac | 32 GB (~21.4 usable) | ~86 tok/s | 256K (full) | No price yet |
| AMD Radeon RX 7900 XTX | GPU | 24 GB | ~257 tok/s | 256K (full) | low $1,350 |
| Intel Arc Pro B60 | Workstation GPU | 24 GB | ~154 tok/s | 256K (full) | No price yet |
| NVIDIA A10 | Data center GPU | 24 GB | ~176 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 3090 | GPU | 24 GB | ~203 tok/s | 256K (full) | low $1,499 |
| NVIDIA GeForce RTX 3090 Ti | GPU | 24 GB | ~207 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 4090 | GPU | 24 GB | ~207 tok/s | 256K (full) | low $2,910 |
| NVIDIA L4 | Data center GPU | 24 GB | ~129 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro RTX 6000 | Workstation GPU | 24 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 4500 Ada Generation | Workstation GPU | 24 GB | ~154 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A5000 | Workstation GPU | 24 GB | ~191 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A5500 | Workstation GPU | 24 GB | ~191 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4000 Blackwell | Workstation GPU | 24 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4000 SFF Blackwell | Workstation GPU | 24 GB | ~154 tok/s | 256K (full) | No price yet |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 24GB) | Laptop | 24 GB | ~129 tok/s | 256K (full) | No price yet |
| NVIDIA Tesla P40 | Data center GPU | 24 GB | ~118 tok/s | 256K (full) | No price yet |
| NVIDIA TITAN RTX | GPU | 24 GB | ~183 tok/s | 256K (full) | No price yet |
| Apple M3 Max (30-core GPU) 36GB | Mac | 36 GB (~24.1 usable) | ~119 tok/s | 256K (full) | No price yet |
| Apple M3 Pro 36GB | Mac | 36 GB (~24.1 usable) | ~80 tok/s | 256K (full) | No price yet |
| Apple M4 Max (32-core GPU) 36GB | Mac | 36 GB (~24.1 usable) | ~137 tok/s | 256K (full) | No price yet |
| Apple Mac Studio M5 Max (32-core GPU, 36 GB) | Mac | 36 GB (~24.1 usable) | ~143 tok/s | 256K (full) | low $2,499 |
| AMD Radeon PRO V710 | Data center GPU | 28 GB | ~179 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9600 | Workstation GPU | 32 GB | ~216 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9600D | Workstation GPU | 32 GB | ~216 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9700 | Workstation GPU | 32 GB | ~216 tok/s | 256K (full) | No price yet |
| AMD Radeon AI PRO R9700S | Workstation GPU | 32 GB | ~216 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO V620 | Data center GPU | 32 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W6800 | Workstation GPU | 32 GB | ~193 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7800 32GB | Workstation GPU | 32 GB | ~205 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 385 (32GB) | Mini PC | 32 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 390 (32GB) | Mini PC | 32 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max+ 395 (32GB) | Mini PC | 32 GB | ~125 tok/s | 256K (full) | No price yet |
| Intel Arc Pro B70 | Workstation GPU | 32 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA GeForce RTX 5090 | GPU | 32 GB | ~233 tok/s | 256K (full) | low $6,500 |
| NVIDIA Quadro GV100 | Workstation GPU | 32 GB | ~199 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 5000 Ada Generation | Workstation GPU | 32 GB | ~173 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 4500 Blackwell | Workstation GPU | 32 GB | ~200 tok/s | 256K (full) | No price yet |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 32GB) | Laptop | 32 GB | ~129 tok/s | 256K (full) | No price yet |
| NVIDIA V100 PCIe 32GB | Data center GPU | 32 GB | ~200 tok/s | 256K (full) | No price yet |
| NVIDIA V100S PCIe 32GB | Data center GPU | 32 GB | ~213 tok/s | 256K (full) | No price yet |
| Apple M3 Max (40-core GPU) 48GB | Mac | 48 GB (~36 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M4 Max (40-core GPU) 48GB | Mac | 48 GB (~36 usable) | ~152 tok/s | 256K (full) | No price yet |
| Apple M4 Pro 48GB | Mac | 48 GB (~36 usable) | ~113 tok/s | 256K (full) | No price yet |
| Apple M5 Max (40-core GPU) 48GB | Mac | 48 GB (~36 usable) | ~158 tok/s | 256K (full) | No price yet |
| Apple M5 Pro 48GB | Mac | 48 GB (~36 usable) | ~120 tok/s | 256K (full) | No price yet |
| NVIDIA A100 40GB PCIe | Data center GPU | 40 GB | ~227 tok/s | 256K (full) | No price yet |
| NVIDIA A800 40GB Active | Workstation GPU | 40 GB | ~227 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7800 48GB | Workstation GPU | 48 GB | ~247 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7900 | Workstation GPU | 48 GB | ~247 tok/s | 256K (full) | No price yet |
| AMD Radeon PRO W7900 Dual Slot | Workstation GPU | 48 GB | ~247 tok/s | 256K (full) | No price yet |
| Apple M1 Max 64GB | Mac | 64 GB (~48 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M1 Ultra 64GB | Mac | 64 GB (~48 usable) | ~171 tok/s | 256K (full) | No price yet |
| Apple M2 Max (30-core GPU) 64GB | Mac | 64 GB (~48 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M2 Max (38-core GPU) 64GB | Mac | 64 GB (~48 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M2 Ultra 64GB | Mac | 64 GB (~48 usable) | ~171 tok/s | 256K (full) | No price yet |
| Apple M3 Max (40-core GPU) 64GB | Mac | 64 GB (~48 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M4 Max (40-core GPU) 64GB | Mac | 64 GB (~48 usable) | ~152 tok/s | 256K (full) | No price yet |
| Apple M4 Pro 64GB | Mac | 64 GB (~48 usable) | ~113 tok/s | 256K (full) | No price yet |
| Apple M5 Pro 64GB | Mac | 64 GB (~48 usable) | ~120 tok/s | 256K (full) | No price yet |
| Apple Mac Studio M5 Max (40-core GPU, 64 GB) | Mac | 64 GB (~48 usable) | ~158 tok/s | 256K (full) | No price yet |
| NVIDIA A40 | Data center GPU | 48 GB | ~185 tok/s | 256K (full) | No price yet |
| NVIDIA L40 | Data center GPU | 48 GB | ~198 tok/s | 256K (full) | No price yet |
| NVIDIA L40S | Data center GPU | 48 GB | ~198 tok/s | 256K (full) | No price yet |
| NVIDIA Quadro RTX 8000 | Workstation GPU | 48 GB | ~183 tok/s | 256K (full) | No price yet |
| NVIDIA RTX 6000 Ada Generation | Workstation GPU | 48 GB | ~204 tok/s | 256K (full) | No price yet |
| NVIDIA RTX A6000 | Workstation GPU | 48 GB | ~191 tok/s | 256K (full) | low $8,363 |
| NVIDIA RTX PRO 5000 Blackwell 48GB | Workstation GPU | 48 GB | ~221 tok/s | 256K (full) | No price yet |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 48GB) | Laptop | 48 GB | ~129 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 385 (64GB) | Mini PC | 64 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 390 (64GB) | Mini PC | 64 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max+ 395 (64GB) | Mini PC | 64 GB | ~125 tok/s | 256K (full) | low $2,199.99 |
| NVIDIA DGX Spark (64GB) | Mini PC | 64 GB | ~122 tok/s | 256K (full) | low $4,999 |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 64GB) | Laptop | 64 GB | ~129 tok/s | 256K (full) | No price yet |
| Apple M2 Max (38-core GPU) 96GB | Mac | 96 GB (~72 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M3 Max (30-core GPU) 96GB | Mac | 96 GB (~72 usable) | ~119 tok/s | 256K (full) | No price yet |
| Apple M3 Ultra 96GB | Mac | 96 GB (~72 usable) | ~172 tok/s | 256K (full) | No price yet |
| Apple Mac Studio M5 Ultra (64-core GPU, 96 GB) | Mac | 96 GB (~72 usable) | ~188 tok/s | 256K (full) | low $5,499 |
| NVIDIA RTX PRO 5000 Blackwell 72GB | Workstation GPU | 72 GB | ~221 tok/s | 256K (full) | No price yet |
| NVIDIA A100 80GB PCIe | Data center GPU | 80 GB | ~236 tok/s | 256K (full) | No price yet |
| Apple M1 Ultra 128GB | Mac | 128 GB (~96 usable) | ~171 tok/s | 256K (full) | No price yet |
| Apple M2 Ultra 128GB | Mac | 128 GB (~96 usable) | ~171 tok/s | 256K (full) | No price yet |
| Apple M3 Max (40-core GPU) 128GB | Mac | 128 GB (~96 usable) | ~135 tok/s | 256K (full) | No price yet |
| Apple M4 Max (40-core GPU) 128GB | Mac | 128 GB (~96 usable) | ~152 tok/s | 256K (full) | No price yet |
| Apple M5 Max (40-core GPU) 128GB | Mac | 128 GB (~96 usable) | ~158 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Max-Q | Workstation GPU | 96 GB | ~233 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Server Edition | Data center GPU | 96 GB | ~229 tok/s | 256K (full) | No price yet |
| NVIDIA RTX PRO 6000 Blackwell Workstation Edition | Workstation GPU | 96 GB | ~233 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 385 (128GB) | Mini PC | 128 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max 390 (128GB) | Mini PC | 128 GB | ~125 tok/s | 256K (full) | No price yet |
| AMD Ryzen AI Max+ 395 (128GB) | Mini PC | 128 GB | ~125 tok/s | 256K (full) | low $3,499.99 |
| NVIDIA DGX Spark (128GB) | Mini PC | 128 GB | ~122 tok/s | 256K (full) | low $6,949.99 |
| NVIDIA RTX Spark N1X laptop (6144-core GPU, 128GB) | Laptop | 128 GB | ~129 tok/s | 256K (full) | No price yet |
| Apple M2 Ultra 192GB | Mac | 192 GB (~144 usable) | ~171 tok/s | 256K (full) | No price yet |
| Apple M3 Ultra 256GB | Mac | 256 GB (~192 usable) | ~172 tok/s | 256K (full) | No price yet |
| Apple M5 Ultra 256GB | Mac | 256 GB (~192 usable) | ~188 tok/s | 256K (full) | No price yet |
| Framework Desktop, AMD Ryzen AI Max+ PRO 495 (Strix Halo), 192 GB | Mini PC | 192 GB | ~131 tok/s | 256K (full) | low $6,799 |
| Apple M5 Ultra 512GB | Mac | 512 GB (~384 usable) | ~188 tok/s | 256K (full) | No price yet |
Speed calculator
estimateEstimate = bandwidth ÷ GB read per token (the model's listed GGUF file: Q4_K_M for most models, otherwise the quant named in the list; scaled by active/total parameters for MoE), scaled by a per-platform efficiency and fixed per-token costs calibrated to 45 measured llama.cpp benchmarks (2025–26). Fit = file size + 1.5 GB headroom ≤ total VRAM (on Macs, the part of unified memory macOS lets the GPU use by default), and room for at least 4K tokens of context with an 8-bit KV cache. For a model with no KV cache data, only the file and headroom are checked, so a fit says nothing about context. Multi-GPU: VRAM adds, speed stays one card's (a layer split runs the cards in turn); max context uses the total. Speed is for short context. Max context = what is left after the file and a 1 GB runtime reserve ÷ KV cache bytes per token, default FP16 and 8-bit (q8_0) cache. How speed works · how context works